Year Conf. Topic Cited Paper Authors Url
2019 ACL # optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-seqlab 5 Neural Architectures for Nested NER through Linearization Jana Straková, Milan Straka, Jan Hajic https://www.aclweb.org/anthology/P19-1527.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-subword, search-viterbi, task-textclass, task-seqlab, task-lm, task-seq2seq 0 Stochastic Tokenization with a Language Model for Neural Text Classification Tatsuya Hiraoka, Hiroyuki Shindo, Yuji Matsumoto https://www.aclweb.org/anthology/P19-1158.pdf
2019 ACL # optim-adam, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, task-seq2seq 2 Incremental Transformer with Deliberation Decoder for Document Grounded Conversations Zekang Li, Cheng Niu, Fandong Meng, Yang Feng, Qian Li, Jie Zhou https://www.aclweb.org/anthology/P19-1002.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, latent-vae, loss-nce, task-seq2seq, task-tree, task-graph 0 Discourse Representation Parsing for Sentences and Documents Jiangming Liu, Shay B. Cohen, Mirella Lapata https://www.aclweb.org/anthology/P19-1629.pdf
2019 ACL # optim-adam, train-transfer, arch-rnn, arch-gru, arch-att, arch-subword, task-lm, task-seq2seq 3 Multimodal Abstractive Summarization for How2 Videos Shruti Palaskar, Jindřich Libovický, Spandana Gella, Florian Metze https://www.aclweb.org/anthology/P19-1659.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-transformer, comb-ensemble, search-beam, pre-bert, latent-vae, task-condlm, task-seq2seq 1 Multimodal Transformer Networks for End-to-End Video-Grounded Dialogue Systems Hung Le, Doyen Sahoo, Nancy Chen, Steven Hoi https://www.aclweb.org/anthology/P19-1564.pdf
2019 ACL # optim-adam, train-augment, arch-rnn, arch-transformer, pre-bert, task-spanlab 2 RankQA: Neural Question Answering with Answer Re-Ranking Bernhard Kratzwald, Anna Eigenmann, Stefan Feuerriegel https://www.aclweb.org/anthology/P19-1611.pdf
2019 ACL # optim-adam, train-mll, arch-rnn, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert 0 Probing for Semantic Classes: Diagnosing the Meaning Content of Word Embeddings Yadollah Yaghoobzadeh, Katharina Kann, T. J. Hazen, Eneko Agirre, Hinrich Schütze https://www.aclweb.org/anthology/P19-1574.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, struct-crf 2 A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling Haihong E, Peiqing Niu, Zhongfu Chen, Meina Song https://www.aclweb.org/anthology/P19-1544.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, comb-ensemble, pre-word2vec, task-lm, task-condlm, task-seq2seq 1 Attention-based Conditioning Methods for External Knowledge Integration Katerina Margatina, Christos Baziotis, Alexandros Potamianos https://www.aclweb.org/anthology/P19-1385.pdf
2019 ACL # optim-adagrad, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-gnn, arch-att, search-beam, search-viterbi, pre-glove, pre-skipthought, pre-elmo, task-lm, task-relation 0 Multi-Relational Script Learning for Discourse Relations I-Ta Lee, Dan Goldwasser https://www.aclweb.org/anthology/P19-1413.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-memo, struct-crf 0 Memory Consolidation for Contextual Spoken Language Understanding with Dialogue Logistic Inference He Bai, Yu Zhou, Jiajun Zhang, Chengqing Zong https://www.aclweb.org/anthology/P19-1541.pdf
2019 ACL # train-augment, arch-rnn, arch-lstm, arch-bilstm, pre-bert, struct-hmm, adv-examp, adv-train, task-spanlab, task-lm, task-seq2seq 6 Combating Adversarial Misspellings with Robust Word Recognition Danish Pruthi, Bhuwan Dhingra, Zachary C. Lipton https://www.aclweb.org/anthology/P19-1561.pdf
2019 ACL # train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-elmo, pre-bert, task-textclass, task-seqlab, task-lm, task-seq2seq 0 An Investigation of Transfer Learning-Based Sentiment Analysis in Japanese Enkhbold Bataa, Joshua Wu https://www.aclweb.org/anthology/P19-1458.pdf
2019 ACL # reg-dropout, reg-worddropout, train-augment, arch-rnn, arch-cnn, arch-att, arch-subword, arch-transformer, adv-examp, task-textclass, task-lm, task-seq2seq 6 Robust Neural Machine Translation with Doubly Adversarial Inputs Yong Cheng, Lu Jiang, Wolfgang Macherey https://www.aclweb.org/anthology/P19-1425.pdf
2019 ACL # optim-sgd, reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-att, arch-bilinear, comb-ensemble, struct-crf, struct-cfg, task-seqlab, task-relation 2 Sequence Labeling Parsing by Learning across Representations Michalina Strzyz, David Vilares, Carlos Gómez-Rodríguez https://www.aclweb.org/anthology/P19-1531.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, pre-glove, latent-vae, task-lm 2 Target-Guided Open-Domain Conversation Jianheng Tang, Tiancheng Zhao, Chenyan Xiong, Xiaodan Liang, Eric Xing, Zhiting Hu https://www.aclweb.org/anthology/P19-1565.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, task-seqlab, task-relation 0 Deep Dominance - How to Properly Compare Deep Neural Models Rotem Dror, Segev Shlomov, Roi Reichart https://www.aclweb.org/anthology/P19-1266.pdf
2019 ACL # optim-projection, train-mtl, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-coverage, pre-glove, struct-hmm, struct-crf, task-textclass, task-seqlab 0 A Joint Named-Entity Recognizer for Heterogeneous Tag-sets Using a Tag Hierarchy Genady Beryozkin, Yoel Drori, Oren Gilon, Tzvika Hartman, Idan Szpektor https://www.aclweb.org/anthology/P19-1014.pdf
2019 ACL # optim-sgd, optim-adam, init-glorot, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-transformer, nondif-reinforce, task-relation, task-tree 0 AdaNSP: Uncertainty-driven Adaptive Decoding in Neural Semantic Parsing Xiang Zhang, Shizhu He, Kang Liu, Jun Zhao https://www.aclweb.org/anthology/P19-1418.pdf
2019 ACL # optim-sgd, optim-adadelta, reg-dropout, arch-rnn, arch-gru, arch-att, arch-coverage, arch-subword, arch-transformer, search-greedy, search-beam, nondif-minrisk, task-seq2seq 8 Bridging the Gap between Training and Inference for Neural Machine Translation Wen Zhang, Yang Feng, Fandong Meng, Di You, Qun Liu https://www.aclweb.org/anthology/P19-1426.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, task-spanlab, task-lm, task-seq2seq 4 Cross-Lingual Training for Automatic Question Generation Vishwajeet Kumar, Nitish Joshi, Arijit Mukherjee, Ganesh Ramakrishnan, Preethi Jyothi https://www.aclweb.org/anthology/P19-1481.pdf
2019 ACL # optim-adam, reg-dropout, train-active, arch-rnn, arch-cnn, arch-att, arch-memo, search-beam, pre-glove, task-seq2seq 2 Collaborative Dialogue in Minecraft Anjali Narayan-Chen, Prashant Jayannavar, Julia Hockenmaier https://www.aclweb.org/anthology/P19-1537.pdf
2019 ACL # train-mll, train-parallel, arch-rnn, arch-att, arch-subword, pre-fasttext, task-seqlab, task-seq2seq, task-lexicon, task-alignment 1 Unsupervised Parallel Sentence Extraction with Parallel Segment Detection Helps Machine Translation Viktor Hangya, Alexander Fraser https://www.aclweb.org/anthology/P19-1118.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, activ-tanh, arch-rnn, arch-lstm, arch-treelstm, arch-att, arch-copy, arch-coverage, search-beam, task-lm, task-seq2seq 0 Incorporating Linguistic Constraints into Keyphrase Generation Jing Zhao, Yuxiang Zhang https://www.aclweb.org/anthology/P19-1515.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, comb-ensemble, search-beam, task-lm, task-condlm 1 Generating Question Relevant Captions to Aid Visual Question Answering Jialin Wu, Zeyuan Hu, Raymond Mooney https://www.aclweb.org/anthology/P19-1348.pdf
2019 ACL # optim-adam, optim-projection, arch-rnn, arch-cnn, arch-att, arch-memo, arch-transformer, comb-ensemble, pre-glove, pre-skipthought, task-lm, task-relation 0 Global Textual Relation Embedding for Relational Understanding Zhiyu Chen, Hanwen Zha, Honglei Liu, Wenhu Chen, Xifeng Yan, Yu Su https://www.aclweb.org/anthology/P19-1127.pdf
2019 ACL # reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-transformer, comb-ensemble, pre-glove, pre-elmo, pre-bert, task-relation 8 Head-Driven Phrase Structure Grammar Parsing on Penn Treebank Junru Zhou, Hai Zhao https://www.aclweb.org/anthology/P19-1230.pdf
2019 ACL # optim-sgd, reg-dropout, reg-labelsmooth, train-mtl, arch-rnn, arch-lstm, arch-att, arch-coverage, arch-transformer, comb-ensemble, search-beam, pre-bert, struct-cfg, task-textclass, task-lm, task-seq2seq, task-relation 1 Scalable Syntax-Aware Language Models Using Knowledge Distillation Adhiguna Kuncoro, Chris Dyer, Laura Rimell, Stephen Clark, Phil Blunsom https://www.aclweb.org/anthology/P19-1337.pdf
2019 ACL # optim-adam, init-glorot, train-mtl, arch-rnn, arch-gru, arch-att, pre-word2vec, task-lm, task-seq2seq 15 Disentangled Representation Learning for Non-Parallel Text Style Transfer Vineet John, Lili Mou, Hareesh Bahuleyan, Olga Vechtomova https://www.aclweb.org/anthology/P19-1041.pdf
2019 ACL # arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, search-beam, latent-vae, task-seq2seq 3 Imitation Learning for Non-Autoregressive Neural Machine Translation Bingzhen Wei, Mingxuan Wang, Hao Zhou, Junyang Lin, Xu Sun https://www.aclweb.org/anthology/P19-1125.pdf
2019 ACL # optim-adam, optim-projection, norm-gradient, train-mll, train-transfer, activ-relu, pool-max, arch-rnn, arch-lstm, arch-subword, comb-ensemble, pre-fasttext, pre-skipthought, latent-vae, task-textpair, task-lm, task-seq2seq, task-cloze 0 Exploiting Invertible Decoders for Unsupervised Sentence Representation Learning Shuai Tang, Virginia R. de Sa https://www.aclweb.org/anthology/P19-1397.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, pre-bert, loss-nce, task-textclass, task-textpair 0 Matching Article Pairs with Graphical Decomposition and Convolutions Bang Liu, Di Niu, Haojie Wei, Jinghong Lin, Yancheng He, Kunfeng Lai, Yu Xu https://www.aclweb.org/anthology/P19-1632.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-glove, task-textpair, task-lm, task-seq2seq 4 Multimodal Transformer for Unaligned Multimodal Language Sequences Yao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang, J. Zico Kolter, Louis-Philippe Morency, Ruslan Salakhutdinov https://www.aclweb.org/anthology/P19-1656.pdf
2019 ACL # optim-sgd, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textpair, task-seqlab, task-seq2seq 0 End-to-End Sequential Metaphor Identification Inspired by Linguistic Theories Rui Mao, Chenghua Lin, Frank Guerin https://www.aclweb.org/anthology/P19-1378.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-stopping, train-parallel, arch-rnn, arch-gru, arch-memo, pre-glove, pre-bert, latent-vae, task-lm 3 The Referential Reader: A Recurrent Entity Network for Anaphora Resolution Fei Liu, Luke Zettlemoyer, Jacob Eisenstein https://www.aclweb.org/anthology/P19-1593.pdf
2019 ACL # optim-sgd, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, comb-ensemble, pre-skipthought, pre-bert, task-seqlab 0 Tree LSTMs with Convolution Units to Predict Stance and Rumor Veracity in Social Media Conversations Sumeet Kumar, Kathleen Carley https://www.aclweb.org/anthology/P19-1498.pdf
2019 ACL # arch-rnn, arch-cnn, arch-copy, arch-coverage, task-seq2seq 1 HighRES: Highlight-based Reference-less Evaluation of Summarization Hardy Hardy, Shashi Narayan, Andreas Vlachos https://www.aclweb.org/anthology/P19-1330.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-coverage, comb-ensemble, search-viterbi, struct-crf, adv-train, task-textclass, task-seq2seq, task-relation 0 A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining Shweta Yadav, Asif Ekbal, Sriparna Saha, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1516.pdf
2019 ACL # optim-sgd, reg-dropout, norm-gradient, arch-rnn, arch-lstm, arch-att, search-beam, pre-elmo, latent-vae, task-extractive, task-lm, task-seq2seq 1 Simple Unsupervised Summarization by Contextual Matching Jiawei Zhou, Alexander Rush https://www.aclweb.org/anthology/P19-1503.pdf
2019 ACL # optim-adam, reg-stopping, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, latent-topic, task-seq2seq 0 Inducing Document Structure for Aspect-based Summarization Lea Frermann, Alexandre Klementiev https://www.aclweb.org/anthology/P19-1630.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-transformer, pre-bert, struct-crf, task-seq2seq 1 Dense Procedure Captioning in Narrated Instructional Videos Botian Shi, Lei Ji, Yaobo Liang, Nan Duan, Peng Chen, Zhendong Niu, Ming Zhou https://www.aclweb.org/anthology/P19-1641.pdf
2019 ACL # train-mll, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, adv-train, task-seq2seq 0 Adversarial Domain Adaptation Using Artificial Titles for Abstractive Title Generation Francine Chen, Yan-Ying Chen https://www.aclweb.org/anthology/P19-1211.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-transfer, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-lm 0 Detecting Concealed Information in Text and Speech Shengli Hu https://www.aclweb.org/anthology/P19-1039.pdf
2019 ACL # optim-sgd, optim-adadelta, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, task-condlm, task-seq2seq 0 Neural-based Chinese Idiom Recommendation for Enhancing Elegance in Essay Writing Yuanchao Liu, Bo Pang, Bingquan Liu https://www.aclweb.org/anthology/P19-1552.pdf
2019 ACL # optim-projection, arch-rnn, arch-gru, arch-att, arch-copy, arch-coverage, pre-glove, task-extractive, task-seq2seq 1 Keep Meeting Summaries on Topic: Abstractive Multi-Modal Meeting Summarization Manling Li, Lingyu Zhang, Heng Ji, Richard J. Radke https://www.aclweb.org/anthology/P19-1210.pdf
2019 ACL # optim-adadelta, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, pre-word2vec, pre-glove 1 Divide, Conquer and Combine: Hierarchical Feature Fusion Network with Local and Global Perspectives for Multimodal Affective Computing Sijie Mai, Haifeng Hu, Songlong Xing https://www.aclweb.org/anthology/P19-1046.pdf
2019 ACL # optim-adadelta, arch-rnn, arch-gru, arch-att, arch-memo, arch-copy, search-beam, latent-vae, task-lm, task-seq2seq 0 Neural Response Generation with Meta-words Can Xu, Wei Wu, Chongyang Tao, Huang Hu, Matt Schuerman, Ying Wang https://www.aclweb.org/anthology/P19-1538.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-fasttext, pre-glove, latent-vae, task-relation 1 An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis Ruidan He, Wee Sun Lee, Hwee Tou Ng, Daniel Dahlmeier https://www.aclweb.org/anthology/P19-1048.pdf
2019 ACL # train-mll, arch-rnn, arch-att, arch-subword, arch-transformer, search-beam, task-seqlab, task-seq2seq 5 Zero-Shot Cross-Lingual Abstractive Sentence Summarization through Teaching Generation and Attention Xiangyu Duan, Mingming Yin, Min Zhang, Boxing Chen, Weihua Luo https://www.aclweb.org/anthology/P19-1305.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, train-active, arch-rnn, arch-lstm, arch-bilstm, pre-fasttext, loss-nce, task-seqlab, task-relation 0 Analysis of Automatic Annotation Suggestions for Hard Discourse-Level Tasks in Expert Domains Claudia Schulz, Christian M. Meyer, Jan Kiesewetter, Michael Sailer, Elisabeth Bauer, Martin R. Fischer, Frank Fischer, Iryna Gurevych https://www.aclweb.org/anthology/P19-1265.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-viterbi, nondif-straightthrough, nondif-reinforce, latent-vae, task-textclass, task-textpair, task-lm 3 Interpretable Neural Predictions with Differentiable Binary Variables Joost Bastings, Wilker Aziz, Ivan Titov https://www.aclweb.org/anthology/P19-1284.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, pre-glove, task-seq2seq 3 Neural News Recommendation with Long- and Short-term User Representations Mingxiao An, Fangzhao Wu, Chuhan Wu, Kun Zhang, Zheng Liu, Xing Xie https://www.aclweb.org/anthology/P19-1033.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-gnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, arch-transformer, comb-ensemble, pre-fasttext, task-textclass, task-relation, task-graph 2 Graph-based Dependency Parsing with Graph Neural Networks Tao Ji, Yuanbin Wu, Man Lan https://www.aclweb.org/anthology/P19-1237.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-att, arch-selfatt, arch-coverage, latent-vae, task-textpair, task-lm, task-condlm, task-relation, task-tree 1 Learning Latent Trees with Stochastic Perturbations and Differentiable Dynamic Programming Caio Corro, Ivan Titov https://www.aclweb.org/anthology/P19-1551.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-gnn, arch-att, arch-selfatt, comb-ensemble, pre-elmo, pre-bert, task-textclass, task-spanlab, task-seq2seq 6 Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs Ming Tu, Guangtao Wang, Jing Huang, Yun Tang, Xiaodong He, Bowen Zhou https://www.aclweb.org/anthology/P19-1260.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, train-transfer, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, task-seq2seq, task-relation 1 Neural Machine Translation with Reordering Embeddings Kehai Chen, Rui Wang, Masao Utiyama, Eiichiro Sumita https://www.aclweb.org/anthology/P19-1174.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-subword, pre-glove, struct-crf, task-seqlab 3 Joint Entity Extraction and Assertion Detection for Clinical Text Parminder Bhatia, Busra Celikkaya, Mohammed Khalilia https://www.aclweb.org/anthology/P19-1091.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, comb-ensemble, task-seq2seq, task-tree 0 Modeling Intra-Relation in Math Word Problems with Different Functional Multi-Head Attentions Jierui Li, Lei Wang, Jipeng Zhang, Yan Wang, Bing Tian Dai, Dongxiang Zhang https://www.aclweb.org/anthology/P19-1619.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, pre-glove, loss-cca, task-seq2seq 0 Exploring Author Context for Detecting Intended vs Perceived Sarcasm Silviu Oprea, Walid Magdy https://www.aclweb.org/anthology/P19-1275.pdf
2019 ACL # train-augment, arch-rnn, arch-lstm, arch-att, arch-bilinear, arch-coverage, search-beam, pre-glove 10 Stay on the Path: Instruction Fidelity in Vision-and-Language Navigation Vihan Jain, Gabriel Magalhaes, Alexander Ku, Ashish Vaswani, Eugene Ie, Jason Baldridge https://www.aclweb.org/anthology/P19-1181.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-bert, task-spanlab, task-seq2seq 0 Reading Turn by Turn: Hierarchical Attention Architecture for Spoken Dialogue Comprehension Zhengyuan Liu, Nancy Chen https://www.aclweb.org/anthology/P19-1543.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-copy, pre-glove, task-condlm, task-seq2seq 2 Bridging by Word: Image Grounded Vocabulary Construction for Visual Captioning Zhihao Fan, Zhongyu Wei, Siyuan Wang, Xuanjing Huang https://www.aclweb.org/anthology/P19-1652.pdf
2019 ACL # optim-adam, optim-projection, arch-rnn, arch-lstm, arch-subword, arch-transformer, pre-fasttext, pre-skipthought, pre-bert, struct-cfg, task-textpair, task-lm, task-tree 5 Correlating Neural and Symbolic Representations of Language Grzegorz Chrupała, Afra Alishahi https://www.aclweb.org/anthology/P19-1283.pdf
2019 ACL # init-glorot, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-bilinear, pre-elmo, pre-bert, struct-crf, task-textclass 12 Joint Slot Filling and Intent Detection via Capsule Neural Networks Chenwei Zhang, Yaliang Li, Nan Du, Wei Fan, Philip Yu https://www.aclweb.org/anthology/P19-1519.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, search-beam, task-seq2seq, task-alignment 3 On the Word Alignment from Neural Machine Translation Xintong Li, Guanlin Li, Lemao Liu, Max Meng, Shuming Shi https://www.aclweb.org/anthology/P19-1124.pdf
2019 ACL # optim-adam, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-att, task-lm, task-seq2seq 1 Towards Fine-grained Text Sentiment Transfer Fuli Luo, Peng Li, Pengcheng Yang, Jie Zhou, Yutong Tan, Baobao Chang, Zhifang Sui, Xu Sun https://www.aclweb.org/anthology/P19-1194.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-bilstm, pre-elmo, task-lm 0 Putting Words in Context: LSTM Language Models and Lexical Ambiguity Laura Aina, Kristina Gulordava, Gemma Boleda https://www.aclweb.org/anthology/P19-1324.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-relation 2 Multi-grained Named Entity Recognition Congying Xia, Chenwei Zhang, Tao Yang, Yaliang Li, Nan Du, Xian Wu, Wei Fan, Fenglong Ma, Philip Yu https://www.aclweb.org/anthology/P19-1138.pdf
2019 ACL # optim-adam, init-glorot, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, loss-nce, task-seq2seq 0 Joint Effects of Context and User History for Predicting Online Conversation Re-entries Xingshan Zeng, Jing Li, Lu Wang, Kam-Fai Wong https://www.aclweb.org/anthology/P19-1270.pdf
2019 ACL # optim-adam, optim-adagrad, reg-dropout, train-augment, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, search-beam, pre-glove, pre-bert, adv-examp, latent-vae, task-spanlab, task-seq2seq 3 Learning to Ask Unanswerable Questions for Machine Reading Comprehension Haichao Zhu, Li Dong, Furu Wei, Wenhui Wang, Bing Qin, Ting Liu https://www.aclweb.org/anthology/P19-1415.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, train-transfer, arch-rnn, arch-att, arch-subword, task-lm, task-seq2seq 1 Dynamically Composing Domain-Data Selection with Clean-Data Selection by “Co-Curricular Learning” for Neural Machine Translation Wei Wang, Isaac Caswell, Ciprian Chelba https://www.aclweb.org/anthology/P19-1123.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, comb-ensemble, search-greedy, task-textclass, task-lm, task-condlm, task-seq2seq 3 A Deep Reinforced Sequence-to-Set Model for Multi-Label Classification Pengcheng Yang, Fuli Luo, Shuming Ma, Junyang Lin, Xu Sun https://www.aclweb.org/anthology/P19-1518.pdf
2019 ACL # optim-projection, reg-dropout, train-mll, arch-rnn, arch-att, comb-ensemble, struct-hmm, task-seq2seq, task-relation, task-tree 0 Learning Morphosyntactic Analyzers from the Bible via Iterative Annotation Projection across 26 Languages Garrett Nicolai, David Yarowsky https://www.aclweb.org/anthology/P19-1172.pdf
2019 ACL # train-transfer, arch-rnn, arch-lstm, arch-att, search-beam, nondif-reinforce, loss-nce, task-seq2seq, task-tree 0 Unified Semantic Parsing with Weak Supervision Priyanka Agrawal, Ayushi Dalmia, Parag Jain, Abhishek Bansal, Ashish Mittal, Karthik Sankaranarayanan https://www.aclweb.org/anthology/P19-1473.pdf
2019 ACL # train-parallel, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, pre-word2vec, adv-train, latent-vae 2 Rhetorically Controlled Encoder-Decoder for Modern Chinese Poetry Generation Zhiqiang Liu, Zuohui Fu, Jie Cao, Gerard de Melo, Yik-Cheung Tam, Cheng Niu, Jie Zhou https://www.aclweb.org/anthology/P19-1192.pdf
2019 ACL # optim-adam, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-transformer, search-beam, pre-glove, pre-elmo, pre-bert, task-lm 1 Relating Simple Sentence Representations in Deep Neural Networks and the Brain Sharmistha Jat, Hao Tang, Partha Talukdar, Tom Mitchell https://www.aclweb.org/anthology/P19-1507.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-att, arch-residual, arch-memo, comb-ensemble, pre-glove, task-textpair, task-condlm, task-tree 2 Simple and Effective Text Matching with Richer Alignment Features Runqi Yang, Jianhai Zhang, Xing Gao, Feng Ji, Haiqing Chen https://www.aclweb.org/anthology/P19-1465.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, reg-stopping, reg-patience, norm-gradient, arch-rnn, arch-lstm, arch-gcnn, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-transformer, comb-ensemble, pre-glove, task-tree 2 Inter-sentence Relation Extraction with Document-level Graph Convolutional Neural Network Sunil Kumar Sahu, Fenia Christopoulou, Makoto Miwa, Sophia Ananiadou https://www.aclweb.org/anthology/P19-1423.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-patience, train-mll, arch-rnn, arch-lstm 1 Using LSTMs to Assess the Obligatoriness of Phonological Distinctive Features for Phonotactic Learning Nicole Mirea, Klinton Bicknell https://www.aclweb.org/anthology/P19-1155.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-bilinear, pre-glove, task-spanlab 0 Textbook Question Answering with Multi-modal Context Graph Understanding and Self-supervised Open-set Comprehension Daesik Kim, Seonhoon Kim, Nojun Kwak https://www.aclweb.org/anthology/P19-1347.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, arch-transformer, search-beam, pre-glove, pre-bert, task-lm, task-condlm, task-seq2seq 1 Comparison of Diverse Decoding Methods from Conditional Language Models Daphne Ippolito, Reno Kriz, Joao Sedoc, Maria Kustikova, Chris Callison-Burch https://www.aclweb.org/anthology/P19-1365.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, train-active, arch-rnn, arch-lstm, arch-gru, arch-att, pre-glove, task-seq2seq, meta-init 5 Domain Adaptive Dialog Generation via Meta Learning Kun Qian, Zhou Yu https://www.aclweb.org/anthology/P19-1253.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-coverage, arch-subword, task-lm 3 Meaning to Form: Measuring Systematicity as Information Tiago Pimentel, Arya D. McCarthy, Damian Blasi, Brian Roark, Ryan Cotterell https://www.aclweb.org/anthology/P19-1171.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, comb-ensemble, search-beam, task-lm, task-condlm, task-seq2seq 5 Sparse Sequence-to-Sequence Models Ben Peters, Vlad Niculae, André F. T. Martins https://www.aclweb.org/anthology/P19-1146.pdf
2019 ACL # optim-sgd, optim-adam, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-transformer, struct-cfg, adv-train, task-lm, task-seq2seq, task-relation, task-tree 0 Language Modeling with Shared Grammar Yuyu Zhang, Le Song https://www.aclweb.org/anthology/P19-1437.pdf
2019 ACL # reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, arch-subword, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq 10 Is Word Segmentation Necessary for Deep Learning of Chinese Representations? Xiaoya Li, Yuxian Meng, Xiaofei Sun, Qinghong Han, Arianna Yuan, Jiwei Li https://www.aclweb.org/anthology/P19-1314.pdf
2019 ACL # arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, task-textclass, task-extractive, task-lm, task-seq2seq 4 Multi-News: A Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Model Alexander Fabbri, Irene Li, Tianwei She, Suyi Li, Dragomir Radev https://www.aclweb.org/anthology/P19-1102.pdf
2019 ACL # arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, task-seq2seq 5 Simultaneous Translation with Flexible Policy via Restricted Imitation Learning Baigong Zheng, Renjie Zheng, Mingbo Ma, Liang Huang https://www.aclweb.org/anthology/P19-1582.pdf
2019 ACL # arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, search-viterbi, struct-crf, latent-vae, loss-nce, task-relation, task-tree 1 Enhancing Unsupervised Generative Dependency Parser with Contextual Information Wenjuan Han, Yong Jiang, Kewei Tu https://www.aclweb.org/anthology/P19-1526.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, reg-stopping, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-fasttext, nondif-reinforce, task-textclass, task-lm, task-condlm, task-relation 2 Visually Grounded Neural Syntax Acquisition Haoyue Shi, Jiayuan Mao, Kevin Gimpel, Karen Livescu https://www.aclweb.org/anthology/P19-1180.pdf
2019 ACL # reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, task-seq2seq 1 CNNs found to jump around more skillfully than RNNs: Compositional Generalization in Seq2seq Convolutional Networks Roberto Dessì, Marco Baroni https://www.aclweb.org/anthology/P19-1381.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-elmo, loss-svd, task-textclass, task-textpair, task-lm, task-seq2seq, meta-arch 1 Continual and Multi-Task Architecture Search Ramakanth Pasunuru, Mohit Bansal https://www.aclweb.org/anthology/P19-1185.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, reg-stopping, train-mtl, arch-rnn, arch-lstm, arch-att, nondif-reinforce, task-seq2seq 0 Historical Text Normalization with Delayed Rewards Simon Flachs, Marcel Bollmann, Anders Søgaard https://www.aclweb.org/anthology/P19-1157.pdf
2019 ACL # reg-dropout, arch-rnn, arch-lstm, arch-cnn, pre-glove, pre-elmo, task-lm, task-relation 0 Identifying Visible Actions in Lifestyle Vlogs Oana Ignat, Laura Burdick, Jia Deng, Rada Mihalcea https://www.aclweb.org/anthology/P19-1643.pdf
2019 ACL # optim-adadelta, train-mll, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, comb-ensemble, pre-word2vec, pre-elmo, adv-train, task-lm, task-seq2seq 0 Distilling Discrimination and Generalization Knowledge for Event Detection via Delta-Representation Learning Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun https://www.aclweb.org/anthology/P19-1429.pdf
2019 ACL # optim-adam, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, comb-ensemble, pre-glove, task-textclass, task-condlm, task-seq2seq 10 Multi-step Reasoning via Recurrent Dual Attention for Visual Dialog Zhe Gan, Yu Cheng, Ahmed Kholy, Linjie Li, Jingjing Liu, Jianfeng Gao https://www.aclweb.org/anthology/P19-1648.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-cnn, pre-glove, task-seqlab 0 Automatically Identifying Complaints in Social Media Daniel Preoţiuc-Pietro, Mihaela Gaman, Nikolaos Aletras https://www.aclweb.org/anthology/P19-1495.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, norm-batch, norm-gradient, train-mtl, activ-relu, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, arch-transformer, pre-fasttext, task-textclass, task-lm 1 #YouToo? Detection of Personal Recollections of Sexual Harassment on Social Media Arijit Ghosh Chowdhury, Ramit Sawhney, Rajiv Ratn Shah, Debanjan Mahata https://www.aclweb.org/anthology/P19-1241.pdf
2019 ACL # reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-subword, comb-ensemble, pre-fasttext, pre-glove, struct-crf, adv-train, task-seqlab 1 Adversarial Learning of Privacy-Preserving Text Representations for De-Identification of Medical Records Max Friedrich, Arne Köhn, Gregor Wiedemann, Chris Biemann https://www.aclweb.org/anthology/P19-1584.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, comb-ensemble, pre-elmo, pre-bert, task-seqlab, task-spanlab, task-seq2seq 0 MCˆ2: Multi-perspective Convolutional Cube for Conversational Machine Reading Comprehension Xuanyu Zhang https://www.aclweb.org/anthology/P19-1622.pdf
2019 ACL # optim-projection, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, task-seq2seq, task-alignment 8 STACL: Simultaneous Translation with Implicit Anticipation and Controllable Latency using Prefix-to-Prefix Framework Mingbo Ma, Liang Huang, Hao Xiong, Renjie Zheng, Kaibo Liu, Baigong Zheng, Chuanqiang Zhang, Zhongjun He, Hairong Liu, Xing Li, Hua Wu, Haifeng Wang https://www.aclweb.org/anthology/P19-1289.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, norm-layer, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq 2 Improving Abstractive Document Summarization with Salient Information Modeling Yongjian You, Weijia Jia, Tianyi Liu, Wenmian Yang https://www.aclweb.org/anthology/P19-1205.pdf
2019 ACL # train-mtl, arch-rnn, arch-lstm, arch-att, arch-transformer, search-beam, pre-bert, task-seq2seq 1 Ranking Generated Summaries by Correctness: An Interesting but Challenging Application for Natural Language Inference Tobias Falke, Leonardo F. R. Ribeiro, Prasetya Ajie Utama, Ido Dagan, Iryna Gurevych https://www.aclweb.org/anthology/P19-1213.pdf
2019 ACL # optim-adagrad, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-coverage, search-beam, task-seq2seq 0 On the Summarization of Consumer Health Questions Asma Ben Abacha, Dina Demner-Fushman https://www.aclweb.org/anthology/P19-1215.pdf
2019 ACL # reg-dropout, train-mll, arch-rnn, arch-gru, arch-bigru, arch-att, arch-subword, pre-fasttext, pre-glove, task-textclass, task-lm, task-seq2seq 1 Towards Integration of Statistical Hypothesis Tests into Deep Neural Networks Ahmad Aghaebrahimian, Mark Cieliebak https://www.aclweb.org/anthology/P19-1557.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert, adv-examp, task-textclass, task-seq2seq 2 On the Robustness of Self-Attentive Models Yu-Lun Hsieh, Minhao Cheng, Da-Cheng Juan, Wei Wei, Wen-Lian Hsu, Cho-Jui Hsieh https://www.aclweb.org/anthology/P19-1147.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-cnn, arch-att, task-textclass, task-seqlab, task-lm 0 On-device Structured and Context Partitioned Projection Networks Sujith Ravi, Zornitsa Kozareva https://www.aclweb.org/anthology/P19-1368.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-bert, struct-crf, latent-topic, task-seq2seq 3 Open-Domain Targeted Sentiment Analysis via Span-Based Extraction and Classification Minghao Hu, Yuxing Peng, Zhen Huang, Dongsheng Li, Yiwei Lv https://www.aclweb.org/anthology/P19-1051.pdf
2019 ACL # optim-adam, optim-amsgrad, init-glorot, pool-max, arch-rnn, arch-lstm, arch-att, arch-memo, arch-copy, task-lm, task-seq2seq 0 Learning to Select, Track, and Generate for Data-to-Text Hayate Iso, Yui Uehara, Tatsuya Ishigaki, Hiroshi Noji, Eiji Aramaki, Ichiro Kobayashi, Yusuke Miyao, Naoaki Okazaki, Hiroya Takamura https://www.aclweb.org/anthology/P19-1202.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-copy, search-greedy, task-seq2seq, task-tree 16 Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems Chien-Sheng Wu, Andrea Madotto, Ehsan Hosseini-Asl, Caiming Xiong, Richard Socher, Pascale Fung https://www.aclweb.org/anthology/P19-1078.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, train-augment, arch-rnn, arch-att, arch-selfatt, arch-residual, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq 7 Learning Deep Transformer Models for Machine Translation Qiang Wang, Bei Li, Tong Xiao, Jingbo Zhu, Changliang Li, Derek F. Wong, Lidia S. Chao https://www.aclweb.org/anthology/P19-1176.pdf
2019 ACL # optim-adadelta, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-gating, search-beam, search-viterbi, pre-elmo 0 Improving Open Information Extraction via Iterative Rank-Aware Learning Zhengbao Jiang, Pengcheng Yin, Graham Neubig https://www.aclweb.org/anthology/P19-1523.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, search-beam, pre-word2vec, adv-train, latent-vae, task-lm, task-condlm, task-seq2seq 3 Retrieval-Enhanced Adversarial Training for Neural Response Generation Qingfu Zhu, Lei Cui, Wei-Nan Zhang, Furu Wei, Ting Liu https://www.aclweb.org/anthology/P19-1366.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seqlab, task-seq2seq 4 Assessing the Ability of Self-Attention Networks to Learn Word Order Baosong Yang, Longyue Wang, Derek F. Wong, Lidia S. Chao, Zhaopeng Tu https://www.aclweb.org/anthology/P19-1354.pdf
2019 ACL # optim-adagrad, reg-dropout, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, search-beam, task-lm, task-condlm, task-seq2seq 1 Informative Image Captioning with External Sources of Information Sanqiang Zhao, Piyush Sharma, Tomer Levinboim, Radu Soricut https://www.aclweb.org/anthology/P19-1650.pdf
2019 ACL # optim-adam, optim-projection, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm 20 What Does BERT Learn about the Structure of Language? Ganesh Jawahar, Benoît Sagot, Djamé Seddah https://www.aclweb.org/anthology/P19-1356.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-transformer, search-viterbi, pre-skipthought, pre-bert, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq 2 Extracting Symptoms and their Status from Clinical Conversations Nan Du, Kai Chen, Anjuli Kannan, Linh Tran, Yuhui Chen, Izhak Shafran https://www.aclweb.org/anthology/P19-1087.pdf
2019 ACL # optim-adam, pool-max, arch-rnn, arch-att, arch-selfatt, pre-bert, task-spanlab 8 Compositional Questions Do Not Necessitate Multi-hop Reasoning Sewon Min, Eric Wallace, Sameer Singh, Matt Gardner, Hannaneh Hajishirzi, Luke Zettlemoyer https://www.aclweb.org/anthology/P19-1416.pdf
2019 ACL # optim-sgd, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, search-beam, adv-examp, task-lm, task-condlm, task-seq2seq 1 TIGS: An Inference Algorithm for Text Infilling with Gradient Search Dayiheng Liu, Jie Fu, Pengfei Liu, Jiancheng Lv https://www.aclweb.org/anthology/P19-1406.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass 1 Persuasion for Good: Towards a Personalized Persuasive Dialogue System for Social Good Xuewei Wang, Weiyan Shi, Richard Kim, Yoojung Oh, Sijia Yang, Jingwen Zhang, Zhou Yu https://www.aclweb.org/anthology/P19-1566.pdf
2019 ACL # reg-dropout, norm-batch, norm-gradient, activ-relu, arch-rnn, arch-lstm, arch-gcnn, arch-att, arch-selfatt, arch-transformer, task-lm, task-seq2seq, meta-arch 194 Transformer-XL: Attentive Language Models beyond a Fixed-Length Context Zihang Dai, Zhilin Yang, Yiming Yang, Jaime Carbonell, Quoc Le, Ruslan Salakhutdinov https://www.aclweb.org/anthology/P19-1285.pdf
2019 ACL # reg-norm, arch-rnn, arch-coverage, task-lm 0 Wetin dey with these comments? Modeling Sociolinguistic Factors Affecting Code-switching Behavior in Nigerian Online Discussions Innocent Ndubuisi-Obi, Sayan Ghosh, David Jurgens https://www.aclweb.org/anthology/P19-1625.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, comb-ensemble, search-beam, search-viterbi, pre-glove, loss-nce, task-seq2seq, task-graph 5 Constrained Decoding for Neural NLG from Compositional Representations in Task-Oriented Dialogue Anusha Balakrishnan, Jinfeng Rao, Kartikeya Upasani, Michael White, Rajen Subba https://www.aclweb.org/anthology/P19-1080.pdf
2019 ACL # reg-dropout, norm-layer, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, search-beam, adv-train, task-seq2seq 0 Reference Network for Neural Machine Translation Han Fu, Chenghao Liu, Jianling Sun https://www.aclweb.org/anthology/P19-1287.pdf
2019 ACL # optim-adam, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, struct-crf, loss-nce, task-textpair, task-seq2seq 1 Optimal Transport-based Alignment of Learned Character Representations for String Similarity Derek Tam, Nicholas Monath, Ari Kobren, Aaron Traylor, Rajarshi Das, Andrew McCallum https://www.aclweb.org/anthology/P19-1592.pdf
2019 ACL # init-glorot, reg-dropout, train-mll, train-transfer, arch-rnn, arch-cnn, arch-att, arch-subword, arch-transformer, task-lm, task-seq2seq 5 Improved Zero-shot Neural Machine Translation via Ignoring Spurious Correlations Jiatao Gu, Yong Wang, Kyunghyun Cho, Victor O.K. Li https://www.aclweb.org/anthology/P19-1121.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-subword, task-seqlab, task-lm, task-condlm 1 Learning to Discover, Ground and Use Words with Segmental Neural Language Models Kazuya Kawakami, Chris Dyer, Phil Blunsom https://www.aclweb.org/anthology/P19-1645.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-coverage, arch-energy, comb-ensemble, search-beam, task-seq2seq, task-relation, task-tree 2 Multi-Task Semantic Dependency Parsing with Policy Gradient for Learning Easy-First Strategies Shuhei Kurita, Anders Søgaard https://www.aclweb.org/anthology/P19-1232.pdf
2019 ACL # optim-sgd, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, search-beam, task-seqlab, task-lm, task-condlm, task-seq2seq, task-relation 0 Generating Responses with a Specific Emotion in Dialog Zhenqiao Song, Xiaoqing Zheng, Lu Liu, Mu Xu, Xuanjing Huang https://www.aclweb.org/anthology/P19-1359.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, train-transfer, train-active, arch-rnn, arch-lstm, arch-att, arch-subword, search-beam, task-seq2seq 0 Self-Regulated Interactive Sequence-to-Sequence Learning Julia Kreutzer, Stefan Riezler https://www.aclweb.org/anthology/P19-1029.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-beam, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, nondif-reinforce, task-extractive, task-lm, task-condlm, task-seq2seq, task-lexicon 2 Sentence Mover’s Similarity: Automatic Evaluation for Multi-Sentence Texts Elizabeth Clark, Asli Celikyilmaz, Noah A. Smith https://www.aclweb.org/anthology/P19-1264.pdf
2019 ACL # optim-adam, train-transfer, train-augment, arch-rnn, arch-lstm, arch-att, arch-copy, search-beam, task-lm, task-seq2seq, task-tree 1 Semantic Parsing with Dual Learning Ruisheng Cao, Su Zhu, Chen Liu, Jieyu Li, Kai Yu https://www.aclweb.org/anthology/P19-1007.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-gating, arch-memo, arch-coverage, pre-word2vec, adv-train, latent-vae, task-seq2seq 0 Enhancing Topic-to-Essay Generation with External Commonsense Knowledge Pengcheng Yang, Lei Li, Fuli Luo, Tianyu Liu, Xu Sun https://www.aclweb.org/anthology/P19-1193.pdf
2019 ACL # optim-adam, arch-rnn 1 Bias Analysis and Mitigation in the Evaluation of Authorship Verification Janek Bevendorff, Matthias Hagen, Benno Stein, Martin Potthast https://www.aclweb.org/anthology/P19-1634.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, comb-ensemble, search-beam, task-lm, task-condlm, task-seq2seq 2 Exact Hard Monotonic Attention for Character-Level Transduction Shijie Wu, Ryan Cotterell https://www.aclweb.org/anthology/P19-1148.pdf
2019 ACL # reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, adv-train, task-seqlab 0 Exploiting Entity BIO Tag Embeddings and Multi-task Learning for Relation Extraction with Imbalanced Data Wei Ye, Bo Li, Rui Xie, Zhonghao Sheng, Long Chen, Shikun Zhang https://www.aclweb.org/anthology/P19-1130.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, norm-gradient, train-mtl, train-mll, pool-max, pool-mean, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, search-beam, search-viterbi, pre-glove, pre-bert, struct-crf, task-seqlab, task-lm 3 GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence Labeling Yijin Liu, Fandong Meng, Jinchao Zhang, Jinan Xu, Yufeng Chen, Jie Zhou https://www.aclweb.org/anthology/P19-1233.pdf
2019 ACL # optim-adam, init-glorot, train-mtl, pool-max, arch-rnn, arch-gru, arch-bigru, arch-att, search-beam, latent-vae, task-textclass, task-lm, task-seq2seq 2 Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its Ranking Masaru Isonuma, Junichiro Mori, Ichiro Sakata https://www.aclweb.org/anthology/P19-1206.pdf
2019 ACL # optim-adam, train-mtl, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-coverage, arch-transformer, comb-ensemble, search-beam, pre-bert, task-textpair, task-extractive, task-spanlab, task-lm, task-seq2seq 4 Answering while Summarizing: Multi-task Learning for Multi-hop QA with Evidence Extraction Kosuke Nishida, Kyosuke Nishida, Masaaki Nagata, Atsushi Otsuka, Itsumi Saito, Hisako Asano, Junji Tomita https://www.aclweb.org/anthology/P19-1225.pdf
2019 ACL # reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, pre-word2vec, task-textclass, task-seqlab, task-seq2seq 0 Rumor Detection by Exploiting User Credibility Information, Attention and Multi-task Learning Quanzhi Li, Qiong Zhang, Luo Si https://www.aclweb.org/anthology/P19-1113.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-transformer, latent-topic, task-seq2seq 2 Cross-Modal Commentator: Automatic Machine Commenting Based on Cross-Modal Information Pengcheng Yang, Zhihan Zhang, Fuli Luo, Lei Li, Chengyang Huang, Xu Sun https://www.aclweb.org/anthology/P19-1257.pdf
2019 ACL # reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-transformer, comb-ensemble, pre-word2vec, task-seqlab, task-lm, task-seq2seq, task-relation 4 Open Vocabulary Learning for Neural Chinese Pinyin IME Zhuosheng Zhang, Yafang Huang, Hai Zhao https://www.aclweb.org/anthology/P19-1154.pdf
2019 ACL # optim-adam, optim-amsgrad, init-glorot, reg-dropout, reg-norm, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-glove, struct-crf, task-relation, task-tree 1 Second-Order Semantic Dependency Parsing with End-to-End Neural Networks Xinyu Wang, Jingxian Huang, Kewei Tu https://www.aclweb.org/anthology/P19-1454.pdf
2019 ACL # train-mtl, arch-rnn, arch-lstm, arch-att, arch-copy, task-lm, task-seq2seq 0 Automated Chess Commentator Powered by Neural Chess Engine Hongyu Zang, Zhiwei Yu, Xiaojun Wan https://www.aclweb.org/anthology/P19-1597.pdf
2019 ACL # train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, pre-glove, adv-examp, adv-train, task-textclass 68 Generating Natural Language Adversarial Examples through Probability Weighted Word Saliency Shuhuai Ren, Yihe Deng, Kun He, Wanxiang Che https://www.aclweb.org/anthology/P19-1103.pdf
2019 ACL # optim-adam, init-glorot, norm-batch, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-glove, task-textclass, task-textpair, task-lm, task-seq2seq 4 Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks Yi Tay, Aston Zhang, Anh Tuan Luu, Jinfeng Rao, Shuai Zhang, Shuohang Wang, Jie Fu, Siu Cheung Hui https://www.aclweb.org/anthology/P19-1145.pdf
2019 ACL # optim-adam, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, comb-ensemble, search-beam, task-condlm, task-seq2seq 1 Negative Lexically Constrained Decoding for Paraphrase Generation Tomoyuki Kajiwara https://www.aclweb.org/anthology/P19-1607.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-bilinear, task-textclass, task-spanlab, task-seq2seq 0 ChID: A Large-scale Chinese IDiom Dataset for Cloze Test Chujie Zheng, Minlie Huang, Aixin Sun https://www.aclweb.org/anthology/P19-1075.pdf
2019 ACL # optim-adam, reg-dropout, activ-relu, pool-mean, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-transformer, pre-word2vec, pre-glove, pre-bert, task-spanlab 0 Open-Domain Why-Question Answering with Adversarial Learning to Encode Answer Texts Jong-Hoon Oh, Kazuma Kadowaki, Julien Kloetzer, Ryu Iida, Kentaro Torisawa https://www.aclweb.org/anthology/P19-1414.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, arch-copy, arch-transformer, task-seqlab, task-seq2seq, task-relation 0 Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation Jiangjie Chen, Ao Wang, Haiyun Jiang, Suo Feng, Chenguang Li, Yanghua Xiao https://www.aclweb.org/anthology/P19-1196.pdf
2019 ACL # reg-labelsmooth, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, search-beam, pre-word2vec, task-seqlab, task-seq2seq, task-relation 0 Poetry to Prose Conversion in Sanskrit as a Linearisation Task: A Case for Low-Resource Languages Amrith Krishna, Vishnu Sharma, Bishal Santra, Aishik Chakraborty, Pavankumar Satuluri, Pawan Goyal https://www.aclweb.org/anthology/P19-1111.pdf
2019 ACL # optim-adam, init-glorot, reg-decay, train-augment, arch-rnn, arch-att, arch-bilinear, arch-subword, task-textclass, task-lm, task-seq2seq, task-relation 5 Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology Ran Zmigrod, Sebastian J. Mielke, Hanna Wallach, Ryan Cotterell https://www.aclweb.org/anthology/P19-1161.pdf
2019 ACL # arch-rnn, arch-lstm, arch-gru, arch-att, arch-bilinear, pre-glove, loss-margin, task-textpair, task-seq2seq, task-relation 1 Sentence-Level Evidence Embedding for Claim Verification with Hierarchical Attention Networks Jing Ma, Wei Gao, Shafiq Joty, Kam-Fai Wong https://www.aclweb.org/anthology/P19-1244.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, struct-cfg, adv-train, latent-vae, task-lm, task-seq2seq 0 Generating Sentences from Disentangled Syntactic and Semantic Spaces Yu Bao, Hao Zhou, Shujian Huang, Lei Li, Lili Mou, Olga Vechtomova, Xin-yu Dai, Jiajun Chen https://www.aclweb.org/anthology/P19-1602.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, reg-worddropout, reg-stopping, train-mtl, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-textclass, task-lm, task-condlm 1 Neural Legal Judgment Prediction in English Ilias Chalkidis, Ion Androutsopoulos, Nikolaos Aletras https://www.aclweb.org/anthology/P19-1424.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, train-mll, train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, loss-margin, task-lm, task-seq2seq 0 Self-Supervised Neural Machine Translation Dana Ruiter, Cristina España-Bonet, Josef van Genabith https://www.aclweb.org/anthology/P19-1178.pdf
2019 ACL # optim-adam, train-curriculum, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-memo, task-lm, task-relation 0 Learning a Matching Model with Co-teaching for Multi-turn Response Selection in Retrieval-based Dialogue Systems Jiazhan Feng, Chongyang Tao, Wei Wu, Yansong Feng, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/P19-1370.pdf
2019 ACL # arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, struct-crf, task-seqlab, task-seq2seq 1 A Neural Multi-digraph Model for Chinese NER with Gazetteers Ruixue Ding, Pengjun Xie, Xiaoyan Zhang, Wei Lu, Linlin Li, Luo Si https://www.aclweb.org/anthology/P19-1141.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, comb-ensemble, pre-glove, latent-vae 3 Graph Neural Networks with Generated Parameters for Relation Extraction Hao Zhu, Yankai Lin, Zhiyuan Liu, Jie Fu, Tat-Seng Chua, Maosong Sun https://www.aclweb.org/anthology/P19-1128.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-copy, arch-coverage, arch-subword, arch-transformer, pre-word2vec, pre-elmo, pre-bert, struct-hmm, latent-vae, task-extractive, task-lm, task-seq2seq, task-cloze 0 HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization Xingxing Zhang, Furu Wei, Ming Zhou https://www.aclweb.org/anthology/P19-1499.pdf
2019 ACL # optim-adagrad, train-mtl, train-transfer, pool-max, arch-rnn, arch-cnn, arch-att, arch-residual, arch-subword, pre-word2vec, pre-elmo 0 Employing the Correspondence of Relations and Connectives to Identify Implicit Discourse Relations via Label Embeddings Linh The Nguyen, Linh Van Ngo, Khoat Than, Thien Huu Nguyen https://www.aclweb.org/anthology/P19-1411.pdf
2019 ACL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-word2vec, pre-elmo, pre-bert, task-lm, task-seq2seq 1 Attention Is (not) All You Need for Commonsense Reasoning Tassilo Klein, Moin Nabi https://www.aclweb.org/anthology/P19-1477.pdf
2019 ACL # optim-amsgrad, init-glorot, reg-dropout, reg-labelsmooth, norm-gradient, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, arch-bilinear, search-beam, task-lm, task-condlm, task-seq2seq 0 Ordinal and Attribute Aware Response Generation in a Multimodal Dialogue System Hardik Chauhan, Mauajama Firdaus, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1540.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-coverage, arch-transformer, pre-bert, task-textpair, task-lm, task-tree 37 Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language Inference Tom McCoy, Ellie Pavlick, Tal Linzen https://www.aclweb.org/anthology/P19-1334.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, search-greedy, search-beam, nondif-reinforce, latent-vae, task-seq2seq 3 Retrieving Sequential Information for Non-Autoregressive Neural Machine Translation Chenze Shao, Yang Feng, Jinchao Zhang, Fandong Meng, Xilin Chen, Jie Zhou https://www.aclweb.org/anthology/P19-1288.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, struct-crf, task-seq2seq 0 Using Human Attention to Extract Keyphrase from Microblog Post Yingyi Zhang, Chengzhi Zhang https://www.aclweb.org/anthology/P19-1588.pdf
2019 ACL # train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, struct-crf, task-lm, task-tree 0 Rationally Reappraising ATIS-based Dialogue Systems Jingcheng Niu, Gerald Penn https://www.aclweb.org/anthology/P19-1550.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, pool-max, arch-rnn, arch-cnn, arch-coverage, search-beam, pre-glove, pre-skipthought, task-textpair, task-lm 0 A Cross-Domain Transferable Neural Coherence Model Peng Xu, Hamidreza Saghir, Jin Sung Kang, Teng Long, Avishek Joey Bose, Yanshuai Cao, Jackie Chi Kit Cheung https://www.aclweb.org/anthology/P19-1067.pdf
2019 ACL # optim-adam, reg-stopping, norm-gradient, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-copy, search-beam, latent-vae, latent-topic, task-textclass, task-seq2seq 3 Topic-Aware Neural Keyphrase Generation for Social Media Language Yue Wang, Jing Li, Hou Pong Chan, Irwin King, Michael R. Lyu, Shuming Shi https://www.aclweb.org/anthology/P19-1240.pdf
2019 ACL # optim-adam, init-glorot, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, search-greedy, nondif-reinforce, task-lm, task-condlm, task-seq2seq, task-alignment 0 Towards Comprehensive Description Generation from Factual Attribute-value Tables Tianyu Liu, Fuli Luo, Pengcheng Yang, Wei Wu, Baobao Chang, Zhifang Sui https://www.aclweb.org/anthology/P19-1600.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, arch-copy, arch-coverage, arch-subword, arch-transformer, task-extractive, task-seq2seq, task-tree 1 Keeping Notes: Conditional Natural Language Generation with a Scratchpad Encoder Ryan Benmalek, Madian Khabsa, Suma Desu, Claire Cardie, Michele Banko https://www.aclweb.org/anthology/P19-1407.pdf
2019 ACL # optim-sgd, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-att, arch-coverage, latent-vae, task-lm, task-seq2seq, task-tree 0 Syntax-Infused Variational Autoencoder for Text Generation Xinyuan Zhang, Yi Yang, Siyang Yuan, Dinghan Shen, Lawrence Carin https://www.aclweb.org/anthology/P19-1199.pdf
2019 ACL # optim-adam, train-mll, train-transfer, activ-tanh, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-subword, arch-transformer, pre-bert, task-lm, task-condlm, task-seq2seq 2 Like a Baby: Visually Situated Neural Language Acquisition Alexander Ororbia, Ankur Mali, Matthew Kelly, David Reitter https://www.aclweb.org/anthology/P19-1506.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-gnn, arch-subword, pre-glove, task-seq2seq, meta-init 0 Embedding Imputation with Grounded Language Information Ziyi Yang, Chenguang Zhu, Vin Sachidananda, Eric Darve https://www.aclweb.org/anthology/P19-1326.pdf
2019 ACL # optim-adam, optim-adadelta, norm-gradient, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, search-beam, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-textclass, task-lm, task-seq2seq 1 Gated Embeddings in End-to-End Speech Recognition for Conversational-Context Fusion Suyoun Kim, Siddharth Dalmia, Florian Metze https://www.aclweb.org/anthology/P19-1107.pdf
2019 ACL # optim-adam, reg-stopping, arch-rnn, arch-lstm, arch-treelstm, arch-att, arch-coverage, comb-ensemble, task-textpair, task-lm, task-seq2seq, task-tree 3 An Imitation Learning Approach to Unsupervised Parsing Bowen Li, Lili Mou, Frank Keller https://www.aclweb.org/anthology/P19-1338.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, reg-worddropout, norm-gradient, arch-rnn, arch-lstm, latent-vae, task-lm 0 Better Exploiting Latent Variables in Text Modeling Canasai Kruengkrai https://www.aclweb.org/anthology/P19-1553.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-copy, latent-topic, task-textclass, task-seqlab, task-seq2seq, task-graph 2 Coherent Comments Generation for Chinese Articles with a Graph-to-Sequence Model Wei Li, Jingjing Xu, Yancheng He, ShengLi Yan, Yunfang Wu, Xu Sun https://www.aclweb.org/anthology/P19-1479.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-cnn, arch-att, latent-vae, task-lm, task-seq2seq, task-tree 0 Towards Generating Long and Coherent Text with Multi-Level Latent Variable Models Dinghan Shen, Asli Celikyilmaz, Yizhe Zhang, Liqun Chen, Xin Wang, Jianfeng Gao, Lawrence Carin https://www.aclweb.org/anthology/P19-1200.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, arch-selfatt, pre-fasttext, latent-topic, task-textclass, task-lm, task-seq2seq 0 Fine-Grained Spoiler Detection from Large-Scale Review Corpora Mengting Wan, Rishabh Misra, Ndapa Nakashole, Julian McAuley https://www.aclweb.org/anthology/P19-1248.pdf
2019 ACL # reg-stopping, arch-rnn, arch-lstm, arch-bilstm, arch-coverage, search-viterbi, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab 1 Towards Improving Neural Named Entity Recognition with Gazetteers Tianyu Liu, Jin-Ge Yao, Chin-Yew Lin https://www.aclweb.org/anthology/P19-1524.pdf
2019 ACL # optim-adam, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-transformer, pre-glove, pre-skipthought, pre-bert, task-textpair, task-lm, task-tree 0 Towards Lossless Encoding of Sentences Gabriele Prato, Mathieu Duchesneau, Sarath Chandar, Alain Tapp https://www.aclweb.org/anthology/P19-1153.pdf
2019 ACL # train-mll, train-transfer, pool-max, pool-mean, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-subword, task-textclass, task-seq2seq 4 Exploiting Sentential Context for Neural Machine Translation Xing Wang, Zhaopeng Tu, Longyue Wang, Shuming Shi https://www.aclweb.org/anthology/P19-1624.pdf
2019 ACL # optim-adam, reg-dropout, reg-patience, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-gating, pre-glove, struct-crf, adv-train, loss-nce, task-textclass, task-seqlab, task-lm 0 Multi-Task Networks with Universe, Group, and Task Feature Learning Shiva Pentyala, Mengwen Liu, Markus Dreyer https://www.aclweb.org/anthology/P19-1079.pdf
2019 ACL # optim-adam, norm-gradient, arch-rnn, arch-gru, arch-bigru, arch-att, pre-word2vec, latent-vae, task-seq2seq 1 Modeling Semantic Relationship in Multi-turn Conversations with Hierarchical Latent Variables Lei Shen, Yang Feng, Haolan Zhan https://www.aclweb.org/anthology/P19-1549.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-memo, comb-ensemble, task-textclass, task-lm, task-seq2seq 0 StRE: Self Attentive Edit Quality Prediction in Wikipedia Soumya Sarkar, Bhanu Prakash Reddy, Sandipan Sikdar, Animesh Mukherjee https://www.aclweb.org/anthology/P19-1387.pdf
2019 ACL # optim-adam, reg-dropout, activ-tanh, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-energy, search-viterbi, struct-crf, latent-topic, task-seqlab, task-lm 1 DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction Huaishao Luo, Tianrui Li, Bing Liu, Junbo Zhang https://www.aclweb.org/anthology/P19-1056.pdf
2019 ACL # train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-bert, struct-crf, task-textclass, task-lm, task-seq2seq 0 Literary Event Detection Matthew Sims, Jong Ho Park, David Bamman https://www.aclweb.org/anthology/P19-1353.pdf
2019 ACL # init-glorot, arch-rnn, arch-lstm, arch-gru, comb-ensemble, struct-hmm, loss-svd, task-lm 0 Interpolated Spectral NGram Language Models Ariadna Quattoni, Xavier Carreras https://www.aclweb.org/anthology/P19-1594.pdf
2019 ACL # optim-sgd, optim-projection, reg-dropout, reg-stopping, reg-labelsmooth, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, pre-bert, task-textclass, task-spanlab, task-lm, task-tree 5 Training Neural Response Selection for Task-Oriented Dialogue Systems Matthew Henderson, Ivan Vulić, Daniela Gerz, Iñigo Casanueva, Paweł Budzianowski, Sam Coope, Georgios Spithourakis, Tsung-Hsien Wen, Nikola Mrkšić, Pei-Hao Su https://www.aclweb.org/anthology/P19-1536.pdf
2019 ACL # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-condlm 0 What You Say and How You Say It Matters: Predicting Stock Volatility Using Verbal and Vocal Cues Yu Qin, Yi Yang https://www.aclweb.org/anthology/P19-1038.pdf
2019 ACL # optim-adam, optim-adadelta, reg-dropout, arch-rnn, arch-lstm, arch-att, task-seq2seq 1 Are we there yet? Encoder-decoder neural networks as cognitive models of English past tense inflection Maria Corkery, Yevgen Matusevych, Sharon Goldwater https://www.aclweb.org/anthology/P19-1376.pdf
2019 ACL # optim-adam, train-mtl, train-transfer, train-augment, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-fasttext, adv-train, loss-svd, task-lm, task-seq2seq, task-lexicon, task-alignment 1 Domain Adaptation of Neural Machine Translation by Lexicon Induction Junjie Hu, Mengzhou Xia, Graham Neubig, Jaime Carbonell https://www.aclweb.org/anthology/P19-1286.pdf
2019 ACL # optim-adam, optim-projection, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-memo, task-textpair, task-seq2seq 1 ReCoSa: Detecting the Relevant Contexts with Self-Attention for Multi-turn Dialogue Generation Hainan Zhang, Yanyan Lan, Liang Pang, Jiafeng Guo, Xueqi Cheng https://www.aclweb.org/anthology/P19-1362.pdf
2019 ACL # optim-adam, init-glorot, train-mtl, train-mll, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, adv-train 2 Adversarial Attention Modeling for Multi-dimensional Emotion Regression Suyang Zhu, Shoushan Li, Guodong Zhou https://www.aclweb.org/anthology/P19-1045.pdf
2019 ACL # reg-dropout, reg-patience, arch-rnn, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-textclass, task-lm 1 Large-Scale Multi-Label Text Classification on EU Legislation Ilias Chalkidis, Emmanouil Fergadiotis, Prodromos Malakasiotis, Ion Androutsopoulos https://www.aclweb.org/anthology/P19-1636.pdf
2019 ACL # reg-stopping, reg-patience, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, pre-fasttext 0 Give Me More Feedback II: Annotating Thesis Strength and Related Attributes in Student Essays Zixuan Ke, Hrishikesh Inamdar, Hui Lin, Vincent Ng https://www.aclweb.org/anthology/P19-1390.pdf
2019 ACL # train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, comb-ensemble, struct-crf 1 Cost-sensitive Regularization for Label Confusion-aware Event Detection Hongyu Lin, Yaojie Lu, Xianpei Han, Le Sun https://www.aclweb.org/anthology/P19-1521.pdf
2019 ACL # optim-adam, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-residual, arch-gating, arch-transformer, comb-ensemble, search-beam, pre-glove, pre-elmo, pre-bert, task-spanlab, task-lm, task-seq2seq 5 Multi-style Generative Reading Comprehension Kyosuke Nishida, Itsumi Saito, Kosuke Nishida, Kazutoshi Shinoda, Atsushi Otsuka, Hisako Asano, Junji Tomita https://www.aclweb.org/anthology/P19-1220.pdf
2019 ACL # optim-adam, reg-dropout, reg-patience, activ-relu, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, comb-ensemble, pre-glove, task-textclass, task-condlm 1 Multi-Modal Sarcasm Detection in Twitter with Hierarchical Fusion Model Yitao Cai, Huiyu Cai, Xiaojun Wan https://www.aclweb.org/anthology/P19-1239.pdf
2019 ACL # optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-glove, pre-elmo, task-lm, task-seq2seq, task-lexicon 0 LSTMEmbed: Learning Word and Sense Representations from a Large Semantically Annotated Corpus with Long Short-Term Memories Ignacio Iacobacci, Roberto Navigli https://www.aclweb.org/anthology/P19-1165.pdf
2019 ACL # arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-coverage, pre-glove 13 MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations Soujanya Poria, Devamanyu Hazarika, Navonil Majumder, Gautam Naik, Erik Cambria, Rada Mihalcea https://www.aclweb.org/anthology/P19-1050.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-word2vec, pre-elmo, pre-bert, struct-crf, task-textclass, task-seqlab, task-lm, task-relation 3 Reliability-aware Dynamic Feature Composition for Name Tagging Ying Lin, Liyuan Liu, Heng Ji, Dong Yu, Jiawei Han https://www.aclweb.org/anthology/P19-1016.pdf
2019 ACL # optim-adam, optim-adadelta, reg-dropout, reg-labelsmooth, norm-layer, train-parallel, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-residual, arch-subword, pre-glove, pre-bert, struct-crf, task-seqlab, task-spanlab, task-lm, task-seq2seq 1 A Lightweight Recurrent Network for Sequence Modeling Biao Zhang, Rico Sennrich https://www.aclweb.org/anthology/P19-1149.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-treelstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, task-seqlab, task-seq2seq, task-relation 5 Lattice-Based Transformer Encoder for Neural Machine Translation Fengshun Xiao, Jiangtong Li, Hai Zhao, Rui Wang, Kehai Chen https://www.aclweb.org/anthology/P19-1298.pdf
2019 ACL # optim-adam, optim-projection, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-gating, arch-memo, pre-glove, adv-examp, adv-train, task-spanlab 2 Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QA Yichen Jiang, Mohit Bansal https://www.aclweb.org/anthology/P19-1262.pdf
2019 ACL # optim-adam, optim-projection, reg-stopping, train-mtl, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-residual, arch-transformer, search-beam, task-condlm, task-seq2seq 4 Distilling Translations with Visual Awareness Julia Ive, Pranava Madhyastha, Lucia Specia https://www.aclweb.org/anthology/P19-1653.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-gating, arch-memo, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-spanlab 3 Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension Yichen Jiang, Nitish Joshi, Yen-Chun Chen, Mohit Bansal https://www.aclweb.org/anthology/P19-1261.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, reg-labelsmooth, norm-layer, arch-rnn, arch-lstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-residual, arch-energy, arch-transformer, search-beam, task-seq2seq 2 Self-Attentional Models for Lattice Inputs Matthias Sperber, Graham Neubig, Ngoc-Quan Pham, Alex Waibel https://www.aclweb.org/anthology/P19-1115.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, norm-batch, pool-mean, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-elmo, pre-bert, latent-vae, latent-topic, task-lm 1 Open Domain Event Extraction Using Neural Latent Variable Models Xiao Liu, Heyan Huang, Yue Zhang https://www.aclweb.org/anthology/P19-1276.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-subword, latent-vae, loss-margin, task-seq2seq 2 Latent Variable Model for Multi-modal Translation Iacer Calixto, Miguel Rios, Wilker Aziz https://www.aclweb.org/anthology/P19-1642.pdf
2019 ACL # arch-rnn 2 Miss Tools and Mr Fruit: Emergent Communication in Agents Learning about Object Affordances Diane Bouchacourt, Marco Baroni https://www.aclweb.org/anthology/P19-1380.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-fasttext, adv-train, task-lm, task-seq2seq, task-lexicon 5 Effective Cross-lingual Transfer of Neural Machine Translation Models without Shared Vocabularies Yunsu Kim, Yingbo Gao, Hermann Ney https://www.aclweb.org/anthology/P19-1120.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, task-lm, task-seq2seq 1 A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style Transfer Chen Wu, Xuancheng Ren, Fuli Luo, Xu Sun https://www.aclweb.org/anthology/P19-1482.pdf
2019 ACL # optim-adagrad, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, latent-topic, task-seq2seq 2 BIGPATENT: A Large-Scale Dataset for Abstractive and Coherent Summarization Eva Sharma, Chen Li, Lu Wang https://www.aclweb.org/anthology/P19-1212.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, norm-layer, train-parallel, arch-rnn, arch-lstm, arch-att, arch-subword, search-beam, task-seq2seq, task-alignment 10 Monotonic Infinite Lookback Attention for Simultaneous Machine Translation Naveen Arivazhagan, Colin Cherry, Wolfgang Macherey, Chung-Cheng Chiu, Semih Yavuz, Ruoming Pang, Wei Li, Colin Raffel https://www.aclweb.org/anthology/P19-1126.pdf
2019 ACL # reg-dropout, reg-patience, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-glove, task-textpair 0 Recognising Agreement and Disagreement between Stances with Reason Comparing Networks Chang Xu, Cecile Paris, Surya Nepal, Ross Sparks https://www.aclweb.org/anthology/P19-1460.pdf
2019 ACL # optim-adam, optim-adadelta, init-glorot, reg-dropout, norm-gradient, train-transfer, pool-max, arch-rnn, arch-lstm, arch-gnn, arch-att, arch-energy, search-beam, pre-glove, struct-crf, nondif-minrisk, task-textclass, task-seq2seq 3 Joint Type Inference on Entities and Relations via Graph Convolutional Networks Changzhi Sun, Yeyun Gong, Yuanbin Wu, Ming Gong, Daxin Jiang, Man Lan, Shiliang Sun, Nan Duan https://www.aclweb.org/anthology/P19-1131.pdf
2019 ACL # optim-adam, arch-rnn, arch-att, pre-word2vec, pre-bert, task-condlm, task-tree 17 A Corpus for Reasoning about Natural Language Grounded in Photographs Alane Suhr, Stephanie Zhou, Ally Zhang, Iris Zhang, Huajun Bai, Yoav Artzi https://www.aclweb.org/anthology/P19-1644.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, reg-stopping, norm-layer, pool-max, arch-rnn, arch-lstm, arch-att, comb-ensemble, search-viterbi, struct-crf, struct-cfg, latent-vae, task-seqlab, task-lm, task-graph 4 Compound Probabilistic Context-Free Grammars for Grammar Induction Yoon Kim, Chris Dyer, Alexander Rush https://www.aclweb.org/anthology/P19-1228.pdf
2019 ACL # optim-adam, optim-projection, norm-layer, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert, task-seq2seq 9 Semantically Conditioned Dialog Response Generation via Hierarchical Disentangled Self-Attention Wenhu Chen, Jianshu Chen, Pengda Qin, Xifeng Yan, William Yang Wang https://www.aclweb.org/anthology/P19-1360.pdf
2019 ACL # optim-sgd, reg-dropout, reg-worddropout, arch-rnn, arch-att, arch-selfatt, arch-transformer, pre-fasttext, pre-bert, latent-vae, task-textclass, task-lm, task-seq2seq 6 Style Transformer: Unpaired Text Style Transfer without Disentangled Latent Representation Ning Dai, Jianze Liang, Xipeng Qiu, Xuanjing Huang https://www.aclweb.org/anthology/P19-1601.pdf
2019 ACL # arch-rnn, arch-att, arch-coverage, comb-ensemble, pre-word2vec 2 Argument Invention from First Principles Yonatan Bilu, Ariel Gera, Daniel Hershcovich, Benjamin Sznajder, Dan Lahav, Guy Moshkowich, Anael Malet, Assaf Gavron, Noam Slonim https://www.aclweb.org/anthology/P19-1097.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-coverage, search-beam, pre-word2vec, task-lm, task-seq2seq 0 Abstractive Text Summarization Based on Deep Learning and Semantic Content Generalization Panagiotis Kouris, Georgios Alexandridis, Andreas Stafylopatis https://www.aclweb.org/anthology/P19-1501.pdf
2019 ACL # optim-adam, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-copy, pre-glove, nondif-minrisk, latent-vae, task-seq2seq, task-relation 7 Towards Explainable NLP: A Generative Explanation Framework for Text Classification Hui Liu, Qingyu Yin, William Yang Wang https://www.aclweb.org/anthology/P19-1560.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, search-beam, adv-train, latent-topic, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree 2 Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding Junyi Li, Wayne Xin Zhao, Ji-Rong Wen, Yang Song https://www.aclweb.org/anthology/P19-1190.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-fasttext, pre-glove, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation, task-alignment 1 Exploring Sequence-to-Sequence Learning in Aspect Term Extraction Dehong Ma, Sujian Li, Fangzhao Wu, Xing Xie, Houfeng Wang https://www.aclweb.org/anthology/P19-1344.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, task-seqlab 0 Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge Ziran Li, Ning Ding, Zhiyuan Liu, Haitao Zheng, Ying Shen https://www.aclweb.org/anthology/P19-1430.pdf
2019 ACL # optim-adam, train-mtl, arch-rnn, arch-lstm, arch-att, nondif-reinforce, task-lm, task-condlm, task-seq2seq 0 Show, Describe and Conclude: On Exploiting the Structure Information of Chest X-ray Reports Baoyu Jing, Zeya Wang, Eric Xing https://www.aclweb.org/anthology/P19-1657.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, nondif-minrisk, task-seq2seq 2 Global Optimization under Length Constraint for Neural Text Summarization Takuya Makino, Tomoya Iwakura, Hiroya Takamura, Manabu Okumura https://www.aclweb.org/anthology/P19-1099.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, arch-copy, arch-transformer, search-greedy, search-beam, nondif-reinforce, latent-topic, task-condlm, task-seq2seq 2 Neural Keyphrase Generation via Reinforcement Learning with Adaptive Rewards Hou Pong Chan, Wang Chen, Lu Wang, Irwin King https://www.aclweb.org/anthology/P19-1208.pdf
2019 ACL # optim-adagrad, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-gating, arch-memo, arch-transformer, pre-glove, pre-skipthought, task-textpair, task-lm, task-seq2seq 0 You Only Need Attention to Traverse Trees Mahtab Ahmed, Muhammad Rifayat Samee, Robert E. Mercer https://www.aclweb.org/anthology/P19-1030.pdf
2019 ACL # init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-att, task-seq2seq, task-relation, task-graph 2 Curate and Generate: A Corpus and Method for Joint Control of Semantics and Style in Neural NLG Shereen Oraby, Vrindavan Harrison, Abteen Ebrahimi, Marilyn Walker https://www.aclweb.org/anthology/P19-1596.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-copy, search-beam, pre-glove, task-spanlab, task-seq2seq, task-tree 0 Reinforced Dynamic Reasoning for Conversational Question Generation Boyuan Pan, Hao Li, Ziyu Yao, Deng Cai, Huan Sun https://www.aclweb.org/anthology/P19-1203.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, struct-crf, task-relation 2 The (Non-)Utility of Structural Features in BiLSTM-based Dependency Parsers Agnieszka Falenska, Jonas Kuhn https://www.aclweb.org/anthology/P19-1012.pdf
2019 ACL # optim-adam, reg-dropout, reg-patience, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-transformer, adv-examp, latent-vae, task-lm, task-condlm, task-seq2seq 0 Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation Shuming Ma, Pengcheng Yang, Tianyu Liu, Peng Li, Jie Zhou, Xu Sun https://www.aclweb.org/anthology/P19-1197.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, pool-kmax, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-residual, arch-copy, arch-bilinear, task-seq2seq 1 BiSET: Bi-directional Selective Encoding with Template for Abstractive Summarization Kai Wang, Xiaojun Quan, Rui Wang https://www.aclweb.org/anthology/P19-1207.pdf
2019 ACL # arch-rnn, arch-lstm, task-textclass 2 Yes, we can! Mining Arguments in 50 Years of US Presidential Campaign Debates Shohreh Haddadan, Elena Cabrio, Serena Villata https://www.aclweb.org/anthology/P19-1463.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-bert 4 Proactive Human-Machine Conversation with Explicit Conversation Goal Wenquan Wu, Zhen Guo, Xiangyang Zhou, Hua Wu, Xiyuan Zhang, Rongzhong Lian, Haifeng Wang https://www.aclweb.org/anthology/P19-1369.pdf
2019 ACL # arch-rnn, arch-lstm, arch-bilstm, pre-glove, task-textclass 3 Deep Unknown Intent Detection with Margin Loss Ting-En Lin, Hua Xu https://www.aclweb.org/anthology/P19-1548.pdf
2019 ACL # optim-adam, init-glorot, norm-layer, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq 0 Text Categorization by Learning Predominant Sense of Words as Auxiliary Task Kazuya Shimura, Jiyi Li, Fumiyo Fukumoto https://www.aclweb.org/anthology/P19-1105.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, pool-max, arch-rnn, arch-att, arch-transformer, pre-word2vec, task-context 0 DeepSentiPeer: Harnessing Sentiment in Review Texts to Recommend Peer Review Decisions Tirthankar Ghosal, Rajeev Verma, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1106.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, pre-bert, struct-crf, task-seqlab, task-lm 3 Merge and Label: A Novel Neural Network Architecture for Nested NER Joseph Fisher, Andreas Vlachos https://www.aclweb.org/anthology/P19-1585.pdf
2019 ACL # optim-adam, reg-dropout, reg-patience, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, pre-word2vec, task-textclass, task-extractive, task-lm, task-seq2seq 11 Is Attention Interpretable? Sofia Serrano, Noah A. Smith https://www.aclweb.org/anthology/P19-1282.pdf
2019 ACL # optim-adam, arch-rnn, arch-att, arch-memo, arch-coverage, pre-bert, task-spanlab, task-lm, task-seq2seq, task-relation 0 TWEETQA: A Social Media Focused Question Answering Dataset Wenhan Xiong, Jiawei Wu, Hong Wang, Vivek Kulkarni, Mo Yu, Shiyu Chang, Xiaoxiao Guo, William Yang Wang https://www.aclweb.org/anthology/P19-1496.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, reg-stopping, reg-patience, reg-labelsmooth, norm-layer, arch-rnn, arch-att, arch-subword, arch-transformer, search-beam, task-seqlab, task-lm, task-seq2seq, task-alignment 5 Revisiting Low-Resource Neural Machine Translation: A Case Study Rico Sennrich, Biao Zhang https://www.aclweb.org/anthology/P19-1021.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-att, comb-ensemble, search-beam, search-viterbi, struct-crf, task-textclass, task-seqlab, task-lm 0 Multi-task Pairwise Neural Ranking for Hashtag Segmentation Mounica Maddela, Wei Xu, Daniel Preoţiuc-Pietro https://www.aclweb.org/anthology/P19-1242.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-memo, arch-transformer, pre-glove, pre-bert, nondif-reinforce, task-spanlab 1 Episodic Memory Reader: Learning What to Remember for Question Answering from Streaming Data Moonsu Han, Minki Kang, Hyunwoo Jung, Sung Ju Hwang https://www.aclweb.org/anthology/P19-1434.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-copy, pre-word2vec, task-seqlab, task-seq2seq 0 Vocabulary Pyramid Network: Multi-Pass Encoding and Decoding with Multi-Level Vocabularies for Response Generation Cao Liu, Shizhu He, Kang Liu, Jun Zhao https://www.aclweb.org/anthology/P19-1367.pdf
2019 ACL # optim-adam, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-bert, task-relation 0 Graph based Neural Networks for Event Factuality Prediction using Syntactic and Semantic Structures Amir Pouran Ben Veyseh, Thien Huu Nguyen, Dejing Dou https://www.aclweb.org/anthology/P19-1432.pdf
2019 ACL # arch-rnn, arch-att, pre-word2vec, pre-fasttext, pre-glove, task-textclass, task-lm, task-condlm, task-seq2seq 3 VIFIDEL: Evaluating the Visual Fidelity of Image Descriptions Pranava Madhyastha, Josiah Wang, Lucia Specia https://www.aclweb.org/anthology/P19-1654.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-glove, pre-elmo, pre-bert, struct-crf, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq 1 Sequence Tagging with Contextual and Non-Contextual Subword Representations: A Multilingual Evaluation Benjamin Heinzerling, Michael Strube https://www.aclweb.org/anthology/P19-1027.pdf
2019 ACL # optim-adam, reg-dropout, activ-relu, pool-max, arch-rnn, arch-gru, arch-bigru, task-lm, task-seq2seq 1 Numeracy-600K: Learning Numeracy for Detecting Exaggerated Information in Market Comments Chung-Chi Chen, Hen-Hsen Huang, Hiroya Takamura, Hsin-Hsi Chen https://www.aclweb.org/anthology/P19-1635.pdf
2019 ACL # optim-adam, norm-gradient, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-bilinear, arch-coverage, pre-word2vec, task-extractive, task-seq2seq 0 This Email Could Save Your Life: Introducing the Task of Email Subject Line Generation Rui Zhang, Joel Tetreault https://www.aclweb.org/anthology/P19-1043.pdf
2019 ACL # arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-elmo, loss-nce, task-seqlab 0 Implicit Discourse Relation Identification for Open-domain Dialogues Mingyu Derek Ma, Kevin Bowden, Jiaqi Wu, Wen Cui, Marilyn Walker https://www.aclweb.org/anthology/P19-1065.pdf
2019 ACL # optim-adam, norm-layer, train-transfer, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq 1 A Compact and Language-Sensitive Multilingual Translation Method Yining Wang, Long Zhou, Jiajun Zhang, Feifei Zhai, Jingfang Xu, Chengqing Zong https://www.aclweb.org/anthology/P19-1117.pdf
2019 ACL # train-mtl, pool-mean, arch-rnn, arch-lstm, arch-att, arch-transformer, pre-word2vec, pre-glove, pre-bert, task-textclass, task-textpair, task-extractive, task-seq2seq 3 Searching for Effective Neural Extractive Summarization: What Works and What’s Next Ming Zhong, Pengfei Liu, Danqing Wang, Xipeng Qiu, Xuanjing Huang https://www.aclweb.org/anthology/P19-1100.pdf
2019 ACL # reg-dropout, train-augment, arch-rnn, arch-lstm, arch-att, search-beam, task-seq2seq 0 Neural Fuzzy Repair: Integrating Fuzzy Matches into Neural Machine Translation Bram Bulte, Arda Tezcan https://www.aclweb.org/anthology/P19-1175.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, arch-transformer, pre-elmo, pre-bert, latent-vae, task-lm, task-seq2seq 1 Coreference Resolution with Entity Equalization Ben Kantor, Amir Globerson https://www.aclweb.org/anthology/P19-1066.pdf
2019 ACL # optim-adam, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, comb-ensemble, struct-crf, task-seq2seq, task-tree 2 Robust Zero-Shot Cross-Domain Slot Filling with Example Values Darsh Shah, Raghav Gupta, Amir Fayazi, Dilek Hakkani-Tur https://www.aclweb.org/anthology/P19-1547.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, search-beam, pre-glove, pre-bert, latent-vae, task-textclass, task-textpair, task-spanlab, task-lm, task-seq2seq 0 A Cross-Sentence Latent Variable Model for Semi-Supervised Text Sequence Matching Jihun Choi, Taeuk Kim, Sang-goo Lee https://www.aclweb.org/anthology/P19-1469.pdf
2019 ACL # optim-adam, optim-adagrad, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, search-beam, task-seq2seq, task-tree 1 Improving Multi-turn Dialogue Modelling with Utterance ReWriter Hui Su, Xiaoyu Shen, Rongzhi Zhang, Fei Sun, Pengwei Hu, Cheng Niu, Jie Zhou https://www.aclweb.org/anthology/P19-1003.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, train-augment, pool-max, pool-mean, arch-rnn, arch-lstm, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-subword, search-greedy, search-beam, pre-glove, pre-bert, latent-vae, task-seq2seq, task-relation, task-tree, task-graph 7 AMR Parsing as Sequence-to-Graph Transduction Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme https://www.aclweb.org/anthology/P19-1009.pdf
2019 ACL # optim-adam, optim-projection, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, pre-bert 5 SUMBT: Slot-Utterance Matching for Universal and Scalable Belief Tracking Hwaran Lee, Jinsik Lee, Tae-Yoon Kim https://www.aclweb.org/anthology/P19-1546.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, pre-elmo, task-textpair, task-seq2seq, task-relation, task-tree 0 An Empirical Study of Span Representations in Argumentation Structure Parsing Tatsuki Kuribayashi, Hiroki Ouchi, Naoya Inoue, Paul Reisert, Toshinori Miyoshi, Jun Suzuki, Kentaro Inui https://www.aclweb.org/anthology/P19-1464.pdf
2019 ACL # optim-projection, train-mll, arch-rnn, arch-lstm, arch-att, arch-subword, task-seqlab, task-lm, task-seq2seq, task-relation 1 What Kind of Language Is Hard to Language-Model? Sebastian J. Mielke, Ryan Cotterell, Kyle Gorman, Brian Roark, Jason Eisner https://www.aclweb.org/anthology/P19-1491.pdf
2019 ACL # optim-sgd, optim-adam, train-mll, train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-textclass, task-lm 0 Self-Attentive, Multi-Context One-Class Classification for Unsupervised Anomaly Detection on Text Lukas Ruff, Yury Zemlyanskiy, Robert Vandermeulen, Thomas Schnake, Marius Kloft https://www.aclweb.org/anthology/P19-1398.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-copy, arch-coverage, task-seqlab, task-lm 6 Barack’s Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling Robert Logan, Nelson F. Liu, Matthew E. Peters, Matt Gardner, Sameer Singh https://www.aclweb.org/anthology/P19-1598.pdf
2019 ACL # reg-labelsmooth, train-mll, arch-rnn, arch-att, arch-subword, nondif-minrisk, loss-margin, task-textpair, task-seq2seq 4 Beyond BLEU:Training Neural Machine Translation with Semantic Similarity John Wieting, Taylor Berg-Kirkpatrick, Kevin Gimpel, Graham Neubig https://www.aclweb.org/anthology/P19-1427.pdf
2019 ACL # optim-adam, optim-adadelta, reg-dropout, pool-max, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, search-beam, pre-glove, pre-elmo, pre-bert, task-textpair, task-spanlab, task-seq2seq 4 Multi-Hop Paragraph Retrieval for Open-Domain Question Answering Yair Feldman, Ran El-Yaniv https://www.aclweb.org/anthology/P19-1222.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, reg-dropout, norm-gradient, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, struct-crf, adv-examp, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq 5 Dual Adversarial Neural Transfer for Low-Resource Named Entity Recognition Joey Tianyi Zhou, Hao Zhang, Di Jin, Hongyuan Zhu, Meng Fang, Rick Siow Mong Goh, Kenneth Kwok https://www.aclweb.org/anthology/P19-1336.pdf
2019 ACL # reg-stopping, train-transfer, arch-rnn, arch-att, pre-glove, pre-bert, task-spanlab, task-lm, task-tree 12 MultiQA: An Empirical Investigation of Generalization and Transfer in Reading Comprehension Alon Talmor, Jonathan Berant https://www.aclweb.org/anthology/P19-1485.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-memo, pre-word2vec, pre-elmo, pre-bert, task-textclass 4 One Time of Interaction May Not Be Enough: Go Deep with an Interaction-over-Interaction Network for Response Selection in Dialogues Chongyang Tao, Wei Wu, Can Xu, Wenpeng Hu, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/P19-1001.pdf
2019 ACL # optim-adam, train-mtl, train-mll, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-elmo, pre-bert, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-cloze 27 ERNIE: Enhanced Language Representation with Informative Entities Zhengyan Zhang, Xu Han, Zhiyuan Liu, Xin Jiang, Maosong Sun, Qun Liu https://www.aclweb.org/anthology/P19-1139.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-labelsmooth, arch-rnn, arch-att, arch-residual, arch-subword, arch-transformer, task-lm, task-seq2seq 2 Shared-Private Bilingual Word Embeddings for Neural Machine Translation Xuebo Liu, Derek F. Wong, Yang Liu, Lidia S. Chao, Tong Xiao, Jingbo Zhu https://www.aclweb.org/anthology/P19-1352.pdf
2019 ACL # optim-sgd, reg-dropout, reg-worddropout, reg-norm, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-transformer, task-lm, task-seq2seq 2 Improved Language Modeling by Decoding the Past Siddhartha Brahma https://www.aclweb.org/anthology/P19-1142.pdf
2019 ACL # optim-adam, train-active, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, latent-vae, task-textclass, task-seqlab 1 Incremental Learning from Scratch for Task-Oriented Dialogue Systems Weikang Wang, Jiajun Zhang, Qian Li, Mei-Yuh Hwang, Chengqing Zong, Zhifei Li https://www.aclweb.org/anthology/P19-1361.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, reg-dropout, norm-layer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-gating, arch-transformer, comb-ensemble, pre-fasttext, task-spanlab, task-seq2seq 1 Token-level Dynamic Self-Attention Network for Multi-Passage Reading Comprehension Yimeng Zhuang, Huadong Wang https://www.aclweb.org/anthology/P19-1218.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, adv-examp, adv-train, task-textclass, task-seq2seq 1 Effective Adversarial Regularization for Neural Machine Translation Motoki Sato, Jun Suzuki, Shun Kiyono https://www.aclweb.org/anthology/P19-1020.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-transformer, pre-elmo, pre-bert, task-textpair, task-lm, task-cloze 37 BERT Rediscovers the Classical NLP Pipeline Ian Tenney, Dipanjan Das, Ellie Pavlick https://www.aclweb.org/anthology/P19-1452.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-residual, arch-copy, pre-glove, task-lm, task-seq2seq 4 EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing Yue Dong, Zichao Li, Mehdi Rezagholizadeh, Jackie Chi Kit Cheung https://www.aclweb.org/anthology/P19-1331.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-coverage, comb-ensemble, search-viterbi, pre-elmo 5 Wide-Coverage Neural A* Parsing for Minimalist Grammars John Torr, Milos Stanojevic, Mark Steedman, Shay B. Cohen https://www.aclweb.org/anthology/P19-1238.pdf
2019 ACL # optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-gcnn, arch-cnn, arch-att, arch-selfatt, arch-gating, arch-memo, arch-transformer, task-lm, task-seq2seq, task-alignment, meta-arch 1 Improving Neural Language Models by Segmenting, Attending, and Predicting the Future Hongyin Luo, Lan Jiang, Yonatan Belinkov, James Glass https://www.aclweb.org/anthology/P19-1144.pdf
2019 ACL # train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-bert, task-textclass, task-spanlab, task-lm, task-seq2seq, task-cloze 2 Exploring Pre-trained Language Models for Event Extraction and Generation Sen Yang, Dawei Feng, Linbo Qiao, Zhigang Kan, Dongsheng Li https://www.aclweb.org/anthology/P19-1522.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-transformer, task-condlm, task-seq2seq 0 Expressing Visual Relationships via Language Hao Tan, Franck Dernoncourt, Zhe Lin, Trung Bui, Mohit Bansal https://www.aclweb.org/anthology/P19-1182.pdf
2019 ACL # init-glorot, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-energy, comb-ensemble, pre-fasttext, pre-bert, struct-crf, task-relation 0 An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing Zhisong Zhang, Xuezhe Ma, Eduard Hovy https://www.aclweb.org/anthology/P19-1562.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, pool-max, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-glove, task-condlm, task-seq2seq 6 Attention Guided Graph Convolutional Networks for Relation Extraction Zhijiang Guo, Yan Zhang, Wei Lu https://www.aclweb.org/anthology/P19-1024.pdf
2019 ACL # optim-adam, train-mll, arch-rnn, comb-ensemble, pre-word2vec, pre-glove, task-seq2seq 0 Course Concept Expansion in MOOCs with External Knowledge and Interactive Game Jifan Yu, Chenyu Wang, Gan Luo, Lei Hou, Juanzi Li, Zhiyuan Liu, Jie Tang https://www.aclweb.org/anthology/P19-1421.pdf
2019 ACL # optim-adam, reg-stopping, norm-gradient, train-mtl, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-gating, task-seq2seq, task-relation, task-tree 3 Symbolic Inductive Bias for Visually Grounded Learning of Spoken Language Grzegorz Chrupała https://www.aclweb.org/anthology/P19-1647.pdf
2019 ACL # reg-dropout, arch-rnn, arch-att, arch-coverage, arch-subword, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq, task-alignment 0 Reducing Word Omission Errors in Neural Machine Translation: A Contrastive Learning Approach Zonghan Yang, Yong Cheng, Yang Liu, Maosong Sun https://www.aclweb.org/anthology/P19-1623.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-cnn, arch-att, arch-memo, pre-glove, task-textpair 1 Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification Zhi-Xiu Ye, Zhen-Hua Ling https://www.aclweb.org/anthology/P19-1277.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, train-active, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-gating, arch-subword, pre-fasttext, pre-glove, task-lm, task-seq2seq 1 Low-resource Deep Entity Resolution with Transfer and Active Learning Jungo Kasai, Kun Qian, Sairam Gurajada, Yunyao Li, Lucian Popa https://www.aclweb.org/anthology/P19-1586.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, struct-crf, task-lm, task-seq2seq 1 Confusionset-guided Pointer Networks for Chinese Spelling Check Dingmin Wang, Yi Tay, Li Zhong https://www.aclweb.org/anthology/P19-1578.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, comb-ensemble, task-lm, task-seq2seq 2 Dual Supervised Learning for Natural Language Understanding and Generation Shang-Yu Su, Chao-Wei Huang, Yun-Nung Chen https://www.aclweb.org/anthology/P19-1545.pdf
2019 ACL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, adv-train, task-spanlab, task-lm, task-seq2seq 0 Asking the Crowd: Question Analysis, Evaluation and Generation for Open Discussion on Online Forums Zi Chai, Xinyu Xing, Xiaojun Wan, Bo Huang https://www.aclweb.org/anthology/P19-1497.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-bilinear, pre-glove, pre-elmo, pre-bert, struct-crf, task-seq2seq, task-relation 3 A Unified Linear-Time Framework for Sentence-Level Discourse Parsing Xiang Lin, Shafiq Joty, Prathyusha Jwalapuram, M Saiful Bari https://www.aclweb.org/anthology/P19-1410.pdf
2019 ACL # arch-rnn, arch-lstm, arch-gru, arch-gnn, arch-att, arch-selfatt, task-seq2seq, task-tree 5 Representing Schema Structure with Graph Neural Networks for Text-to-SQL Parsing Ben Bogin, Jonathan Berant, Matt Gardner https://www.aclweb.org/anthology/P19-1448.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, arch-memo, arch-copy, pre-glove, task-relation 4 GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction Tsu-Jui Fu, Peng-Hsuan Li, Wei-Yun Ma https://www.aclweb.org/anthology/P19-1136.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-copy, task-spanlab, task-lm, task-seq2seq 1 Interconnected Question Generation with Coreference Alignment and Conversation Flow Modeling Yifan Gao, Piji Li, Irwin King, Michael R. Lyu https://www.aclweb.org/anthology/P19-1480.pdf
2019 ACL # optim-adam, norm-gradient, arch-rnn, arch-gru, arch-att, arch-memo, search-beam, latent-vae, task-textclass, task-seq2seq 1 Fine-Grained Sentence Functions for Short-Text Conversation Wei Bi, Jun Gao, Xiaojiang Liu, Shuming Shi https://www.aclweb.org/anthology/P19-1389.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, reg-patience, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, latent-vae, task-textpair, task-lm, task-seq2seq 7 Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study Chinnadhurai Sankar, Sandeep Subramanian, Chris Pal, Sarath Chandar, Yoshua Bengio https://www.aclweb.org/anthology/P19-1004.pdf
2019 ACL # optim-adam, optim-adagrad, reg-dropout, reg-labelsmooth, norm-layer, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-paravec, task-seq2seq 9 Hierarchical Transformers for Multi-Document Summarization Yang Liu, Mirella Lapata https://www.aclweb.org/anthology/P19-1500.pdf
2019 ACL # train-augment, train-parallel, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-transformer, pre-glove, pre-bert, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-relation 0 Self-Attention Architectures for Answer-Agnostic Neural Question Generation Thomas Scialom, Benjamin Piwowarski, Jacopo Staiano https://www.aclweb.org/anthology/P19-1604.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, pre-fasttext, pre-paravec, pre-bert, struct-crf, adv-train, task-textclass, task-seqlab, task-seq2seq, task-tree, task-lexicon, task-alignment 3 Multi-Source Cross-Lingual Model Transfer: Learning What to Share Xilun Chen, Ahmed Hassan Awadallah, Hany Hassan, Wei Wang, Claire Cardie https://www.aclweb.org/anthology/P19-1299.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq 0 ner and pos when nothing is capitalized Stephen Mayhew, Tatiana Tsygankova, Dan Roth https://www.aclweb.org/anthology/D19-1650.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-transfer, train-augment, arch-rnn, arch-lstm, arch-att, search-beam, pre-glove, pre-bert, task-lm, task-seq2seq 0 Robust Navigation with Language Pretraining and Stochastic Sampling Xiujun Li, Chunyuan Li, Qiaolin Xia, Yonatan Bisk, Asli Celikyilmaz, Jianfeng Gao, Noah A. Smith, Yejin Choi https://www.aclweb.org/anthology/D19-1159.pdf
2019 EMNLP # init-glorot, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, latent-vae, task-lm, task-seq2seq 0 Parallel Iterative Edit Models for Local Sequence Transduction Abhijeet Awasthi, Sunita Sarawagi, Rasna Goyal, Sabyasachi Ghosh, Vihari Piratla https://www.aclweb.org/anthology/D19-1435.pdf
2019 EMNLP # arch-rnn, arch-cnn 0 Towards Machine Reading for Interventions from Humanitarian-Assistance Program Literature Bonan Min, Yee Seng Chan, Haoling Qiu, Joshua Fasching https://www.aclweb.org/anthology/D19-1680.pdf
2019 EMNLP # optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, search-beam, pre-elmo, task-extractive 5 Neural Extractive Text Summarization with Syntactic Compression Jiacheng Xu, Greg Durrett https://www.aclweb.org/anthology/D19-1324.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Bias and Fairness in Natural Language Processing Kai-Wei Chang, Vinod Prabhakaran, Vicente Ordonez https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-worddropout, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, nondif-reinforce, task-textclass, task-seq2seq, task-tree 0 Automatically Learning Data Augmentation Policies for Dialogue Tasks Tong Niu, Mohit Bansal https://www.aclweb.org/anthology/D19-1132.pdf
2019 EMNLP # arch-rnn 0 PyOpenDial: A Python-based Domain-Independent Toolkit for Developing Spoken Dialogue Systems with Probabilistic Rules Youngsoo Jang, Jongmin Lee, Jaeyoung Park, Kyeng-Hun Lee, Pierre Lison, Kee-Eung Kim https://www.aclweb.org/anthology/D19-3032.pdf
2019 EMNLP # train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, pre-fasttext, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq 0 “Transforming” Delete, Retrieve, Generate Approach for Controlled Text Style Transfer Akhilesh Sudhakar, Bhargav Upadhyay, Arjun Maheswaran https://www.aclweb.org/anthology/D19-1322.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-att, arch-coverage, arch-transformer, task-seq2seq 3 Dynamic Past and Future for Neural Machine Translation Zaixiang Zheng, Shujian Huang, Zhaopeng Tu, Xin-Yu Dai, Jiajun Chen https://www.aclweb.org/anthology/D19-1086.pdf
2019 EMNLP # train-mtl, train-transfer, arch-rnn, arch-att, arch-subword, arch-transformer, pre-skipthought, pre-bert, task-textclass, task-lm, task-seq2seq 1 Improving Neural Story Generation by Targeted Common Sense Grounding Huanru Henry Mao, Bodhisattwa Prasad Majumder, Julian McAuley, Garrison Cottrell https://www.aclweb.org/anthology/D19-1615.pdf
2019 EMNLP # reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-att, arch-memo, task-textclass 0 Using Customer Service Dialogues for Satisfaction Analysis with Context-Assisted Multiple Instance Learning Kaisong Song, Lidong Bing, Wei Gao, Jun Lin, Lujun Zhao, Jiancheng Wang, Changlong Sun, Xiaozhong Liu, Qiong Zhang https://www.aclweb.org/anthology/D19-1019.pdf
2019 EMNLP # reg-dropout, train-augment, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-coverage, arch-transformer, pre-glove, task-textclass 0 Improving Relation Extraction with Knowledge-attention Pengfei Li, Kezhi Mao, Xuefeng Yang, Qi Li https://www.aclweb.org/anthology/D19-1022.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, search-beam, task-spanlab, task-lm, task-seq2seq 0 Multi-task Learning for Natural Language Generation in Task-Oriented Dialogue Chenguang Zhu, Michael Zeng, Xuedong Huang https://www.aclweb.org/anthology/D19-1123.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-att, arch-copy, search-greedy, task-textpair, task-seq2seq 0 Enhancing Neural Data-To-Text Generation Models with External Background Knowledge Shuang Chen, Jinpeng Wang, Xiaocheng Feng, Feng Jiang, Bing Qin, Chin-Yew Lin https://www.aclweb.org/anthology/D19-1299.pdf
2019 EMNLP # optim-adam, optim-projection, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, pre-glove, pre-elmo, pre-bert, latent-vae, task-spanlab 0 Answering questions by learning to rank - Learning to rank by answering questions George Sebastian Pirtoaca, Traian Rebedea, Stefan Ruseti https://www.aclweb.org/anthology/D19-1256.pdf
2019 EMNLP # optim-adam, reg-norm, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, pre-fasttext, pre-glove, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq, task-lexicon 0 Cross-Cultural Transfer Learning for Text Classification Dor Ringel, Gal Lavee, Ido Guy, Kira Radinsky https://www.aclweb.org/anthology/D19-1400.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, pre-word2vec, pre-fasttext, pre-glove, latent-topic, task-textclass, task-lm 0 Latent Suicide Risk Detection on Microblog via Suicide-Oriented Word Embeddings and Layered Attention Lei Cao, Huijun Zhang, Ling Feng, Zihan Wei, Xin Wang, Ningyun Li, Xiaohao He https://www.aclweb.org/anthology/D19-1181.pdf
2019 EMNLP # pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-skipthought, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-cloze 0 UER: An Open-Source Toolkit for Pre-training Models Zhe Zhao, Hui Chen, Jinbin Zhang, Xin Zhao, Tao Liu, Wei Lu, Xi Chen, Haotang Deng, Qi Ju, Xiaoyong Du https://www.aclweb.org/anthology/D19-3041.pdf
2019 EMNLP # optim-adam, train-mtl, arch-rnn, arch-gru, arch-cnn, arch-att, arch-memo, search-beam, search-viterbi, nondif-reinforce, latent-vae, task-seq2seq 0 Low-Resource Response Generation with Template Prior Ze Yang, Wei Wu, Jian Yang, Can Xu, Zhoujun Li https://www.aclweb.org/anthology/D19-1197.pdf
2019 EMNLP # arch-rnn, arch-gru, arch-att, arch-transformer, pre-bert, task-textclass, task-lm 1 Trouble on the Horizon: Forecasting the Derailment of Online Conversations as they Develop Jonathan P. Chang, Cristian Danescu-Niculescu-Mizil https://www.aclweb.org/anthology/D19-1481.pdf
2019 EMNLP # train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-copy, arch-subword, task-lm, task-seq2seq 0 Don’t Just Scratch the Surface: Enhancing Word Representations for Korean with Hanja Kang Min Yoo, Taeuk Kim, Sang-goo Lee https://www.aclweb.org/anthology/D19-1358.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-stopping, reg-decay, reg-labelsmooth, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, task-lm, task-seq2seq, task-alignment 0 Jointly Learning to Align and Translate with Transformer Models Sarthak Garg, Stephan Peitz, Udhyakumar Nallasamy, Matthias Paulik https://www.aclweb.org/anthology/D19-1453.pdf
2019 EMNLP # optim-sgd, optim-adam, norm-layer, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, task-seq2seq 0 Combining Global Sparse Gradients with Local Gradients in Distributed Neural Network Training Alham Fikri Aji, Kenneth Heafield, Nikolay Bogoychev https://www.aclweb.org/anthology/D19-1373.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, search-beam, pre-bert, task-spanlab, task-lm, task-seq2seq 0 Restoring ancient text using deep learning: a case study on Greek epigraphy Yannis Assael, Thea Sommerschield, Jonathan Prag https://www.aclweb.org/anthology/D19-1668.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, pre-bert, struct-crf, task-lm, task-seq2seq 0 A Novel Aspect-Guided Deep Transition Model for Aspect Based Sentiment Analysis Yunlong Liang, Fandong Meng, Jinchao Zhang, Jinan Xu, Yufeng Chen, Jie Zhou https://www.aclweb.org/anthology/D19-1559.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-memo, arch-coverage, pre-word2vec, struct-crf, task-seq2seq 0 A Knowledge Regularized Hierarchical Approach for Emotion Cause Analysis Chuang Fan, Hongyu Yan, Jiachen Du, Lin Gui, Lidong Bing, Min Yang, Ruifeng Xu, Ruibin Mao https://www.aclweb.org/anthology/D19-1563.pdf
2019 EMNLP # init-glorot, reg-dropout, reg-stopping, norm-gradient, train-transfer, train-augment, train-parallel, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, comb-ensemble, search-beam, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-seq2seq 2 Denoising based Sequence-to-Sequence Pre-training for Text Generation Liang Wang, Wei Zhao, Ruoyu Jia, Sujian Li, Jingming Liu https://www.aclweb.org/anthology/D19-1412.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, search-greedy, search-beam, pre-word2vec, pre-glove, loss-svd, task-seq2seq 0 Low-Rank HOCA: Efficient High-Order Cross-Modal Attention for Video Captioning Tao Jin, Siyu Huang, Yingming Li, Zhongfei Zhang https://www.aclweb.org/anthology/D19-1207.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-bilinear, pre-word2vec, pre-elmo, task-seq2seq, task-relation 0 Hierarchical Pointer Net Parsing Linlin Liu, Xiang Lin, Shafiq Joty, Simeng Han, Lidong Bing https://www.aclweb.org/anthology/D19-1093.pdf
2019 EMNLP # optim-projection, train-transfer, arch-rnn, arch-lstm, pre-elmo, pre-bert, adv-train, task-textclass, task-seqlab, task-lm, task-cloze 4 Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence Labeling Xiaochuang Han, Jacob Eisenstein https://www.aclweb.org/anthology/D19-1433.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seq2seq 0 Encoders Help You Disambiguate Word Senses in Neural Machine Translation Gongbo Tang, Rico Sennrich, Joakim Nivre https://www.aclweb.org/anthology/D19-1149.pdf
2019 EMNLP # optim-adam, reg-stopping, arch-rnn, arch-lstm, arch-att, arch-gating, adv-train, task-lm, task-condlm, task-seq2seq 0 Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review Generation Cristina Garbacea, Samuel Carton, Shiyan Yan, Qiaozhu Mei https://www.aclweb.org/anthology/D19-1409.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-att, arch-coverage, comb-ensemble, search-beam, pre-glove, task-lm, task-tree 0 Span-based Hierarchical Semantic Parsing for Task-Oriented Dialog Panupong Pasupat, Sonal Gupta, Karishma Mandyam, Rushin Shah, Mike Lewis, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1163.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gnn, arch-cnn, arch-att, pre-fasttext, task-textclass 0 PRADO: Projection Attention Networks for Document Classification On-Device Prabhu Kaliamoorthi, Sujith Ravi, Zornitsa Kozareva https://www.aclweb.org/anthology/D19-1506.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-norm, arch-rnn, arch-lstm, arch-att, task-textpair, task-tree 1 Posing Fair Generalization Tasks for Natural Language Inference Atticus Geiger, Ignacio Cases, Lauri Karttunen, Christopher Potts https://www.aclweb.org/anthology/D19-1456.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-copy, arch-coverage, pre-word2vec, latent-vae, task-lm, task-seq2seq 0 Unsupervised Context Rewriting for Open Domain Conversation Kun Zhou, Kai Zhang, Yu Wu, Shujie Liu, Jingsong Yu https://www.aclweb.org/anthology/D19-1192.pdf
2019 EMNLP # optim-adam, reg-decay, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, pre-word2vec, pre-glove, pre-elmo, pre-bert, loss-nce, task-textpair, task-alignment 0 A Gated Self-attention Memory Network for Answer Selection Tuan Lai, Quan Hung Tran, Trung Bui, Daisuke Kihara https://www.aclweb.org/anthology/D19-1610.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, arch-rnn, arch-att, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, loss-svd, task-lm, task-seq2seq, task-relation, task-alignment 3 Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing Yuxuan Wang, Wanxiang Che, Jiang Guo, Yijia Liu, Ting Liu https://www.aclweb.org/anthology/D19-1575.pdf
2019 EMNLP # optim-adam, optim-projection, reg-patience, arch-rnn, arch-gru, arch-att, arch-copy, search-beam, task-seq2seq 0 Modeling Multi-Action Policy for Task-Oriented Dialogues Lei Shu, Hu Xu, Bing Liu, Piero Molino https://www.aclweb.org/anthology/D19-1130.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-recnn, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seq2seq 2 Towards Better Modeling Hierarchical Structure for Self-Attention with Ordered Neurons Jie Hao, Xing Wang, Shuming Shi, Jinfeng Zhang, Zhaopeng Tu https://www.aclweb.org/anthology/D19-1135.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo 0 Aspect-Level Sentiment Analysis Via Convolution over Dependency Tree Kai Sun, Richong Zhang, Samuel Mensah, Yongyi Mao, Xudong Liu https://www.aclweb.org/anthology/D19-1569.pdf
2019 EMNLP # optim-adagrad, reg-norm, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-att, arch-bilinear, pre-glove, task-textclass, task-relation, task-tree 0 Event Representation Learning Enhanced with External Commonsense Knowledge Xiao Ding, Kuo Liao, Ting Liu, Zhongyang Li, Junwen Duan https://www.aclweb.org/anthology/D19-1495.pdf
2019 EMNLP # optim-adam, train-transfer, arch-rnn, arch-lstm, arch-att, pre-fasttext, pre-bert, loss-margin, loss-triplet, task-lm, task-condlm, task-seq2seq 0 Multi-Head Attention with Diversity for Learning Grounded Multilingual Multimodal Representations Po-Yao Huang, Xiaojun Chang, Alexander Hauptmann https://www.aclweb.org/anthology/D19-1154.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, norm-layer, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-residual, search-beam, struct-crf, task-lm, task-seq2seq 0 Efficient Convolutional Neural Networks for Diacritic Restoration Sawsan Alqahtani, Ajay Mishra, Mona Diab https://www.aclweb.org/anthology/D19-1151.pdf
2019 EMNLP # reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-lm 1 Quantity doesn’t buy quality syntax with neural language models Marten van Schijndel, Aaron Mueller, Tal Linzen https://www.aclweb.org/anthology/D19-1592.pdf
2019 EMNLP # reg-dropout, reg-worddropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-coverage, pre-word2vec, struct-crf, task-textclass, task-lm, task-seq2seq 0 Training Data Augmentation for Detecting Adverse Drug Reactions in User-Generated Content Sepideh Mesbah, Jie Yang, Robert-Jan Sips, Manuel Valle Torre, Christoph Lofi, Alessandro Bozzon, Geert-Jan Houben https://www.aclweb.org/anthology/D19-1239.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 74 Semantic Specialization of Distributional Word Vectors Goran Glavaś, Edoardo Maria Ponti, Ivan Vulić https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-sgd, optim-projection, reg-dropout, norm-layer, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, adv-train, latent-vae, task-condlm, task-seq2seq 0 Semi-supervised Text Style Transfer: Cross Projection in Latent Space Mingyue Shang, Piji Li, Zhenxin Fu, Lidong Bing, Dongyan Zhao, Shuming Shi, Rui Yan https://www.aclweb.org/anthology/D19-1499.pdf
2019 EMNLP # optim-adam, init-glorot, train-mtl, train-mll, train-active, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-transformer, search-viterbi, pre-glove, struct-crf, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation 0 Hierarchically-Refined Label Attention Network for Sequence Labeling Leyang Cui, Yue Zhang https://www.aclweb.org/anthology/D19-1422.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-word2vec, pre-bert, task-seqlab, task-seq2seq, task-relation, task-tree 0 A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role Labeling Qingrong Xia, Zhenghua Li, Min Zhang https://www.aclweb.org/anthology/D19-1541.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Context-Aware Conversation Thread Detection in Multi-Party Chat Ming Tan, Dakuo Wang, Yupeng Gao, Haoyu Wang, Saloni Potdar, Xiaoxiao Guo, Shiyu Chang, Mo Yu https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, arch-coverage, comb-ensemble, search-beam, pre-word2vec, task-seqlab, task-lm, task-relation, task-graph 0 Supervising Unsupervised Open Information Extraction Models Arpita Roy, Youngja Park, Taesung Lee, Shimei Pan https://www.aclweb.org/anthology/D19-1067.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-bert, task-textclass, task-seqlab, task-lm, task-seq2seq 0 Subword Language Model for Query Auto-Completion Gyuwan Kim https://www.aclweb.org/anthology/D19-1507.pdf
2019 EMNLP # optim-projection, reg-dropout, train-mtl, train-parallel, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-gating, arch-memo, arch-coverage, arch-transformer, pre-bert 1 Different Absorption from the Same Sharing: Sifted Multi-task Learning for Fake News Detection Lianwei Wu, Yuan Rao, Haolin Jin, Ambreen Nazir, Ling Sun https://www.aclweb.org/anthology/D19-1471.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, task-textclass, task-seq2seq 0 Learning to Learn and Predict: A Meta-Learning Approach for Multi-Label Classification Jiawei Wu, Wenhan Xiong, William Yang Wang https://www.aclweb.org/anthology/D19-1444.pdf
2019 EMNLP # train-mtl, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-word2vec, struct-crf, task-seqlab, task-lm, task-seq2seq 0 Multi-Task Learning for Chemical Named Entity Recognition with Chemical Compound Paraphrasing Taiki Watanabe, Akihiro Tamura, Takashi Ninomiya, Takuya Makino, Tomoya Iwakura https://www.aclweb.org/anthology/D19-1648.pdf
2019 EMNLP # reg-dropout, reg-worddropout, train-transfer, pool-max, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, latent-vae, latent-topic, task-textclass, task-lm, task-seq2seq 0 A Topic Augmented Text Generation Model: Joint Learning of Semantics and Structural Features Hongyin Tang, Miao Li, Beihong Jin https://www.aclweb.org/anthology/D19-1513.pdf
2019 EMNLP # optim-sgd, optim-adam, activ-tanh, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, loss-nce, task-seq2seq, task-relation 0 Minimally Supervised Learning of Affective Events Using Discourse Relations Jun Saito, Yugo Murawaki, Sadao Kurohashi https://www.aclweb.org/anthology/D19-1581.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-memo, arch-transformer, search-viterbi, pre-word2vec, struct-crf, task-textclass, task-seqlab, task-lm, task-relation 1 A Lexicon-Based Graph Neural Network for Chinese NER Tao Gui, Yicheng Zou, Qi Zhang, Minlong Peng, Jinlan Fu, Zhongyu Wei, Xuanjing Huang https://www.aclweb.org/anthology/D19-1096.pdf
2019 EMNLP # optim-adadelta, reg-dropout, reg-stopping, train-mtl, train-mll, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-transformer, task-lm, task-seq2seq 0 One Model to Learn Both: Zero Pronoun Prediction and Translation Longyue Wang, Zhaopeng Tu, Xing Wang, Shuming Shi https://www.aclweb.org/anthology/D19-1085.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, train-mll, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-subword, struct-crf, task-seq2seq 0 Modeling Conversation Structure and Temporal Dynamics for Jointly Predicting Rumor Stance and Veracity Penghui Wei, Nan Xu, Wenji Mao https://www.aclweb.org/anthology/D19-1485.pdf
2019 EMNLP # arch-rnn, arch-coverage, pre-fasttext, pre-glove, task-textpair 0 Identifying and Explaining Discriminative Attributes Armins Stepanjans, André Freitas https://www.aclweb.org/anthology/D19-1440.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, task-textclass, task-lm 0 DENS: A Dataset for Multi-class Emotion Analysis Chen Liu, Muhammad Osama, Anderson De Andrade https://www.aclweb.org/anthology/D19-1656.pdf
2019 EMNLP # optim-sgd, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-subword, search-viterbi, pre-word2vec, pre-glove, pre-elmo, struct-crf, latent-vae, task-textpair, task-lm, task-seq2seq 0 A Regularization Approach for Incorporating Event Knowledge and Coreference Relations into Neural Discourse Parsing Zeyu Dai, Ruihong Huang https://www.aclweb.org/anthology/D19-1295.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-subword, comb-ensemble, pre-word2vec, pre-fasttext, pre-elmo, struct-crf, task-lm, task-seq2seq, task-relation, task-tree 0 Semi-Supervised Semantic Role Labeling with Cross-View Training Rui Cai, Mirella Lapata https://www.aclweb.org/anthology/D19-1094.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-copy, arch-coverage, arch-transformer, pre-glove, pre-bert, task-seq2seq 0 Generating Questions for Knowledge Bases via Incorporating Diversified Contexts and Answer-Aware Loss Cao Liu, Kang Liu, Shizhu He, Zaiqing Nie, Jun Zhao https://www.aclweb.org/anthology/D19-1247.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-att, arch-copy, pre-glove, task-seq2seq 0 Referring Expression Generation Using Entity Profiles Meng Cao, Jackie Chi Kit Cheung https://www.aclweb.org/anthology/D19-1312.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-bigru, arch-att, arch-copy, arch-subword, pre-bert, task-textclass, task-lm, task-seq2seq 1 Generating Personalized Recipes from Historical User Preferences Bodhisattwa Prasad Majumder, Shuyang Li, Jianmo Ni, Julian McAuley https://www.aclweb.org/anthology/D19-1613.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, adv-train, loss-triplet, task-condlm, task-seq2seq 0 Image Captioning with Very Scarce Supervised Data: Adversarial Semi-Supervised Learning Approach Dong-Jin Kim, Jinsoo Choi, Tae-Hyun Oh, In So Kweon https://www.aclweb.org/anthology/D19-1208.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, arch-coverage, search-beam, pre-glove, latent-vae, task-spanlab, task-seq2seq 1 Incorporating External Knowledge into Machine Reading for Generative Question Answering Bin Bi, Chen Wu, Ming Yan, Wei Wang, Jiangnan Xia, Chenliang Li https://www.aclweb.org/anthology/D19-1255.pdf
2019 EMNLP # arch-rnn, arch-att, arch-subword, arch-transformer, search-greedy, search-beam, task-lm, task-condlm, task-seq2seq 1 Speculative Beam Search for Simultaneous Translation Renjie Zheng, Mingbo Ma, Baigong Zheng, Liang Huang https://www.aclweb.org/anthology/D19-1144.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, search-beam, pre-fasttext, pre-bert, task-textclass, task-lm, task-seq2seq, task-cloze 1 Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained Aspects Jianmo Ni, Jiacheng Li, Julian McAuley https://www.aclweb.org/anthology/D19-1018.pdf
2019 EMNLP # optim-adagrad, arch-rnn, arch-lstm, pre-word2vec, pre-glove, task-textpair, task-seq2seq, task-relation 0 Bridging the Defined and the Defining: Exploiting Implicit Lexical Semantic Relations in Definition Modeling Koki Washio, Satoshi Sekine, Tsuneaki Kato https://www.aclweb.org/anthology/D19-1357.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, norm-gradient, train-transfer, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-seq2seq, task-tree 0 Data Augmentation with Atomic Templates for Spoken Language Understanding Zijian Zhao, Su Zhu, Kai Yu https://www.aclweb.org/anthology/D19-1375.pdf
2019 EMNLP # norm-batch, arch-rnn, arch-lstm, arch-att, arch-transformer, pre-fasttext, pre-elmo, pre-bert, nondif-gumbelsoftmax, task-textclass, task-seq2seq, task-relation, task-lexicon 0 What Does This Word Mean? Explaining Contextualized Embeddings with Natural Language Definition Ting-Yun Chang, Yun-Nung Chen https://www.aclweb.org/anthology/D19-1627.pdf
2019 EMNLP # optim-adam, train-transfer, train-active, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, search-beam, pre-fasttext, pre-bert, task-textclass, task-lm, task-condlm, task-seq2seq 14 Learning to Speak and Act in a Fantasy Text Adventure Game Jack Urbanek, Angela Fan, Siddharth Karamcheti, Saachi Jain, Samuel Humeau, Emily Dinan, Tim Rocktäschel, Douwe Kiela, Arthur Szlam, Jason Weston https://www.aclweb.org/anthology/D19-1062.pdf
2019 EMNLP # arch-rnn, arch-memo, comb-ensemble 1 Fact-Checking Meets Fauxtography: Verifying Claims About Images Dimitrina Zlatkova, Preslav Nakov, Ivan Koychev https://www.aclweb.org/anthology/D19-1216.pdf
2019 EMNLP # optim-adam, reg-stopping, arch-rnn, arch-gru, arch-att, arch-memo, pre-word2vec, latent-vae 0 A Semi-Supervised Stable Variational Network for Promoting Replier-Consistency in Dialogue Generation Jinxin Chang, Ruifang He, Longbiao Wang, Xiangyu Zhao, Ting Yang, Ruifang Wang https://www.aclweb.org/anthology/D19-1200.pdf
2019 EMNLP # optim-adam, train-mtl, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-copy, arch-transformer, comb-ensemble, pre-elmo, pre-bert, task-spanlab, task-lm, task-seq2seq, task-relation, task-tree 0 Discourse-Aware Semantic Self-Attention for Narrative Reading Comprehension Todor Mihaylov, Anette Frank https://www.aclweb.org/anthology/D19-1257.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-glove, struct-crf, loss-cca, task-seqlab, task-condlm, task-seq2seq, task-relation 0 Partners in Crime: Multi-view Sequential Inference for Movie Understanding Nikos Papasarantopoulos, Lea Frermann, Mirella Lapata, Shay B. Cohen https://www.aclweb.org/anthology/D19-1212.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-att, arch-selfatt, arch-transformer, task-seq2seq 1 Transformer Dissection: An Unified Understanding for Transformer’s Attention via the Lens of Kernel Yao-Hung Hubert Tsai, Shaojie Bai, Makoto Yamada, Louis-Philippe Morency, Ruslan Salakhutdinov https://www.aclweb.org/anthology/D19-1443.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Dive into Deep Learning for Natural Language Processing Haibin Lin, Xingjian Shi, Leonard Lausen, Aston Zhang, He He, Sheng Zha, Alexander Smola https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-rnn, arch-lstm, arch-gru, arch-gating, arch-coverage, arch-transformer, pre-glove, adv-train, latent-vae, task-seq2seq, task-tree 6 An End-to-End Generative Architecture for Paraphrase Generation Qian Yang, Zhouyuan Huo, Dinghan Shen, Yong Cheng, Wenlin Wang, Guoyin Wang, Lawrence Carin https://www.aclweb.org/anthology/D19-1309.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-bilinear, arch-coverage, task-lm, task-relation 0 Towards Zero-shot Language Modeling Edoardo Maria Ponti, Ivan Vulić, Ryan Cotterell, Roi Reichart, Anna Korhonen https://www.aclweb.org/anthology/D19-1288.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, train-augment, arch-rnn, arch-cnn, arch-att, comb-ensemble, pre-word2vec, pre-skipthought, pre-bert, task-textclass, task-textpair, task-seq2seq 0 Text Emotion Distribution Learning from Small Sample: A Meta-Learning Approach Zhenjie Zhao, Xiaojuan Ma https://www.aclweb.org/anthology/D19-1408.pdf
2019 EMNLP # arch-rnn, arch-cnn, pre-glove 0 Learning to Bootstrap for Entity Set Expansion Lingyong Yan, Xianpei Han, Le Sun, Ben He https://www.aclweb.org/anthology/D19-1028.pdf
2019 EMNLP # train-transfer, arch-rnn, arch-att, comb-ensemble, pre-bert, task-extractive, task-lm, task-cloze 0 AMPERSAND: Argument Mining for PERSuAsive oNline Discussions Tuhin Chakrabarty, Christopher Hidey, Smaranda Muresan, Kathy McKeown, Alyssa Hwang https://www.aclweb.org/anthology/D19-1291.pdf
2019 EMNLP # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-transformer, task-seq2seq, task-tree 0 Asking Clarification Questions in Knowledge-Based Question Answering Jingjing Xu, Yuechen Wang, Duyu Tang, Nan Duan, Pengcheng Yang, Qi Zeng, Ming Zhou, Xu Sun https://www.aclweb.org/anthology/D19-1172.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, norm-gradient, train-transfer, pool-max, pool-mean, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, search-viterbi, pre-glove, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq 0 CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding Yijin Liu, Fandong Meng, Jinchao Zhang, Jie Zhou, Yufeng Chen, Jinan Xu https://www.aclweb.org/anthology/D19-1097.pdf
2019 EMNLP # pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, pre-bert, loss-triplet 0 Improving Answer Selection and Answer Triggering using Hard Negatives Sawan Kumar, Shweta Garg, Kartik Mehta, Nikhil Rasiwasia https://www.aclweb.org/anthology/D19-1604.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-coverage, pre-glove, pre-bert, struct-crf, task-textclass 0 Detecting Causal Language Use in Science Findings Bei Yu, Yingya Li, Jun Wang https://www.aclweb.org/anthology/D19-1473.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-coverage, pre-glove, pre-bert, task-textpair, task-spanlab, task-seq2seq 1 Better Rewards Yield Better Summaries: Learning to Summarise Without References Florian Böhm, Yang Gao, Christian M. Meyer, Ori Shapira, Ido Dagan, Iryna Gurevych https://www.aclweb.org/anthology/D19-1307.pdf
2019 EMNLP # arch-rnn, arch-lstm, pre-glove, task-relation 0 ABSApp: A Portable Weakly-Supervised Aspect-Based Sentiment Extraction System Oren Pereg, Daniel Korat, Moshe Wasserblat, Jonathan Mamou, Ido Dagan https://www.aclweb.org/anthology/D19-3001.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-gru, latent-vae, latent-topic, task-seq2seq 0 Variational Hierarchical User-based Conversation Model JinYeong Bak, Alice Oh https://www.aclweb.org/anthology/D19-1202.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Data Collection and End-to-End Learning for Conversational AI Tsung-Hsien Wen, Pei-Hao Su, Paweł Budzianowski, Iñigo Casanueva, Ivan Vulić https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-bert, task-textpair, task-lm 0 Original Semantics-Oriented Attention and Deep Fusion Network for Sentence Matching Mingtong Liu, Yujie Zhang, Jinan Xu, Yufeng Chen https://www.aclweb.org/anthology/D19-1267.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, arch-rnn, arch-lstm, arch-att, arch-copy, comb-ensemble, pre-glove, latent-vae, task-relation, task-tree, task-graph, task-lexicon 0 Semantic graph parsing with recurrent neural network DAG grammars Federico Fancellu, Sorcha Gilroy, Adam Lopez, Mirella Lapata https://www.aclweb.org/anthology/D19-1278.pdf
2019 EMNLP # optim-adam, optim-adagrad, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-bilinear, arch-coverage, search-beam, task-extractive, task-seq2seq 0 How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing Shen Gao, Xiuying Chen, Piji Li, Zhangming Chan, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1388.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-cnn, arch-att, comb-ensemble, pre-bert, task-textpair, task-seqlab, task-lm 0 IFlyLegal: A Chinese Legal System for Consultation, Law Searching, and Document Analysis Ziyue Wang, Baoxin Wang, Xingyi Duan, Dayong Wu, Shijin Wang, Guoping Hu, Ting Liu https://www.aclweb.org/anthology/D19-3017.pdf
2019 EMNLP # optim-adam, train-mtl, train-active, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-elmo, pre-bert, latent-vae, task-textclass, task-lm, task-seq2seq 19 EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason Wei, Kai Zou https://www.aclweb.org/anthology/D19-1670.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-decay, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, latent-vae, latent-topic, loss-svd, task-lm, task-seq2seq 0 Adaptive Parameterization for Neural Dialogue Generation Hengyi Cai, Hongshen Chen, Cheng Zhang, Yonghao Song, Xiaofang Zhao, Dawei Yin https://www.aclweb.org/anthology/D19-1188.pdf
2019 EMNLP # arch-rnn, arch-coverage, task-seqlab, task-tree 0 Entity resolution for noisy ASR transcripts Arushi Raghuvanshi, Vijay Ramakrishnan, Varsha Embar, Lucien Carroll, Karthik Raghunathan https://www.aclweb.org/anthology/D19-3011.pdf
2019 EMNLP # train-mll, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq, task-tree 0 Towards Understanding Neural Machine Translation with Word Importance Shilin He, Zhaopeng Tu, Xing Wang, Longyue Wang, Michael Lyu, Shuming Shi https://www.aclweb.org/anthology/D19-1088.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, search-beam, nondif-reinforce, task-lm, task-condlm 1 Improving Generative Visual Dialog by Answering Diverse Questions Vishvak Murahari, Prithvijit Chattopadhyay, Dhruv Batra, Devi Parikh, Abhishek Das https://www.aclweb.org/anthology/D19-1152.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-memo, adv-train 0 Domain Adaptation for Person-Job Fit with Transferable Deep Global Match Network Shuqing Bian, Wayne Xin Zhao, Yang Song, Tao Zhang, Ji-Rong Wen https://www.aclweb.org/anthology/D19-1487.pdf
2019 EMNLP # reg-stopping, train-mtl, train-active, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-viterbi, pre-glove, pre-elmo, pre-bert, struct-hmm, struct-crf, task-seqlab, task-lm, task-seq2seq 0 Similarity Based Auxiliary Classifier for Named Entity Recognition Shiyuan Xiao, Yuanxin Ouyang, Wenge Rong, Jianxin Yang, Zhang Xiong https://www.aclweb.org/anthology/D19-1105.pdf
2019 EMNLP # optim-adam, init-glorot, arch-rnn, arch-gru, arch-att, pre-word2vec, pre-elmo, task-condlm 2 Integrating Text and Image: Determining Multimodal Document Intent in Instagram Posts Julia Kruk, Jonah Lubin, Karan Sikka, Xiao Lin, Dan Jurafsky, Ajay Divakaran https://www.aclweb.org/anthology/D19-1469.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, arch-transformer, pre-glove, task-textclass, task-seq2seq 0 Robust Text Classifier on Test-Time Budgets Md Rizwan Parvez, Tolga Bolukbasi, Kai-Wei Chang, Venkatesh Saligrama https://www.aclweb.org/anthology/D19-1108.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-patience, arch-rnn, arch-att, arch-selfatt, pre-bert, task-spanlab, task-lm 2 Answering Complex Open-domain Questions Through Iterative Query Generation Peng Qi, Xiaowen Lin, Leo Mehr, Zijian Wang, Christopher D. Manning https://www.aclweb.org/anthology/D19-1261.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, pre-glove, task-textpair 0 Modeling the Relationship between User Comments and Edits in Document Revision Xuchao Zhang, Dheeraj Rajagopal, Michael Gamon, Sujay Kumar Jauhar, ChangTien Lu https://www.aclweb.org/anthology/D19-1505.pdf
2019 EMNLP # optim-adam, train-mll, arch-rnn, arch-lstm, arch-bilstm, pre-glove, pre-bert, loss-cca, task-seq2seq 0 Dialog Intent Induction with Deep Multi-View Clustering Hugh Perkins, Yi Yang https://www.aclweb.org/anthology/D19-1413.pdf
2019 EMNLP # arch-rnn, arch-att, task-seqlab, task-seq2seq, task-alignment 0 Revisit Automatic Error Detection for Wrong and Missing Translation – A Supervised Approach Wenqiang Lei, Weiwen Xu, Ai Ti Aw, Yuanxin Xiang, Tat Seng Chua https://www.aclweb.org/anthology/D19-1087.pdf
2019 EMNLP # optim-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-word2vec, task-textclass, task-lm 0 Label-Specific Document Representation for Multi-Label Text Classification Lin Xiao, Xin Huang, Boli Chen, Liping Jing https://www.aclweb.org/anthology/D19-1044.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-treelstm, arch-cnn, arch-att, arch-selfatt, arch-subword, pre-glove, task-textclass, task-seq2seq 0 Investigating Dynamic Routing in Tree-Structured LSTM for Sentiment Analysis Jin Wang, Liang-Chih Yu, K. Robert Lai, Xuejie Zhang https://www.aclweb.org/anthology/D19-1343.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, search-viterbi, pre-word2vec, pre-skipthought, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation 0 Learning to Infer Entities, Properties and their Relations from Clinical Conversations Nan Du, Mingqiu Wang, Linh Tran, Gang Lee, Izhak Shafran https://www.aclweb.org/anthology/D19-1503.pdf
2019 EMNLP # train-mll, arch-rnn, arch-lstm, arch-att, arch-coverage, comb-ensemble, pre-word2vec, pre-bert, latent-topic, task-textclass, task-textpair 0 Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach Wenpeng Yin, Jamaal Hay, Dan Roth https://www.aclweb.org/anthology/D19-1404.pdf
2019 EMNLP # optim-adam, optim-adagrad, norm-layer, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, search-beam, pre-glove, pre-paravec, adv-train, latent-topic, task-textpair, task-extractive, task-spanlab, task-lm, task-condlm, task-seq2seq 0 Topic-Guided Coherence Modeling for Sentence Ordering by Preserving Global and Local Information Byungkook Oh, Seungmin Seo, Cheolheon Shin, Eunju Jo, Kyong-Ho Lee https://www.aclweb.org/anthology/D19-1232.pdf
2019 EMNLP # arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, task-seq2seq 0 Multi-agent Learning for Neural Machine Translation Tianchi Bi, Hao Xiong, Zhongjun He, Hua Wu, Haifeng Wang https://www.aclweb.org/anthology/D19-1079.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-copy, arch-coverage, comb-ensemble, pre-glove, pre-elmo, pre-bert, latent-vae, task-seq2seq, task-tree 0 Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks Igor Shalyminov, Sungjin Lee, Arash Eshghi, Oliver Lemon https://www.aclweb.org/anthology/D19-1183.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, norm-layer, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, search-beam, task-seq2seq, task-alignment 0 Contrastive Attention Mechanism for Abstractive Sentence Summarization Xiangyu Duan, Hongfei Yu, Mingming Yin, Min Zhang, Weihua Luo, Yue Zhang https://www.aclweb.org/anthology/D19-1301.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, reg-decay, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-att, pre-fasttext, pre-glove, task-textclass 0 Text Level Graph Neural Network for Text Classification Lianzhe Huang, Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang https://www.aclweb.org/anthology/D19-1345.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, task-condlm, task-seq2seq 0 Compositional Generalization for Primitive Substitutions Yuanpeng Li, Liang Zhao, Jianyu Wang, Joel Hestness https://www.aclweb.org/anthology/D19-1438.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-stopping, train-mll, train-transfer, activ-tanh, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, comb-ensemble, pre-word2vec, adv-train, loss-svd, task-seqlab, task-seq2seq, task-relation, task-alignment 0 Neural Cross-Lingual Relation Extraction Based on Bilingual Word Embedding Mapping Jian Ni, Radu Florian https://www.aclweb.org/anthology/D19-1038.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, loss-cca, task-lm, task-seq2seq, task-cloze 1 The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives Elena Voita, Rico Sennrich, Ivan Titov https://www.aclweb.org/anthology/D19-1448.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-spanlab, task-lm, task-seq2seq, task-cloze 0 Learning with Limited Data for Multilingual Reading Comprehension Kyungjae Lee, Sunghyun Park, Hojae Han, Jinyoung Yeo, Seung-won Hwang, Juho Lee https://www.aclweb.org/anthology/D19-1283.pdf
2019 EMNLP # optim-adam, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-att, arch-coverage, arch-subword, nondif-reinforce, latent-vae, task-extractive, task-condlm, task-seq2seq 0 Select and Attend: Towards Controllable Content Selection in Text Generation Xiaoyu Shen, Jun Suzuki, Kentaro Inui, Hui Su, Dietrich Klakow, Satoshi Sekine https://www.aclweb.org/anthology/D19-1054.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, arch-memo, arch-coverage, arch-transformer, task-lm, task-condlm, task-seq2seq 0 Generating Classical Chinese Poems from Vernacular Chinese Zhichao Yang, Pengshan Cai, Yansong Feng, Fei Li, Weijiang Feng, Elena Suet-Ying Chiu, Hong Yu https://www.aclweb.org/anthology/D19-1637.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Discreteness in Neural Natural Language Processing Lili Mou, Hao Zhou, Lei Li https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, train-mtl, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-greedy, search-beam, latent-vae, task-seqlab, task-lm, task-seq2seq, task-tree 0 Latent Part-of-Speech Sequences for Neural Machine Translation Xuewen Yang, Yingru Liu, Dongliang Xie, Xin Wang, Niranjan Balasubramanian https://www.aclweb.org/anthology/D19-1072.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, norm-layer, arch-rnn, arch-cnn, arch-att, arch-selfatt, task-textpair, task-condlm 0 DEBUG: A Dense Bottom-Up Grounding Approach for Natural Language Video Localization Chujie Lu, Long Chen, Chilie Tan, Xiaolin Li, Jun Xiao https://www.aclweb.org/anthology/D19-1518.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 49 bib (full) https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, search-beam, adv-train, task-lm, task-condlm, task-seq2seq, task-relation 0 Stick to the Facts: Learning towards a Fidelity-oriented E-Commerce Product Description Generation Zhangming Chan, Xiuying Chen, Yongliang Wang, Juntao Li, Zhiqiang Zhang, Kun Gai, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1501.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-rnn, pre-bert 0 PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking Matthew Henderson, Ivan Vulić, Iñigo Casanueva, Paweł Budzianowski, Daniela Gerz, Sam Coope, Georgios Spithourakis, Tsung-Hsien Wen, Nikola Mrkšić, Pei-Hao Su https://www.aclweb.org/anthology/D19-3031.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Processing and Understanding Mixed Language Data Monojit Choudhury, Anirudh Srinivasan, Sandipan Dandapat https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer 1 UR-FUNNY: A Multimodal Language Dataset for Understanding Humor Md Kamrul Hasan, Wasifur Rahman, AmirAli Bagher Zadeh, Jianyuan Zhong, Md Iftekhar Tanveer, Louis-Philippe Morency, Mohammed (Ehsan) Hoque https://www.aclweb.org/anthology/D19-1211.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-att, adv-examp, adv-train, task-condlm, task-seq2seq 8 Attention is not not Explanation Sarah Wiegreffe, Yuval Pinter https://www.aclweb.org/anthology/D19-1002.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, task-seq2seq 1 Controlling Text Complexity in Neural Machine Translation Sweta Agrawal, Marine Carpuat https://www.aclweb.org/anthology/D19-1166.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-gru, arch-att, arch-bilinear, adv-examp, task-lm, task-condlm, task-seq2seq 0 TIGEr: Text-to-Image Grounding for Image Caption Evaluation Ming Jiang, Qiuyuan Huang, Lei Zhang, Xin Wang, Pengchuan Zhang, Zhe Gan, Jana Diesner, Jianfeng Gao https://www.aclweb.org/anthology/D19-1220.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, nondif-gumbelsoftmax, loss-svd, task-lm, task-seq2seq 0 MulCode: A Multiplicative Multi-way Model for Compressing Neural Language Model Yukun Ma, Patrick H. Chen, Cho-Jui Hsieh https://www.aclweb.org/anthology/D19-1529.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, search-beam, adv-train, task-seq2seq 0 Towards Controllable and Personalized Review Generation Pan Li, Alexander Tuzhilin https://www.aclweb.org/anthology/D19-1319.pdf
2019 EMNLP # optim-adam, optim-adadelta, optim-projection, reg-dropout, train-augment, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-transformer, search-greedy, search-beam, pre-elmo, pre-bert, nondif-reinforce, task-textpair, task-seqlab, task-spanlab, task-lm, task-condlm, task-seq2seq 0 Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering Shiyue Zhang, Mohit Bansal https://www.aclweb.org/anthology/D19-1253.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, pre-glove, pre-bert, nondif-reinforce, task-textclass, task-seq2seq, task-relation, task-tree 0 A Split-and-Recombine Approach for Follow-up Query Analysis Qian Liu, Bei Chen, Haoyan Liu, Jian-Guang Lou, Lei Fang, Bin Zhou, Dongmei Zhang https://www.aclweb.org/anthology/D19-1535.pdf
2019 EMNLP # arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seq2seq, task-relation, task-graph 0 Self-Attention with Structural Position Representations Xing Wang, Zhaopeng Tu, Longyue Wang, Shuming Shi https://www.aclweb.org/anthology/D19-1145.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-patience, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-att, arch-selfatt, struct-crf, task-lm, task-seq2seq 0 CASA-NLU: Context-Aware Self-Attentive Natural Language Understanding for Task-Oriented Chatbots Arshit Gupta, Peng Zhang, Garima Lalwani, Mona Diab https://www.aclweb.org/anthology/D19-1127.pdf
2019 EMNLP # optim-adam, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, pre-word2vec, task-alignment 0 Multi-hop Selector Network for Multi-turn Response Selection in Retrieval-based Chatbots Chunyuan Yuan, Wei Zhou, Mingming Li, Shangwen Lv, Fuqing Zhu, Jizhong Han, Songlin Hu https://www.aclweb.org/anthology/D19-1011.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-copy, task-seq2seq 0 Task-Oriented Conversation Generation Using Heterogeneous Memory Networks Zehao Lin, Xinjing Huang, Feng Ji, Haiqing Chen, Yin Zhang https://www.aclweb.org/anthology/D19-1463.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, norm-batch, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, pre-glove, task-textclass, task-seq2seq 0 Sequential Learning of Convolutional Features for Effective Text Classification Avinash Madasu, Vijjini Anvesh Rao https://www.aclweb.org/anthology/D19-1567.pdf
2019 EMNLP # optim-adadelta, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, task-relation 0 Event Detection with Multi-Order Graph Convolution and Aggregated Attention Haoran Yan, Xiaolong Jin, Xiangbin Meng, Jiafeng Guo, Xueqi Cheng https://www.aclweb.org/anthology/D19-1582.pdf
2019 EMNLP # optim-adagrad, arch-rnn, arch-lstm, arch-att, pre-glove, struct-crf, loss-nce, task-lm, task-seq2seq 0 Linguistic Versus Latent Relations for Modeling Coherent Flow in Paragraphs Dongyeop Kang, Eduard Hovy https://www.aclweb.org/anthology/D19-1589.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, task-seq2seq 1 On NMT Search Errors and Model Errors: Cat Got Your Tongue? Felix Stahlberg, Bill Byrne https://www.aclweb.org/anthology/D19-1331.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage 0 Charge-Based Prison Term Prediction with Deep Gating Network Huajie Chen, Deng Cai, Wei Dai, Zehui Dai, Yadong Ding https://www.aclweb.org/anthology/D19-1667.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, comb-ensemble, pre-bert, adv-examp, latent-vae, task-textclass, task-lm, task-seq2seq, task-relation 0 Latent-Variable Generative Models for Data-Efficient Text Classification Xiaoan Ding, Kevin Gimpel https://www.aclweb.org/anthology/D19-1048.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-sgd, optim-adam, init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-copy, search-beam, pre-glove, task-spanlab, task-seq2seq 0 Improving Question Generation With to the Point Context Jingjing Li, Yifan Gao, Lidong Bing, Irwin King, Michael R. Lyu https://www.aclweb.org/anthology/D19-1317.pdf
2019 EMNLP # arch-rnn, arch-lstm, search-beam, task-lm 0 Representation of Constituents in Neural Language Models: Coordination Phrase as a Case Study Aixiu An, Peng Qian, Ethan Wilcox, Roger Levy https://www.aclweb.org/anthology/D19-1287.pdf
2019 EMNLP # optim-adam, reg-decay, arch-rnn, arch-gru, arch-att, pre-glove, task-seq2seq 0 Who Is Speaking to Whom? Learning to Identify Utterance Addressee in Multi-Party Conversations Ran Le, Wenpeng Hu, Mingyue Shang, Zhenjun You, Lidong Bing, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1199.pdf
2019 EMNLP # optim-adadelta, reg-dropout, reg-stopping, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-subword, pre-glove, latent-topic, task-textclass, task-lm, task-seq2seq 0 Rethinking Attribute Representation and Injection for Sentiment Classification Reinald Kim Amplayo https://www.aclweb.org/anthology/D19-1562.pdf
2019 EMNLP # optim-adadelta, reg-stopping, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-bert, task-textclass, task-seq2seq 0 Enhancing Local Feature Extraction with Global Representation for Neural Text Classification Guocheng Niu, Hengru Xu, Bolei He, Xinyan Xiao, Hua Wu, Sheng Gao https://www.aclweb.org/anthology/D19-1047.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, task-textclass, task-lm, task-seq2seq 0 uniblock: Scoring and Filtering Corpus with Unicode Block Information Yingbo Gao, Weiyue Wang, Hermann Ney https://www.aclweb.org/anthology/D19-1133.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, adv-train, task-lm, task-condlm, task-seq2seq 0 ARAML: A Stable Adversarial Training Framework for Text Generation Pei Ke, Fei Huang, Minlie Huang, Xiaoyan Zhu https://www.aclweb.org/anthology/D19-1436.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-viterbi, struct-crf 0 Event Detection with Trigger-Aware Lattice Neural Network Ning Ding, Ziran Li, Zhiyuan Liu, Haitao Zheng, Zibo Lin https://www.aclweb.org/anthology/D19-1033.pdf
2019 EMNLP # optim-adam, train-mtl, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, task-lm, task-seq2seq 0 Harnessing Pre-Trained Neural Networks with Rules for Formality Style Transfer Yunli Wang, Yu Wu, Lili Mou, Zhoujun Li, Wenhan Chao https://www.aclweb.org/anthology/D19-1365.pdf
2019 EMNLP # reg-dropout, reg-decay, reg-labelsmooth, train-mll, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, pre-bert, task-textclass, task-lm, task-seq2seq 2 MultiFiT: Efficient Multi-lingual Language Model Fine-tuning Julian Eisenschlos, Sebastian Ruder, Piotr Czapla, Marcin Kadras, Sylvain Gugger, Jeremy Howard https://www.aclweb.org/anthology/D19-1572.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, reg-patience, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-transformer, pre-glove 0 Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs Fenia Christopoulou, Makoto Miwa, Sophia Ananiadou https://www.aclweb.org/anthology/D19-1498.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, nondif-reinforce 0 Learning Dynamic Context Augmentation for Global Entity Linking Xiyuan Yang, Xiaotao Gu, Sheng Lin, Siliang Tang, Yueting Zhuang, Fei Wu, Zhigang Chen, Guoping Hu, Xiang Ren https://www.aclweb.org/anthology/D19-1026.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, task-textclass, task-seq2seq 0 Enhancing Context Modeling with a Query-Guided Capsule Network for Document-level Translation Zhengxin Yang, Jinchao Zhang, Fandong Meng, Shuhao Gu, Yang Feng, Jie Zhou https://www.aclweb.org/anthology/D19-1164.pdf
2019 EMNLP # arch-rnn, arch-att, search-beam, latent-vae, task-extractive, task-lm, task-seq2seq 1 BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle Peter West, Ari Holtzman, Jan Buys, Yejin Choi https://www.aclweb.org/anthology/D19-1389.pdf
2019 EMNLP # optim-adam, init-glorot, norm-gradient, pool-mean, arch-rnn, arch-gru, arch-att, arch-coverage, search-beam, adv-train, latent-vae, task-seq2seq 0 Long and Diverse Text Generation with Planning-based Hierarchical Variational Model Zhihong Shao, Minlie Huang, Jiangtao Wen, Wenfei Xu, Xiaoyan Zhu https://www.aclweb.org/anthology/D19-1321.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, train-transfer, arch-rnn, arch-lstm, search-beam, pre-bert, task-lm, task-seq2seq, task-relation 0 Text Genre and Training Data Size in Human-like Parsing John Hale, Adhiguna Kuncoro, Keith Hall, Chris Dyer, Jonathan Brennan https://www.aclweb.org/anthology/D19-1594.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-word2vec, task-textclass 0 Using Clinical Notes with Time Series Data for ICU Management Swaraj Khadanga, Karan Aggarwal, Shafiq Joty, Jaideep Srivastava https://www.aclweb.org/anthology/D19-1678.pdf
2019 EMNLP # reg-dropout, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-fasttext 0 Uncover Sexual Harassment Patterns from Personal Stories by Joint Key Element Extraction and Categorization Yingchi Liu, Quanzhi Li, Marika Cifor, Xiaozhong Liu, Qiong Zhang, Luo Si https://www.aclweb.org/anthology/D19-1237.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-norm, pool-max, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, task-textclass, task-seq2seq 1 Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification Chunning Du, Haifeng Sun, Jingyu Wang, Qi Qi, Jianxin Liao, Tong Xu, Ming Liu https://www.aclweb.org/anthology/D19-1551.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-copy, pre-bert, task-seqlab, task-seq2seq 0 Improving Open-Domain Dialogue Systems via Multi-Turn Incomplete Utterance Restoration Zhufeng Pan, Kun Bai, Yan Wang, Lianqiang Zhou, Xiaojiang Liu https://www.aclweb.org/anthology/D19-1191.pdf
2019 EMNLP # optim-sgd, arch-rnn, arch-att, arch-coverage, struct-hmm, task-tree 0 EUSP: An Easy-to-Use Semantic Parsing PlatForm Bo An, Chen Bo, Xianpei Han, Le Sun https://www.aclweb.org/anthology/D19-3012.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, pre-fasttext, pre-glove, pre-elmo, pre-bert, loss-nce, task-textclass, task-textpair, task-lm, task-cloze 0 Multi-label Categorization of Accounts of Sexism using a Neural Framework Pulkit Parikh, Harika Abburi, Pinkesh Badjatiya, Radhika Krishnan, Niyati Chhaya, Manish Gupta, Vasudeva Varma https://www.aclweb.org/anthology/D19-1174.pdf
2019 EMNLP # optim-adam, init-glorot, pool-max, arch-rnn, arch-lstm, arch-gru, arch-gcnn, arch-cnn, arch-att, arch-memo, pre-glove 1 DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation Deepanway Ghosal, Navonil Majumder, Soujanya Poria, Niyati Chhaya, Alexander Gelbukh https://www.aclweb.org/anthology/D19-1015.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seq2seq, task-relation 0 Recurrent Positional Embedding for Neural Machine Translation Kehai Chen, Rui Wang, Masao Utiyama, Eiichiro Sumita https://www.aclweb.org/anthology/D19-1139.pdf
2019 EMNLP # optim-adam, reg-stopping, reg-patience, reg-labelsmooth, train-mll, arch-rnn, arch-att, arch-selfatt, arch-residual, arch-copy, arch-coverage, arch-subword, arch-transformer, comb-ensemble, search-beam, task-seqlab, task-seq2seq 0 Deep Copycat Networks for Text-to-Text Generation Julia Ive, Pranava Madhyastha, Lucia Specia https://www.aclweb.org/anthology/D19-1318.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, arch-att, arch-residual, arch-coverage, pre-glove, task-textpair, task-lm, task-relation, task-tree 0 Incorporating Contextual and Syntactic Structures Improves Semantic Similarity Modeling Linqing Liu, Wei Yang, Jinfeng Rao, Raphael Tang, Jimmy Lin https://www.aclweb.org/anthology/D19-1114.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq, meta-arch 1 RNN Architecture Learning with Sparse Regularization Jesse Dodge, Roy Schwartz, Hao Peng, Noah A. Smith https://www.aclweb.org/anthology/D19-1110.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, pre-glove, task-condlm, task-seq2seq, task-relation 0 Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks Chen Zhang, Qiuchi Li, Dawei Song https://www.aclweb.org/anthology/D19-1464.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-att, pre-glove, pre-skipthought, pre-elmo, pre-use, adv-train, task-textpair, task-seqlab, task-lm, task-seq2seq 0 IMaT: Unsupervised Text Attribute Transfer via Iterative Matching and Translation Zhijing Jin, Di Jin, Jonas Mueller, Nicholas Matthews, Enrico Santus https://www.aclweb.org/anthology/D19-1306.pdf
2019 EMNLP # optim-adam, optim-projection, reg-norm, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-word2vec, task-textclass, task-seq2seq 1 Investigating Capsule Network and Semantic Feature on Hyperplanes for Text Classification Chunning Du, Haifeng Sun, Jingyu Wang, Qi Qi, Jianxin Liao, Chun Wang, Bing Ma https://www.aclweb.org/anthology/D19-1043.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, comb-ensemble, adv-feat, adv-train, task-lm, task-seq2seq 0 Pushing the Limits of Low-Resource Morphological Inflection Antonios Anastasopoulos, Graham Neubig https://www.aclweb.org/anthology/D19-1091.pdf
2019 EMNLP # optim-adagrad, arch-rnn, arch-lstm, arch-att, arch-copy, pre-bert, nondif-reinforce, task-extractive, task-spanlab, task-lm, task-condlm, task-seq2seq 1 Answers Unite! Unsupervised Metrics for Reinforced Summarization Models Thomas Scialom, Sylvain Lamprier, Benjamin Piwowarski, Jacopo Staiano https://www.aclweb.org/anthology/D19-1320.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, latent-vae, task-textclass, task-textpair, task-spanlab, task-lm 0 Quick and (not so) Dirty: Unsupervised Selection of Justification Sentences for Multi-hop Question Answering Vikas Yadav, Steven Bethard, Mihai Surdeanu https://www.aclweb.org/anthology/D19-1260.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-bert 1 A deep-learning framework to detect sarcasm targets Jasabanta Patro, Srijan Bansal, Animesh Mukherjee https://www.aclweb.org/anthology/D19-1663.pdf
2019 EMNLP # optim-adam, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-gating, pre-glove, adv-train, task-textpair, task-spanlab, meta-arch 3 Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning Yichen Jiang, Mohit Bansal https://www.aclweb.org/anthology/D19-1455.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-att, pre-glove, task-seq2seq 0 Deep Reinforcement Learning-based Text Anonymization against Private-Attribute Inference Ahmadreza Mosallanezhad, Ghazaleh Beigi, Huan Liu https://www.aclweb.org/anthology/D19-1240.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-transfer, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-word2vec, pre-bert, task-seq2seq, task-relation, task-tree 0 Leveraging Dependency Forest for Neural Medical Relation Extraction Linfeng Song, Yue Zhang, Daniel Gildea, Mo Yu, Zhiguo Wang, Jinsong Su https://www.aclweb.org/anthology/D19-1020.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-att, task-seq2seq 0 An Empirical Comparison on Imitation Learning and Reinforcement Learning for Paraphrase Generation Wanyu Du, Yangfeng Ji https://www.aclweb.org/anthology/D19-1619.pdf
2019 EMNLP # optim-adam, reg-decay, norm-gradient, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, nondif-reinforce, task-extractive, task-spanlab, task-condlm, task-seq2seq 0 Reading Like HER: Human Reading Inspired Extractive Summarization Ling Luo, Xiang Ao, Yan Song, Feiyang Pan, Min Yang, Qing He https://www.aclweb.org/anthology/D19-1300.pdf
2019 EMNLP # optim-adadelta, arch-rnn, arch-lstm, arch-att, arch-copy, task-textclass, task-seq2seq 0 SoftRegex: Generating Regex from Natural Language Descriptions using Softened Regex Equivalence Jun-U Park, Sang-Ki Ko, Marco Cognetta, Yo-Sub Han https://www.aclweb.org/anthology/D19-1677.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-rnn, arch-gru, arch-cnn, arch-att, arch-selfatt, search-beam, task-spanlab, task-lm, task-seq2seq 1 Read, Attend and Comment: A Deep Architecture for Automatic News Comment Generation Ze Yang, Can Xu, Wei Wu, Zhoujun Li https://www.aclweb.org/anthology/D19-1512.pdf
2019 EMNLP # optim-adam, optim-projection, arch-rnn, arch-gru, arch-cnn, arch-att, arch-memo, arch-copy, task-spanlab, task-seq2seq 0 DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs Yi-Lin Tuan, Yun-Nung Chen, Hung-yi Lee https://www.aclweb.org/anthology/D19-1194.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-adagrad, optim-projection, reg-dropout, train-mll, arch-rnn, arch-cnn, arch-bilinear, arch-subword, pre-fasttext, pre-glove, task-textclass, task-lm, task-lexicon 0 Cross-lingual Semantic Specialization via Lexical Relation Induction Edoardo Maria Ponti, Ivan Vulić, Goran Glavaš, Roi Reichart, Anna Korhonen https://www.aclweb.org/anthology/D19-1226.pdf
2019 EMNLP # optim-projection, train-mll, arch-rnn, arch-cnn, arch-att, arch-transformer, task-condlm, task-seq2seq 0 Multilingual, Multi-scale and Multi-layer Visualization of Intermediate Representations Carlos Escolano, Marta R. Costa-jussà, Elora Lacroux, Pere-Pau Vázquez https://www.aclweb.org/anthology/D19-3026.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-coverage, search-beam, task-extractive, task-condlm, task-seq2seq 0 Set to Ordered Text: Generating Discharge Instructions from Medical Billing Codes Litton J Kurisinkel, Nancy Chen https://www.aclweb.org/anthology/D19-1638.pdf
2019 EMNLP # optim-sgd, optim-adam, norm-gradient, pool-max, arch-rnn, arch-gru, arch-att, arch-memo, search-beam, pre-glove, latent-vae, task-lm, task-seq2seq 0 Hierarchy Response Learning for Neural Conversation Generation Bo Zhang, Xiaoming Zhang https://www.aclweb.org/anthology/D19-1186.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, pool-max, arch-rnn, arch-cnn, arch-att, pre-bert, task-textclass, task-seq2seq 0 HMEAE: Hierarchical Modular Event Argument Extraction Xiaozhi Wang, Ziqi Wang, Xu Han, Zhiyuan Liu, Juanzi Li, Peng Li, Maosong Sun, Jie Zhou, Xiang Ren https://www.aclweb.org/anthology/D19-1584.pdf
2019 EMNLP # optim-adam, norm-batch, pool-mean, arch-rnn, arch-cnn 0 Honkling: In-Browser Personalization for Ubiquitous Keyword Spotting Jaejun Lee, Raphael Tang, Jimmy Lin https://www.aclweb.org/anthology/D19-3016.pdf
2019 EMNLP # optim-adam, train-mtl, arch-rnn, arch-gru, arch-att, arch-coverage, arch-subword, task-condlm, task-seq2seq 0 Keeping Consistency of Sentence Generation and Document Classification with Multi-Task Learning Toru Nishino, Shotaro Misawa, Ryuji Kano, Tomoki Taniguchi, Yasuhide Miura, Tomoko Ohkuma https://www.aclweb.org/anthology/D19-1315.pdf
2019 EMNLP # optim-adam, pool-max, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, nondif-minrisk, nondif-reinforce, task-extractive, task-lm, task-seq2seq 0 Clickbait? Sensational Headline Generation with Auto-tuned Reinforcement Learning Peng Xu, Chien-Sheng Wu, Andrea Madotto, Pascale Fung https://www.aclweb.org/anthology/D19-1303.pdf
2019 EMNLP # optim-adam, norm-layer, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-transformer, pre-glove, pre-bert, latent-topic, task-lm, task-seq2seq 1 Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations Peixiang Zhong, Di Wang, Chunyan Miao https://www.aclweb.org/anthology/D19-1016.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, train-augment, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-transformer, pre-bert, pre-use, task-textpair, task-lm, task-seq2seq, task-relation 0 Keep Calm and Switch On! Preserving Sentiment and Fluency in Semantic Text Exchange Steven Y. Feng, Aaron W. Li, Jesse Hoey https://www.aclweb.org/anthology/D19-1272.pdf
2019 EMNLP # init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, pre-bert 0 Joint Event and Temporal Relation Extraction with Shared Representations and Structured Prediction Rujun Han, Qiang Ning, Nanyun Peng https://www.aclweb.org/anthology/D19-1041.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-beam, latent-vae, task-seq2seq, task-relation, task-tree, task-graph 0 Core Semantic First: A Top-down Approach for AMR Parsing Deng Cai, Wai Lam https://www.aclweb.org/anthology/D19-1393.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, task-lm, task-seq2seq 0 Controlling Sequence-to-Sequence Models - A Demonstration on Neural-based Acrostic Generator Liang-Hsin Shen, Pei-Lun Tai, Chao-Chung Wu, Shou-De Lin https://www.aclweb.org/anthology/D19-3008.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-att, arch-coverage, comb-ensemble, pre-bert, task-extractive, task-seq2seq 0 Earlier Isn’t Always Better: Sub-aspect Analysis on Corpus and System Biases in Summarization Taehee Jung, Dongyeop Kang, Lucas Mentch, Eduard Hovy https://www.aclweb.org/anthology/D19-1327.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, pre-glove, pre-bert, task-seq2seq, task-graph 0 Enhancing AMR-to-Text Generation with Dual Graph Representations Leonardo F. R. Ribeiro, Claire Gardent, Iryna Gurevych https://www.aclweb.org/anthology/D19-1314.pdf
2019 EMNLP # optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, arch-coverage, search-beam, nondif-reinforce, task-spanlab, task-condlm, task-seq2seq 0 Let’s Ask Again: Refine Network for Automatic Question Generation Preksha Nema, Akash Kumar Mohankumar, Mitesh M. Khapra, Balaji Vasan Srinivasan, Balaraman Ravindran https://www.aclweb.org/anthology/D19-1326.pdf
2019 EMNLP # train-mtl, arch-rnn, arch-lstm, arch-att, arch-memo, task-relation, task-tree 0 Towards Making a Dependency Parser See Michalina Strzyz, David Vilares, Carlos Gómez-Rodríguez https://www.aclweb.org/anthology/D19-1160.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-batch, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-fasttext, pre-glove, pre-use, task-textclass, task-textpair, task-lm, task-condlm, task-seq2seq 0 Semantic Relatedness Based Re-ranker for Text Spotting Ahmed Sabir, Francesc Moreno, Lluís Padró https://www.aclweb.org/anthology/D19-1346.pdf
2019 EMNLP # optim-adam, optim-projection, arch-rnn, arch-lstm, arch-gru, arch-att, adv-train, latent-vae, task-lm, task-seq2seq 0 Multiple Text Style Transfer by using Word-level Conditional Generative Adversarial Network with Two-Phase Training Chih-Te Lai, Yi-Te Hong, Hong-You Chen, Chi-Jen Lu, Shou-De Lin https://www.aclweb.org/anthology/D19-1366.pdf
2019 EMNLP # optim-adadelta, optim-projection, reg-dropout, arch-rnn, arch-gru, arch-att, pre-glove, struct-crf, task-textclass, task-seq2seq 0 Predicting Discourse Structure using Distant Supervision from Sentiment Patrick Huber, Giuseppe Carenini https://www.aclweb.org/anthology/D19-1235.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-skipthought, pre-elmo, pre-bert, task-textpair, task-spanlab, task-lm, task-seq2seq, task-cloze 0 Transfer Fine-Tuning: A BERT Case Study Yuki Arase, Jun’ichi Tsujii https://www.aclweb.org/anthology/D19-1542.pdf
2019 EMNLP # train-transfer, pool-max, arch-rnn, arch-lstm, arch-gru, arch-gnn, arch-att, task-textclass, task-relation 0 Hierarchical Attention Prototypical Networks for Few-Shot Text Classification Shengli Sun, Qingfeng Sun, Kevin Zhou, Tengchao Lv https://www.aclweb.org/anthology/D19-1045.pdf
2019 EMNLP # optim-adam, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-att, task-textclass 0 A Label Informative Wide & Deep Classifier for Patents and Papers Muyao Niu, Jie Cai https://www.aclweb.org/anthology/D19-1344.pdf
2019 EMNLP # optim-sgd, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, nondif-reinforce 0 Reinforced Product Metadata Selection for Helpfulness Assessment of Customer Reviews Miao Fan, Chao Feng, Mingming Sun, Ping Li https://www.aclweb.org/anthology/D19-1177.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-batch, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, task-condlm 1 Is the Red Square Big? MALeViC: Modeling Adjectives Leveraging Visual Contexts Sandro Pezzelle, Raquel Fernández https://www.aclweb.org/anthology/D19-1285.pdf
2019 EMNLP # optim-adagrad, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, arch-coverage, search-beam, task-lm, task-seq2seq, task-graph 0 Concept Pointer Network for Abstractive Summarization Wenbo Wang, Yang Gao, Heyan Huang, Yuxiang Zhou https://www.aclweb.org/anthology/D19-1304.pdf
2019 EMNLP # optim-sgd, train-mll, arch-rnn, arch-subword, arch-transformer, search-beam, pre-bert, task-seq2seq 0 Machine Translation for Machines: the Sentiment Classification Use Case Amirhossein Tebbifakhr, Luisa Bentivogli, Matteo Negri, Marco Turchi https://www.aclweb.org/anthology/D19-1140.pdf
2019 EMNLP # reg-dropout, train-mtl, train-transfer, arch-rnn, arch-cnn, arch-att, arch-subword, pre-word2vec, pre-bert, loss-nce, task-textclass, task-lm, task-seq2seq 0 Combining Unsupervised Pre-training and Annotator Rationales to Improve Low-shot Text Classification Oren Melamud, Mihaela Bornea, Ken Barker https://www.aclweb.org/anthology/D19-1401.pdf
2019 EMNLP # reg-dropout, reg-labelsmooth, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, task-textclass, task-lm, task-seq2seq 3 Towards Linear Time Neural Machine Translation with Capsule Networks Mingxuan Wang https://www.aclweb.org/anthology/D19-1074.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, comb-ensemble, search-beam, task-lm, task-condlm, task-seq2seq 0 Guiding the Flowing of Semantics: Interpretable Video Captioning via POS Tag Xinyu Xiao, Lingfeng Wang, Bin Fan, Shinming Xiang, Chunhong Pan https://www.aclweb.org/anthology/D19-1213.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-gru, comb-ensemble 0 A Practical Dialogue-Act-Driven Conversation Model for Multi-Turn Response Selection Harshit Kumar, Arvind Agarwal, Sachindra Joshi https://www.aclweb.org/anthology/D19-1205.pdf
2019 EMNLP # train-mll, train-augment, arch-rnn, arch-cnn, arch-att, arch-coverage, arch-subword, pre-fasttext, task-relation 0 Weakly Supervised Multilingual Causality Extraction from Wikipedia Chikara Hashimoto https://www.aclweb.org/anthology/D19-1296.pdf
2019 EMNLP # optim-projection, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq 0 Shallow Domain Adaptive Embeddings for Sentiment Analysis Prathusha K Sarma, Yingyu Liang, William Sethares https://www.aclweb.org/anthology/D19-1557.pdf
2019 EMNLP # norm-gradient, arch-rnn, arch-lstm, arch-att, struct-crf, task-seqlab, task-seq2seq 0 Korean Morphological Analysis with Tied Sequence-to-Sequence Multi-Task Model Hyun-Je Song, Seong-Bae Park https://www.aclweb.org/anthology/D19-1150.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-residual, arch-memo, arch-transformer 0 Video Dialog via Progressive Inference and Cross-Transformer Weike Jin, Zhou Zhao, Mao Gu, Jun Xiao, Furu Wei, Yueting Zhuang https://www.aclweb.org/anthology/D19-1217.pdf
2019 EMNLP # optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, pre-glove, pre-bert, task-spanlab, task-seq2seq 0 ParaQG: A System for Generating Questions and Answers from Paragraphs Vishwajeet Kumar, Sivaanandh Muneeswaran, Ganesh Ramakrishnan, Yuan-Fang Li https://www.aclweb.org/anthology/D19-3030.pdf
2019 EMNLP # reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-memo, pre-word2vec, latent-vae, latent-topic 1 Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification Hu Linmei, Tianchi Yang, Chuan Shi, Houye Ji, Xiaoli Li https://www.aclweb.org/anthology/D19-1488.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, train-active, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, comb-ensemble, pre-fasttext, task-textclass, task-lm, meta-arch 0 Sampling Bias in Deep Active Classification: An Empirical Study Ameya Prabhu, Charles Dognin, Maneesh Singh https://www.aclweb.org/anthology/D19-1417.pdf
2019 EMNLP # reg-dropout, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, struct-crf, adv-train 0 Emotion Detection with Neural Personal Discrimination Xiabing Zhou, Zhongqing Wang, Shoushan Li, Guodong Zhou, Min Zhang https://www.aclweb.org/anthology/D19-1552.pdf
2019 EMNLP # optim-adam, reg-stopping, arch-rnn, arch-lstm, arch-gru, nondif-reinforce, task-seq2seq 3 EGG: a toolkit for research on Emergence of lanGuage in Games Eugene Kharitonov, Rahma Chaabouni, Diane Bouchacourt, Marco Baroni https://www.aclweb.org/anthology/D19-3010.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert, task-textpair, task-spanlab, task-lm, task-seq2seq, task-cloze 4 Revealing the Dark Secrets of BERT Olga Kovaleva, Alexey Romanov, Anna Rogers, Anna Rumshisky https://www.aclweb.org/anthology/D19-1445.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-bert, adv-examp, task-textpair, task-spanlab, task-lm, task-seq2seq, task-tree 2 CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text Koustuv Sinha, Shagun Sodhani, Jin Dong, Joelle Pineau, William L. Hamilton https://www.aclweb.org/anthology/D19-1458.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, search-beam, pre-word2vec, struct-crf, latent-vae, task-seqlab, task-lm, task-relation, task-tree 0 Neural Generative Rhetorical Structure Parsing Amandla Mabona, Laura Rimell, Stephen Clark, Andreas Vlachos https://www.aclweb.org/anthology/D19-1233.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-rnn, arch-gru, arch-att, pre-word2vec, task-lm, task-condlm, task-seq2seq 0 Unsupervised Discovery of Multimodal Links in Multi-image, Multi-sentence Documents Jack Hessel, Lillian Lee, David Mimno https://www.aclweb.org/anthology/D19-1210.pdf
2019 EMNLP # optim-adam, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, search-viterbi, struct-crf, task-seqlab 1 Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event Extraction Shun Zheng, Wei Cao, Wei Xu, Jiang Bian https://www.aclweb.org/anthology/D19-1032.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, reg-worddropout, norm-gradient, arch-rnn, arch-lstm, latent-vae, task-textpair, task-lm 0 Enhancing Variational Autoencoders with Mutual Information Neural Estimation for Text Generation Dong Qian, William K. Cheung https://www.aclweb.org/anthology/D19-1416.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-birnn, arch-att, arch-selfatt, arch-transformer, task-seq2seq 1 Hierarchical Modeling of Global Context for Document-Level Neural Machine Translation Xin Tan, Longyin Zhang, Deyi Xiong, Guodong Zhou https://www.aclweb.org/anthology/D19-1168.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt 0 Sampling Matters! An Empirical Study of Negative Sampling Strategies for Learning of Matching Models in Retrieval-based Dialogue Systems Jia Li, Chongyang Tao, Wei Wu, Yansong Feng, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1128.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-elmo, task-textpair, task-seq2seq 0 Query-focused Scenario Construction Su Wang, Greg Durrett, Katrin Erk https://www.aclweb.org/anthology/D19-1273.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, search-viterbi, struct-crf, latent-vae, task-seqlab, task-seq2seq 1 Learning Explicit and Implicit Structures for Targeted Sentiment Analysis Hao Li, Wei Lu https://www.aclweb.org/anthology/D19-1550.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-stopping, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-glove, adv-examp, adv-train, task-textpair, task-lm, task-seq2seq 2 Certified Robustness to Adversarial Word Substitutions Robin Jia, Aditi Raghunathan, Kerem Göksel, Percy Liang https://www.aclweb.org/anthology/D19-1423.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-elmo, task-seq2seq 0 Open Domain Web Keyphrase Extraction Beyond Language Modeling Lee Xiong, Chuan Hu, Chenyan Xiong, Daniel Campos, Arnold Overwijk https://www.aclweb.org/anthology/D19-1521.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-labelsmooth, norm-batch, norm-gradient, pool-max, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq, task-cloze, task-relation 2 FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow Xuezhe Ma, Chunting Zhou, Xian Li, Graham Neubig, Eduard Hovy https://www.aclweb.org/anthology/D19-1437.pdf
2019 EMNLP # optim-projection, train-augment, pool-mean, arch-rnn, arch-lstm, arch-att, task-tree 2 Executing Instructions in Situated Collaborative Interactions Alane Suhr, Claudia Yan, Jack Schluger, Stanley Yu, Hadi Khader, Marwa Mouallem, Iris Zhang, Yoav Artzi https://www.aclweb.org/anthology/D19-1218.pdf
2019 EMNLP # optim-sgd, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, pre-word2vec, adv-train 0 Leveraging 2-hop Distant Supervision from Table Entity Pairs for Relation Extraction Xiang Deng, Huan Sun https://www.aclweb.org/anthology/D19-1039.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-subword, task-lm, task-condlm, task-seq2seq, task-alignment 0 Improving Latent Alignment in Text Summarization by Generalizing the Pointer Generator Xiaoyu Shen, Yang Zhao, Hui Su, Dietrich Klakow https://www.aclweb.org/anthology/D19-1390.pdf
2019 EMNLP # arch-rnn, arch-gru, arch-bigru, arch-gnn, arch-att, task-seq2seq 0 CaRe: Open Knowledge Graph Embeddings Swapnil Gupta, Sreyash Kenkre, Partha Talukdar https://www.aclweb.org/anthology/D19-1036.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-cnn, arch-att, search-beam, nondif-reinforce, task-relation 0 Collaborative Policy Learning for Open Knowledge Graph Reasoning Cong Fu, Tong Chen, Meng Qu, Woojeong Jin, Xiang Ren https://www.aclweb.org/anthology/D19-1269.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-cnn, nondif-reinforce, adv-train, latent-vae, task-lm 0 Learning Rhyming Constraints using Structured Adversaries Harsh Jhamtani, Sanket Vaibhav Mehta, Jaime Carbonell, Taylor Berg-Kirkpatrick https://www.aclweb.org/anthology/D19-1621.pdf
2019 EMNLP # optim-adam, train-mtl, arch-rnn, arch-gru, arch-att, latent-topic, task-extractive, task-seq2seq 0 Subtopic-driven Multi-Document Summarization Xin Zheng, Aixin Sun, Jing Li, Karthik Muthuswamy https://www.aclweb.org/anthology/D19-1311.pdf
2019 EMNLP # optim-sgd, reg-dropout, reg-decay, arch-rnn, arch-lstm, arch-bilstm, arch-att, task-lm, task-seq2seq 3 Language Modeling for Code-Switching: Evaluation, Integration of Monolingual Data, and Discriminative Training Hila Gonen, Yoav Goldberg https://www.aclweb.org/anthology/D19-1427.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-transformer, pre-fasttext, pre-bert, latent-topic 0 The Trumpiest Trump? Identifying a Subject’s Most Characteristic Tweets Charuta Pethe, Steve Skiena https://www.aclweb.org/anthology/D19-1175.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-norm, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-beam, nondif-reinforce, loss-margin 0 Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning Heng Wang, Shuangyin Li, Rong Pan, Mingzhi Mao https://www.aclweb.org/anthology/D19-1264.pdf
2019 EMNLP # reg-patience, arch-rnn, arch-gru, arch-att, latent-vae, task-textpair, task-seq2seq 0 Style Transfer for Texts: Retrain, Report Errors, Compare with Rewrites Alexey Tikhonov, Viacheslav Shibaev, Aleksander Nagaev, Aigul Nugmanova, Ivan P. Yamshchikov https://www.aclweb.org/anthology/D19-1406.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-norm, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass, task-seq2seq 0 Multi-Task Stance Detection with Sentiment and Stance Lexicons Yingjie Li, Cornelia Caragea https://www.aclweb.org/anthology/D19-1657.pdf
2019 EMNLP # optim-sgd, train-transfer, arch-rnn, arch-gru, arch-att, pre-word2vec, latent-vae, task-seq2seq 0 Modeling Personalization in Continuous Space for Response Generation via Augmented Wasserstein Autoencoders Zhangming Chan, Juntao Li, Xiaopeng Yang, Xiuying Chen, Wenpeng Hu, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1201.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, task-seq2seq, task-tree 2 Learning Programmatic Idioms for Scalable Semantic Parsing Srinivasan Iyer, Alvin Cheung, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1545.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, pre-fasttext, struct-crf, task-textclass, task-seq2seq 0 A System for Diacritizing Four Varieties of Arabic Hamdy Mubarak, Ahmed Abdelali, Kareem Darwish, Mohamed Eldesouki, Younes Samih, Hassan Sajjad https://www.aclweb.org/anthology/D19-3037.pdf
2019 EMNLP # reg-dropout, reg-stopping, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq 1 Joey NMT: A Minimalist NMT Toolkit for Novices Julia Kreutzer, Joost Bastings, Stefan Riezler https://www.aclweb.org/anthology/D19-3019.pdf
2019 EMNLP # pool-max, arch-rnn, arch-cnn, arch-att, pre-word2vec, latent-topic, task-textclass 0 The Myth of Double-Blind Review Revisited: ACL vs. EMNLP Cornelia Caragea, Ana Uban, Liviu P. Dinu https://www.aclweb.org/anthology/D19-1236.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-residual, search-greedy, search-beam, latent-vae, task-textclass, task-condlm, task-seq2seq 0 Exploring Diverse Expressions for Paraphrase Generation Lihua Qian, Lin Qiu, Weinan Zhang, Xin Jiang, Yong Yu https://www.aclweb.org/anthology/D19-1313.pdf
2019 EMNLP # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, pre-glove 1 Dually Interactive Matching Network for Personalized Response Selection in Retrieval-Based Chatbots Jia-Chen Gu, Zhen-Hua Ling, Xiaodan Zhu, Quan Liu https://www.aclweb.org/anthology/D19-1193.pdf
2019 EMNLP # optim-sgd, init-glorot, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-memo, search-viterbi, struct-crf, task-seqlab, task-relation 0 Enhancing Dialogue Symptom Diagnosis with Global Attention and Symptom Graph Xinzhu Lin, Xiahui He, Qin Chen, Huaixiao Tou, Zhongyu Wei, Ting Chen https://www.aclweb.org/anthology/D19-1508.pdf
2019 EMNLP # reg-dropout, reg-stopping, reg-patience, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, comb-ensemble, pre-bert, task-textclass, task-textpair, task-spanlab 0 MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of Claims Isabelle Augenstein, Christina Lioma, Dongsheng Wang, Lucas Chaves Lima, Casper Hansen, Christian Hansen, Jakob Grue Simonsen https://www.aclweb.org/anthology/D19-1475.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Graph-based Deep Learning in Natural Language Processing Shikhar Vashishth, Naganand Yadati, Partha Talukdar https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, reg-decay, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, meta-arch 0 Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition Yufan Jiang, Chi Hu, Tong Xiao, Chunliang Zhang, Jingbo Zhu https://www.aclweb.org/anthology/D19-1367.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-transformer, task-lm, task-condlm, task-seq2seq 1 Neural Naturalist: Generating Fine-Grained Image Comparisons Maxwell Forbes, Christine Kaeser-Chen, Piyush Sharma, Serge Belongie https://www.aclweb.org/anthology/D19-1065.pdf
2019 EMNLP # train-parallel, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, task-lm, task-seq2seq 4 Adaptively Sparse Transformers Gonçalo M. Correia, Vlad Niculae, André F. T. Martins https://www.aclweb.org/anthology/D19-1223.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-att, latent-topic, task-textpair 0 Neural Topic Model with Reinforcement Learning Lin Gui, Jia Leng, Gabriele Pergola, Yu Zhou, Ruifeng Xu, Yulan He https://www.aclweb.org/anthology/D19-1350.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, adv-train, task-lm, task-seq2seq, task-relation, task-tree, task-graph 0 Nearly-Unsupervised Hashcode Representations for Biomedical Relation Extraction Sahil Garg, Aram Galstyan, Greg Ver Steeg, Guillermo Cecchi https://www.aclweb.org/anthology/D19-1414.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-cnn, arch-att, arch-memo, arch-copy, task-extractive, task-seq2seq 4 Neural Text Summarization: A Critical Evaluation Wojciech Kryscinski, Nitish Shirish Keskar, Bryan McCann, Caiming Xiong, Richard Socher https://www.aclweb.org/anthology/D19-1051.pdf
2019 EMNLP # optim-adam, optim-projection, init-glorot, reg-dropout, reg-labelsmooth, norm-layer, norm-gradient, arch-rnn, arch-att, arch-selfatt, arch-residual, arch-subword, arch-transformer, search-beam, pre-bert, task-lm, task-seq2seq 2 Improving Deep Transformer with Depth-Scaled Initialization and Merged Attention Biao Zhang, Ivan Titov, Rico Sennrich https://www.aclweb.org/anthology/D19-1083.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-elmo, pre-bert, task-spanlab 0 Machine Reading Comprehension Using Structural Knowledge Graph-aware Network Delai Qiu, Yuanzhe Zhang, Xinwei Feng, Xiangwen Liao, Wenbin Jiang, Yajuan Lyu, Kang Liu, Jun Zhao https://www.aclweb.org/anthology/D19-1602.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, comb-ensemble, search-beam, nondif-reinforce, task-lm, task-condlm, task-seq2seq 2 Countering Language Drift via Visual Grounding Jason Lee, Kyunghyun Cho, Douwe Kiela https://www.aclweb.org/anthology/D19-1447.pdf
2019 EMNLP # optim-adam, train-mll, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, search-beam, task-spanlab, task-lm, task-seq2seq, task-cloze 1 Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs Angela Fan, Claire Gardent, Chloé Braud, Antoine Bordes https://www.aclweb.org/anthology/D19-1428.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-gating, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-seqlab, task-seq2seq, meta-arch 1 NeuronBlocks: Building Your NLP DNN Models Like Playing Lego Ming Gong, Linjun Shou, Wutao Lin, Zhijie Sang, Quanjia Yan, Ze Yang, Feixiang Cheng, Daxin Jiang https://www.aclweb.org/anthology/D19-3028.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-memo, loss-svd, task-seqlab, task-seq2seq, task-lexicon, task-alignment 0 Neural Cross-Lingual Event Detection with Minimal Parallel Resources Jian Liu, Yubo Chen, Kang Liu, Jun Zhao https://www.aclweb.org/anthology/D19-1068.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-glove, latent-topic, task-textclass, task-seqlab 0 Interpretable Relevant Emotion Ranking with Event-Driven Attention Yang Yang, Deyu Zhou, Yulan He, Meng Zhang https://www.aclweb.org/anthology/D19-1017.pdf
2019 EMNLP # train-mtl, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-bert, task-extractive 1 Countering the Effects of Lead Bias in News Summarization via Multi-Stage Training and Auxiliary Losses Matt Grenander, Yue Dong, Jackie Chi Kit Cheung, Annie Louis https://www.aclweb.org/anthology/D19-1620.pdf
2019 EMNLP # train-mll, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-copy, pre-skipthought, task-seq2seq 0 A Modular Architecture for Unsupervised Sarcasm Generation Abhijit Mishra, Tarun Tater, Karthik Sankaranarayanan https://www.aclweb.org/anthology/D19-1636.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-norm, train-mtl, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, pre-bert, struct-crf 1 A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding Libo Qin, Wanxiang Che, Yangming Li, Haoyang Wen, Ting Liu https://www.aclweb.org/anthology/D19-1214.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-word2vec, struct-crf, adv-train, task-seqlab, task-seq2seq 3 Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning Zheng Li, Xin Li, Ying Wei, Lidong Bing, Yu Zhang, Qiang Yang https://www.aclweb.org/anthology/D19-1466.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, comb-ensemble, search-beam, search-viterbi, pre-bert, struct-hmm, struct-crf, task-textclass, task-seqlab, task-seq2seq 0 Leveraging Medical Literature for Section Prediction in Electronic Health Records Sara Rosenthal, Ken Barker, Zhicheng Liang https://www.aclweb.org/anthology/D19-1492.pdf
2019 EMNLP # optim-adam, train-transfer, arch-rnn, arch-gru, arch-att, task-lm, task-seq2seq 0 How to Build User Simulators to Train RL-based Dialog Systems Weiyan Shi, Kun Qian, Xuewei Wang, Zhou Yu https://www.aclweb.org/anthology/D19-1206.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-labelsmooth, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-subword, arch-transformer, search-beam, pre-elmo, pre-bert, latent-vae, task-seqlab, task-extractive, task-lm, task-seq2seq, task-cloze 6 Text Summarization with Pretrained Encoders Yang Liu, Mirella Lapata https://www.aclweb.org/anthology/D19-1387.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-bilinear, arch-coverage, pre-glove, pre-bert, task-seqlab, task-relation 0 Talk2Car: Taking Control of Your Self-Driving Car Thierry Deruyttere, Simon Vandenhende, Dusan Grujicic, Luc Van Gool, Marie-Francine Moens https://www.aclweb.org/anthology/D19-1215.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, pre-glove, task-seqlab 0 “A Buster Keaton of Linguistics”: First Automated Approaches for the Extraction of Vossian Antonomasia Michel Schwab, Robert Jäschke, Frank Fischer, Jannik Strötgen https://www.aclweb.org/anthology/D19-1647.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-att, arch-copy, arch-coverage, task-seq2seq, task-tree 0 NL2pSQL: Generating Pseudo-SQL Queries from Under-Specified Natural Language Questions Fuxiang Chen, Seung-won Hwang, Jaegul Choo, Jung-Woo Ha, Sunghun Kim https://www.aclweb.org/anthology/D19-1262.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, search-beam, latent-vae, latent-topic, task-lm, task-seq2seq 0 Dirichlet Latent Variable Hierarchical Recurrent Encoder-Decoder in Dialogue Generation Min Zeng, Yisen Wang, Yuan Luo https://www.aclweb.org/anthology/D19-1124.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, train-augment, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, task-lm, task-seq2seq, task-alignment 0 A Discriminative Neural Model for Cross-Lingual Word Alignment Elias Stengel-Eskin, Tzu-ray Su, Matt Post, Benjamin Van Durme https://www.aclweb.org/anthology/D19-1084.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-transformer, struct-cfg, task-textclass, task-textpair, task-lm, task-seq2seq, task-tree 0 PaLM: A Hybrid Parser and Language Model Hao Peng, Roy Schwartz, Noah A. Smith https://www.aclweb.org/anthology/D19-1376.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, pre-glove, pre-bert, struct-crf, task-extractive, task-seq2seq, task-relation 0 Extractive Summarization of Long Documents by Combining Global and Local Context Wen Xiao, Giuseppe Carenini https://www.aclweb.org/anthology/D19-1298.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-gru, arch-att, pre-glove, latent-vae, task-textpair, task-seq2seq 0 Modeling Event Background for If-Then Commonsense Reasoning Using Context-aware Variational Autoencoder Li Du, Xiao Ding, Ting Liu, Zhongyang Li https://www.aclweb.org/anthology/D19-1270.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # reg-dropout, reg-norm, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq 0 Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-Training Giannis Karamanolakis, Daniel Hsu, Luis Gravano https://www.aclweb.org/anthology/D19-1468.pdf
2019 EMNLP # optim-projection, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, search-greedy, pre-glove, task-seq2seq, task-tree 0 Look-up and Adapt: A One-shot Semantic Parser Zhichu Lu, Forough Arabshahi, Igor Labutov, Tom Mitchell https://www.aclweb.org/anthology/D19-1104.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, norm-layer, train-mll, train-parallel, arch-rnn, arch-att, arch-subword, arch-transformer, search-greedy, search-beam, pre-bert, task-lm, task-seq2seq, task-cloze 2 Mask-Predict: Parallel Decoding of Conditional Masked Language Models Marjan Ghazvininejad, Omer Levy, Yinhan Liu, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1633.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, reg-stopping, train-mll, train-augment, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-transformer, pre-bert, adv-examp, adv-train, task-textclass, task-lm, task-seq2seq 0 LexicalAT: Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification Jingjing Xu, Liang Zhao, Hanqi Yan, Qi Zeng, Yun Liang, Xu Sun https://www.aclweb.org/anthology/D19-1554.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, pre-glove, task-seqlab, task-seq2seq 0 Extracting Possessions from Social Media: Images Complement Language Dhivya Chinnappa, Srikala Murugan, Eduardo Blanco https://www.aclweb.org/anthology/D19-1061.pdf
2019 EMNLP # optim-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-glove, pre-bert, task-textpair, task-lm, task-cloze 3 Investigating BERT’s Knowledge of Language: Five Analysis Methods with NPIs Alex Warstadt, Yu Cao, Ioana Grosu, Wei Peng, Hagen Blix, Yining Nie, Anna Alsop, Shikha Bordia, Haokun Liu, Alicia Parrish, Sheng-Fu Wang, Jason Phang, Anhad Mohananey, Phu Mon Htut, Paloma Jeretic, Samuel R. Bowman https://www.aclweb.org/anthology/D19-1286.pdf
2019 EMNLP # reg-norm, arch-rnn, arch-gru, latent-vae, task-seq2seq 1 A Benchmark Dataset for Learning to Intervene in Online Hate Speech Jing Qian, Anna Bethke, Yinyin Liu, Elizabeth Belding, William Yang Wang https://www.aclweb.org/anthology/D19-1482.pdf
2019 EMNLP # optim-projection, reg-dropout, norm-layer, pool-mean, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, task-textclass, task-textpair 0 Learning Invariant Representations of Social Media Users Nicholas Andrews, Marcus Bishop https://www.aclweb.org/anthology/D19-1178.pdf
2019 EMNLP # optim-projection, reg-dropout, reg-labelsmooth, arch-rnn, arch-gru, pre-elmo, task-seq2seq 0 Deep Ordinal Regression for Pledge Specificity Prediction Shivashankar Subramanian, Trevor Cohn, Timothy Baldwin https://www.aclweb.org/anthology/D19-1182.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, pre-word2vec, pre-fasttext, task-textclass, task-seq2seq 0 ProSeqo: Projection Sequence Networks for On-Device Text Classification Zornitsa Kozareva, Sujith Ravi https://www.aclweb.org/anthology/D19-1402.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert, struct-cfg, task-lm, task-seq2seq, task-cloze, task-tree 0 Tree Transformer: Integrating Tree Structures into Self-Attention Yaushian Wang, Hung-Yi Lee, Yun-Nung Chen https://www.aclweb.org/anthology/D19-1098.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, train-mtl, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-coverage, pre-word2vec, latent-topic, task-spanlab, task-seq2seq 0 A Neural Citation Count Prediction Model based on Peer Review Text Siqing Li, Wayne Xin Zhao, Eddy Jing Yin, Ji-Rong Wen https://www.aclweb.org/anthology/D19-1497.pdf
2019 EMNLP # train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, arch-transformer, pre-glove, pre-elmo, pre-bert, latent-vae, task-lm, task-seq2seq 0 Next Sentence Prediction helps Implicit Discourse Relation Classification within and across Domains Wei Shi, Vera Demberg https://www.aclweb.org/anthology/D19-1586.pdf
2019 EMNLP # arch-rnn, arch-att, pre-bert, task-extractive, task-seq2seq 1 Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization Siyao Li, Deren Lei, Pengda Qin, William Yang Wang https://www.aclweb.org/anthology/D19-1623.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-recnn, arch-cnn, arch-att, arch-memo, arch-copy, comb-ensemble, pre-word2vec, task-tree 0 Tree-structured Decoding for Solving Math Word Problems Qianying Liu, Wenyv Guan, Sujian Li, Daisuke Kawahara https://www.aclweb.org/anthology/D19-1241.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-transfer, train-augment, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-subword, comb-ensemble, search-beam, pre-bert, task-lm, task-seq2seq 0 Exploiting Monolingual Data at Scale for Neural Machine Translation Lijun Wu, Yiren Wang, Yingce Xia, Tao Qin, Jianhuang Lai, Tie-Yan Liu https://www.aclweb.org/anthology/D19-1430.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-memo, pre-glove 0 A Progressive Model to Enable Continual Learning for Semantic Slot Filling Yilin Shen, Xiangyu Zeng, Hongxia Jin https://www.aclweb.org/anthology/D19-1126.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, search-beam, task-lm, task-relation, task-tree 0 Variable beam search for generative neural parsing and its relevance for the analysis of neuro-imaging signal Benoit Crabbé, Murielle Fabre, Christophe Pallier https://www.aclweb.org/anthology/D19-1106.pdf
2019 EMNLP # optim-adam, train-mll, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-memo, pre-skipthought, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq 0 Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations Mingda Chen, Zewei Chu, Kevin Gimpel https://www.aclweb.org/anthology/D19-1060.pdf
2019 EMNLP # optim-adam, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, pre-word2vec, pre-elmo, task-lm, task-seq2seq, task-tree 0 A Unified Neural Coherence Model Han Cheol Moon, Tasnim Mohiuddin, Shafiq Joty, Chi Xu https://www.aclweb.org/anthology/D19-1231.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-att, arch-memo, arch-copy, arch-bilinear, arch-coverage, task-textpair, task-spanlab, task-seq2seq, task-tree 0 Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs Zhibin Liu, Zheng-Yu Niu, Hua Wu, Haifeng Wang https://www.aclweb.org/anthology/D19-1187.pdf
2019 EMNLP # optim-projection, train-mll, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, task-seqlab, task-seq2seq 3 Multi-Granularity Self-Attention for Neural Machine Translation Jie Hao, Xing Wang, Shuming Shi, Jinfeng Zhang, Zhaopeng Tu https://www.aclweb.org/anthology/D19-1082.pdf
2019 EMNLP # optim-adam, reg-stopping, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, pre-bert, adv-train, latent-topic, task-lm 0 Neural Duplicate Question Detection without Labeled Training Data Andreas Rücklé, Nafise Sadat Moosavi, Iryna Gurevych https://www.aclweb.org/anthology/D19-1171.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-energy, search-sampling, pre-glove, struct-crf, task-textpair, task-lm, task-condlm, task-seq2seq 0 Autoregressive Text Generation Beyond Feedback Loops Florian Schmidt, Stephan Mandt, Thomas Hofmann https://www.aclweb.org/anthology/D19-1338.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-copy, arch-coverage, search-beam, pre-glove, latent-vae, task-spanlab, task-lm, task-condlm, task-seq2seq 1 Mixture Content Selection for Diverse Sequence Generation Jaemin Cho, Minjoon Seo, Hannaneh Hajishirzi https://www.aclweb.org/anthology/D19-1308.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, search-beam, pre-glove, loss-nce, task-extractive, task-lm 0 Summary Cloze: A New Task for Content Selection in Topic-Focused Summarization Daniel Deutsch, Dan Roth https://www.aclweb.org/anthology/D19-1386.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-coverage, pre-word2vec, struct-crf, latent-vae, loss-nce, task-seqlab, task-relation 0 Neural Chinese Address Parsing Hao Li, Wei Lu, Pengjun Xie, Linlin Li https://www.aclweb.org/anthology/N19-1346.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, pre-elmo, loss-cca, loss-svd, task-seqlab, task-lm, task-seq2seq 13 Understanding Learning Dynamics Of Language Models with SVCCA Naomi Saphra, Adam Lopez https://www.aclweb.org/anthology/N19-1329.pdf
2019 NAA-CL # optim-adam, init-glorot, arch-rnn, arch-att, arch-coverage, arch-subword, nondif-straightthrough, task-seq2seq 1 Measuring the perceptual availability of phonological features during language acquisition using unsupervised binary stochastic autoencoders Cory Shain, Micha Elsner https://www.aclweb.org/anthology/N19-1007.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, task-lm 15 The emergence of number and syntax units in LSTM language models Yair Lakretz, German Kruszewski, Theo Desbordes, Dieuwke Hupkes, Stanislas Dehaene, Marco Baroni https://www.aclweb.org/anthology/N19-1002.pdf
2019 NAA-CL # arch-rnn, arch-cnn, pre-word2vec, loss-svd, task-textclass, task-relation 1 Vector of Locally Aggregated Embeddings for Text Representation Hadi Amiri, Mitra Mohtarami https://www.aclweb.org/anthology/N19-1143.pdf
2019 NAA-CL # reg-dropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, search-beam, task-lm, task-seq2seq, task-tree 19 Learning to Navigate Unseen Environments: Back Translation with Environmental Dropout Hao Tan, Licheng Yu, Mohit Bansal https://www.aclweb.org/anthology/N19-1268.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, search-beam, struct-crf, task-textclass, task-lm, task-seq2seq 5 Improving Lemmatization of Non-Standard Languages with Joint Learning Enrique Manjavacas, Ákos Kádár, Mike Kestemont https://www.aclweb.org/anthology/N19-1153.pdf
2019 NAA-CL # optim-adam, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-residual, arch-coverage, arch-subword, arch-transformer, search-beam 19 MuST-C: a Multilingual Speech Translation Corpus Mattia A. Di Gangi, Roldano Cattoni, Luisa Bentivogli, Matteo Negri, Marco Turchi https://www.aclweb.org/anthology/N19-1202.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, train-mtl, train-transfer, train-parallel, arch-rnn, arch-att, arch-coverage, arch-subword, arch-transformer, task-seq2seq, task-tree 0 Understanding and Improving Hidden Representations for Neural Machine Translation Guanlin Li, Lemao Liu, Xintong Li, Conghui Zhu, Tiejun Zhao, Shuming Shi https://www.aclweb.org/anthology/N19-1046.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-patience, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-word2vec, struct-crf, task-textclass, task-seq2seq 3 HiGRU: Hierarchical Gated Recurrent Units for Utterance-Level Emotion Recognition Wenxiang Jiao, Haiqin Yang, Irwin King, Michael R. Lyu https://www.aclweb.org/anthology/N19-1037.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-fasttext, pre-glove, task-textclass, task-textpair, task-condlm, task-seq2seq 59 Attention is not Explanation Sarthak Jain, Byron C. Wallace https://www.aclweb.org/anthology/N19-1357.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-decay, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, search-beam, task-spanlab, task-seq2seq 0 Online Distilling from Checkpoints for Neural Machine Translation Hao-Ran Wei, Shujian Huang, Ran Wang, Xin-yu Dai, Jiajun Chen https://www.aclweb.org/anthology/N19-1192.pdf
2019 NAA-CL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-word2vec, latent-vae, task-lm 5 Document-Level N-ary Relation Extraction with Multiscale Representation Learning Robin Jia, Cliff Wong, Hoifung Poon https://www.aclweb.org/anthology/N19-1370.pdf
2019 NAA-CL # optim-sgd, reg-dropout, reg-worddropout, reg-patience, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-subword, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm 27 Pooled Contextualized Embeddings for Named Entity Recognition Alan Akbik, Tanja Bergmann, Roland Vollgraf https://www.aclweb.org/anthology/N19-1078.pdf
2019 NAA-CL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, arch-att, pre-glove 0 Multi-Channel Convolutional Neural Network for Twitter Emotion and Sentiment Recognition Jumayel Islam, Robert E. Mercer, Lu Xiao https://www.aclweb.org/anthology/N19-1137.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-att, latent-topic, task-textclass, task-lm, task-seq2seq 0 Conversation Model Fine-Tuning for Classifying Client Utterances in Counseling Dialogues Sungjoon Park, Donghyun Kim, Alice Oh https://www.aclweb.org/anthology/N19-1148.pdf
2019 NAA-CL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, comb-ensemble, pre-word2vec, pre-fasttext, pre-glove, latent-vae, task-seq2seq, task-relation 1 Detecting Cybersecurity Events from Noisy Short Text Semih Yagcioglu, Mehmet Saygin Seyfioglu, Begum Citamak, Batuhan Bardak, Seren Guldamlasioglu, Azmi Yuksel, Emin Islam Tatli https://www.aclweb.org/anthology/N19-1138.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, arch-transformer, pre-glove, pre-elmo, task-lm 3 Recursive Routing Networks: Learning to Compose Modules for Language Understanding Ignacio Cases, Clemens Rosenbaum, Matthew Riemer, Atticus Geiger, Tim Klinger, Alex Tamkin, Olivia Li, Sandhini Agarwal, Joshua D. Greene, Dan Jurafsky, Christopher Potts, Lauri Karttunen https://www.aclweb.org/anthology/N19-1365.pdf
2019 NAA-CL # optim-adam, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, pre-word2vec, pre-glove, struct-crf, task-lm, task-seq2seq 0 Early Rumour Detection Kaimin Zhou, Chang Shu, Binyang Li, Jey Han Lau https://www.aclweb.org/anthology/N19-1163.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-decay, norm-batch, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-memo, arch-subword, search-beam, task-lm, task-seq2seq 23 Pre-training on high-resource speech recognition improves low-resource speech-to-text translation Sameer Bansal, Herman Kamper, Karen Livescu, Adam Lopez, Sharon Goldwater https://www.aclweb.org/anthology/N19-1006.pdf
2019 NAA-CL # optim-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq 17 Star-Transformer Qipeng Guo, Xipeng Qiu, Pengfei Liu, Yunfan Shao, Xiangyang Xue, Zheng Zhang https://www.aclweb.org/anthology/N19-1133.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab 3 GraphIE: A Graph-Based Framework for Information Extraction Yujie Qian, Enrico Santus, Zhijing Jin, Jiang Guo, Regina Barzilay https://www.aclweb.org/anthology/N19-1082.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mll, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, latent-topic, task-textpair 2 Train One Get One Free: Partially Supervised Neural Network for Bug Report Duplicate Detection and Clustering Lahari Poddar, Leonardo Neves, William Brendel, Luis Marujo, Sergey Tulyakov, Pradeep Karuturi https://www.aclweb.org/anthology/N19-2020.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-copy, search-beam, task-condlm, task-seq2seq, task-tree 0 Context Dependent Semantic Parsing over Temporally Structured Data Charles Chen, Razvan Bunescu https://www.aclweb.org/anthology/N19-1360.pdf
2019 NAA-CL # reg-dropout, arch-rnn, arch-lstm, arch-coverage, search-beam, task-lm, task-tree 6 Structural Supervision Improves Learning of Non-Local Grammatical Dependencies Ethan Wilcox, Peng Qian, Richard Futrell, Miguel Ballesteros, Roger Levy https://www.aclweb.org/anthology/N19-1334.pdf
2019 NAA-CL # optim-adam, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, latent-vae, task-seqlab, task-extractive, task-lm, task-seq2seq 2 Jointly Extracting and Compressing Documents with Summary State Representations Afonso Mendes, Shashi Narayan, Sebastião Miranda, Zita Marinho, André F. T. Martins, Shay B. Cohen https://www.aclweb.org/anthology/N19-1397.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-stopping, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-subword, search-viterbi, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation 3 Neural Semi-Markov Conditional Random Fields for Robust Character-Based Part-of-Speech Tagging Apostolos Kemos, Heike Adel, Hinrich Schütze https://www.aclweb.org/anthology/N19-1280.pdf
2019 NAA-CL # optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-memo, arch-subword, pre-fasttext, struct-crf, adv-train, loss-svd, task-seqlab, task-lm, task-lexicon, task-alignment 0 Zero-Shot Cross-Lingual Opinion Target Extraction Soufian Jebbara, Philipp Cimiano https://www.aclweb.org/anthology/N19-1257.pdf
2019 NAA-CL # reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-coverage, arch-subword, search-beam, search-viterbi, struct-crf, latent-topic, task-textpair, task-seqlab, task-lm, task-seq2seq 0 Incorporating Word Attention into Character-Based Word Segmentation Shohei Higashiyama, Masao Utiyama, Eiichiro Sumita, Masao Ideuchi, Yoshiaki Oida, Yohei Sakamoto, Isaac Okada https://www.aclweb.org/anthology/N19-1276.pdf
2019 NAA-CL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-att, comb-ensemble, adv-examp, task-textclass, task-seq2seq 1 Mitigating Uncertainty in Document Classification Xuchao Zhang, Fanglan Chen, Chang-Tien Lu, Naren Ramakrishnan https://www.aclweb.org/anthology/N19-1316.pdf
2019 NAA-CL # optim-sgd, reg-dropout, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, search-viterbi, pre-word2vec, struct-crf, task-textclass, task-seqlab 1 An Encoding Strategy Based Word-Character LSTM for Chinese NER Wei Liu, Tongge Xu, Qinghua Xu, Jiayu Song, Yueran Zu https://www.aclweb.org/anthology/N19-1247.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, norm-gradient, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-treelstm, arch-att, arch-memo, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, search-beam, task-seq2seq, task-relation 3 Syntax-Enhanced Neural Machine Translation with Syntax-Aware Word Representations Meishan Zhang, Zhenghua Li, Guohong Fu, Min Zhang https://www.aclweb.org/anthology/N19-1118.pdf
2019 NAA-CL # reg-dropout, arch-rnn, arch-lstm, arch-att, search-beam, adv-train, latent-vae, task-condlm, task-seq2seq 5 Answer-based Adversarial Training for Generating Clarification Questions Sudha Rao, Hal Daumé III https://www.aclweb.org/anthology/N19-1013.pdf
2019 NAA-CL # norm-batch, arch-rnn, arch-lstm, arch-cnn, arch-att, adv-train, task-lm, task-condlm, task-seq2seq 5 Evaluating Text GANs as Language Models Guy Tevet, Gavriel Habib, Vered Shwartz, Jonathan Berant https://www.aclweb.org/anthology/N19-1233.pdf
2019 NAA-CL # optim-adam, init-glorot, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-glove, task-textclass, task-relation 1 Topic Spotting using Hierarchical Networks with Self Attention Pooja Chitkara, Ashutosh Modi, Pravalika Avvaru, Sepehr Janghorbani, Mubbasir Kapadia https://www.aclweb.org/anthology/N19-1376.pdf
2019 NAA-CL # optim-sgd, reg-dropout, activ-relu, arch-rnn, arch-lstm, arch-att, arch-memo, search-beam, struct-cfg, task-lm, task-seq2seq 0 Top-Down Structurally-Constrained Neural Response Generation with Lexicalized Probabilistic Context-Free Grammar Wenchao Du, Alan W Black https://www.aclweb.org/anthology/N19-1377.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, nondif-reinforce, latent-vae, task-seq2seq, task-tree 17 Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models Tiancheng Zhao, Kaige Xie, Maxine Eskenazi https://www.aclweb.org/anthology/N19-1123.pdf
2019 NAA-CL # optim-adam, reg-patience, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, adv-train, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-relation 51 Linguistic Knowledge and Transferability of Contextual Representations Nelson F. Liu, Matt Gardner, Yonatan Belinkov, Matthew E. Peters, Noah A. Smith https://www.aclweb.org/anthology/N19-1112.pdf
2019 NAA-CL # reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-coverage, pre-bert, adv-examp, adv-train, task-textclass, task-condlm, task-seq2seq 3 Adversarial Training for Weakly Supervised Event Detection Xiaozhi Wang, Xu Han, Zhiyuan Liu, Maosong Sun, Peng Li https://www.aclweb.org/anthology/N19-1105.pdf
2019 NAA-CL # optim-adadelta, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-glove, pre-elmo, pre-bert, task-lm 4 Structural Scaffolds for Citation Intent Classification in Scientific Publications Arman Cohan, Waleed Ammar, Madeleine van Zuylen, Field Cady https://www.aclweb.org/anthology/N19-1361.pdf
2019 NAA-CL # train-mtl, train-mll, train-transfer, arch-rnn, arch-gru, arch-att, arch-selfatt, adv-train, task-relation, task-tree 1 Robust Semantic Parsing with Adversarial Learning for Domain Generalization Gabriel Marzinotto, Géraldine Damnati, Frédéric Béchet, Benoît Favre https://www.aclweb.org/anthology/N19-2021.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-subword, pre-fasttext, pre-glove, adv-examp, task-seq2seq 5 Neural Machine Translation of Text from Non-Native Speakers Antonios Anastasopoulos, Alison Lui, Toan Q. Nguyen, David Chiang https://www.aclweb.org/anthology/N19-1311.pdf
2019 NAA-CL # reg-patience, arch-rnn, arch-gru, pre-glove 2 Frowning Frodo, Wincing Leia, and a Seriously Great Friendship: Learning to Classify Emotional Relationships of Fictional Characters Evgeny Kim, Roman Klinger https://www.aclweb.org/anthology/N19-1067.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-word2vec, pre-glove, pre-elmo, latent-vae, task-lm, task-seq2seq 4 In Other News: a Bi-style Text-to-speech Model for Synthesizing Newscaster Voice with Limited Data Nishant Prateek, Mateusz Łajszczak, Roberto Barra-Chicote, Thomas Drugman, Jaime Lorenzo-Trueba, Thomas Merritt, Srikanth Ronanki, Trevor Wood https://www.aclweb.org/anthology/N19-2026.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-active, pool-max, arch-rnn, arch-cnn, arch-att 0 Saliency Learning: Teaching the Model Where to Pay Attention Reza Ghaeini, Xiaoli Fern, Hamed Shahbazi, Prasad Tadepalli https://www.aclweb.org/anthology/N19-1404.pdf
2019 NAA-CL # init-glorot, reg-dropout, train-transfer, pool-max, arch-rnn, arch-cnn, arch-att, comb-ensemble, pre-glove, adv-train, loss-triplet, task-lm 1 Adversarial Category Alignment Network for Cross-domain Sentiment Classification Xiaoye Qu, Zhikang Zou, Yu Cheng, Yang Yang, Pan Zhou https://www.aclweb.org/anthology/N19-1258.pdf
2019 NAA-CL # optim-sgd, optim-adam, init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-gating, arch-energy, search-viterbi, pre-word2vec, pre-skipthought, struct-hmm, struct-crf, adv-train, task-textclass, task-seq2seq 0 Adaptation of Hierarchical Structured Models for Speech Act Recognition in Asynchronous Conversation Tasnim Mohiuddin, Thanh-Tung Nguyen, Shafiq Joty https://www.aclweb.org/anthology/N19-1134.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, latent-vae, loss-nce, task-seq2seq 0 Learning to Decipher Hate Symbols Jing Qian, Mai ElSherief, Elizabeth Belding, William Yang Wang https://www.aclweb.org/anthology/N19-1305.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, comb-ensemble, pre-glove, task-textpair, task-lm, task-seq2seq 1 Linguistically-Informed Specificity and Semantic Plausibility for Dialogue Generation Wei-Jen Ko, Greg Durrett, Junyi Jessy Li https://www.aclweb.org/anthology/N19-1349.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, arch-att, arch-memo, task-textpair, task-relation, task-graph 3 Biomedical Event Extraction based on Knowledge-driven Tree-LSTM Diya Li, Lifu Huang, Heng Ji, Jiawei Han https://www.aclweb.org/anthology/N19-1145.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, comb-ensemble 0 Improving Natural Language Interaction with Robots Using Advice Nikhil Mehta, Dan Goldwasser https://www.aclweb.org/anthology/N19-1195.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-coverage, comb-ensemble, pre-glove, task-textclass 0 Predicting Helpful Posts in Open-Ended Discussion Forums: A Neural Architecture Kishaloy Halder, Min-Yen Kan, Kazunari Sugiyama https://www.aclweb.org/anthology/N19-1318.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-bilstm, pre-word2vec, pre-glove, struct-crf 0 A k-Nearest Neighbor Approach towards Multi-level Sequence Labeling Yue Chen, John Chen https://www.aclweb.org/anthology/N19-2019.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-norm, arch-rnn, arch-gru, arch-att, search-beam, loss-nce, task-textclass, task-seq2seq 3 Adapting RNN Sequence Prediction Model to Multi-label Set Prediction Kechen Qin, Cheng Li, Virgil Pavlu, Javed Aslam https://www.aclweb.org/anthology/N19-1321.pdf
2019 NAA-CL # reg-dropout, arch-rnn, arch-lstm, arch-att, arch-coverage, search-beam, pre-glove, struct-crf, task-textpair, task-seq2seq, task-tree 1 Open Information Extraction from Question-Answer Pairs Nikita Bhutani, Yoshihiko Suhara, Wang-Chiew Tan, Alon Halevy, H. V. Jagadish https://www.aclweb.org/anthology/N19-1239.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-fasttext, loss-svd, task-condlm 2 AudioCaps: Generating Captions for Audios in The Wild Chris Dongjoo Kim, Byeongchang Kim, Hyunmin Lee, Gunhee Kim https://www.aclweb.org/anthology/N19-1011.pdf
2019 NAA-CL # optim-adam, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-memo, pre-glove, loss-nce, task-spanlab, task-lm, task-seq2seq 0 Harry Potter and the Action Prediction Challenge from Natural Language David Vilares, Carlos Gómez-Rodríguez https://www.aclweb.org/anthology/N19-1218.pdf
2019 NAA-CL # init-glorot, train-mll, train-parallel, arch-rnn, arch-lstm, arch-bilstm, comb-ensemble, pre-elmo, task-relation 2 Recursive Subtree Composition in LSTM-Based Dependency Parsing Miryam de Lhoneux, Miguel Ballesteros, Joakim Nivre https://www.aclweb.org/anthology/N19-1159.pdf
2019 NAA-CL # optim-adam, init-glorot, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-transformer, task-extractive, task-seq2seq, task-relation 4 Single Document Summarization as Tree Induction Yang Liu, Ivan Titov, Mirella Lapata https://www.aclweb.org/anthology/N19-1173.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-stopping, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, comb-ensemble, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-relation 0 AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning Han Guo, Ramakanth Pasunuru, Mohit Bansal https://www.aclweb.org/anthology/N19-1355.pdf
2019 NAA-CL # optim-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-copy, arch-bilinear, arch-coverage, task-textpair, task-extractive, task-lm, task-seq2seq, task-relation 6 Guiding Extractive Summarization with Question-Answering Rewards Kristjan Arumae, Fei Liu https://www.aclweb.org/anthology/N19-1264.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-att, arch-coverage, arch-transformer, pre-word2vec, pre-elmo, pre-bert, pre-use, task-textpair, task-seq2seq, task-tree 4 Evaluating Coherence in Dialogue Systems using Entailment Nouha Dziri, Ehsan Kamalloo, Kory Mathewson, Osmar Zaiane https://www.aclweb.org/anthology/N19-1381.pdf
2019 NAA-CL # optim-sgd, optim-projection, reg-dropout, reg-decay, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq 2 Knowledge-Augmented Language Model and Its Application to Unsupervised Named-Entity Recognition Angli Liu, Jingfei Du, Veselin Stoyanov https://www.aclweb.org/anthology/N19-1117.pdf
2019 NAA-CL # arch-rnn, arch-att, search-beam, adv-train, task-lm, task-condlm, task-seq2seq 14 Unifying Human and Statistical Evaluation for Natural Language Generation Tatsunori Hashimoto, Hugh Zhang, Percy Liang https://www.aclweb.org/anthology/N19-1169.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass, task-seqlab 1 Detecting Customer Complaint Escalation with Recurrent Neural Networks and Manually-Engineered Features Wei Yang, Luchen Tan, Chunwei Lu, Anqi Cui, Han Li, Xi Chen, Kun Xiong, Muzi Wang, Ming Li, Jian Pei, Jimmy Lin https://www.aclweb.org/anthology/N19-2008.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-bilstm, arch-coverage, loss-nce 2 A Crowdsourced Frame Disambiguation Corpus with Ambiguity Anca Dumitrache, Lora Aroyo, Chris Welty https://www.aclweb.org/anthology/N19-1224.pdf
2019 NAA-CL # optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, task-lm, task-seq2seq 1 Neural Text Normalization with Subword Units Courtney Mansfield, Ming Sun, Yuzong Liu, Ankur Gandhe, Björn Hoffmeister https://www.aclweb.org/anthology/N19-2024.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, comb-ensemble, pre-word2vec, pre-paravec, pre-skipthought, loss-svd, task-seq2seq 0 Automatic learner summary assessment for reading comprehension Menglin Xia, Ekaterina Kochmar, Ted Briscoe https://www.aclweb.org/anthology/N19-1261.pdf
2019 NAA-CL # reg-dropout, reg-norm, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, task-relation 0 Relation Classification Using Segment-Level Attention-based CNN and Dependency-based RNN Van-Hien Tran, Van-Thuy Phi, Hiroyuki Shindo, Yuji Matsumoto https://www.aclweb.org/anthology/N19-1286.pdf
2019 NAA-CL # reg-dropout, reg-stopping, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-beam, search-viterbi, pre-word2vec, pre-glove, struct-crf, adv-examp, task-seqlab, task-lm, task-seq2seq 1 Benchmarking Approximate Inference Methods for Neural Structured Prediction Lifu Tu, Kevin Gimpel https://www.aclweb.org/anthology/N19-1335.pdf
2019 NAA-CL # optim-sgd, optim-projection, init-glorot, reg-dropout, reg-stopping, arch-rnn, arch-birnn, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, search-beam, struct-crf, task-seqlab, task-lm, task-tree, task-graph 8 Text Generation from Knowledge Graphs with Graph Transformers Rik Koncel-Kedziorski, Dhanush Bekal, Yi Luan, Mirella Lapata, Hannaneh Hajishirzi https://www.aclweb.org/anthology/N19-1238.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-lm, task-seq2seq 0 Conversation Initiation by Diverse News Contents Introduction Satoshi Akasaki, Nobuhiro Kaji https://www.aclweb.org/anthology/N19-1400.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-bilstm, arch-memo, task-spanlab, task-lm, task-tree 0 FreebaseQA: A New Factoid QA Data Set Matching Trivia-Style Question-Answer Pairs with Freebase Kelvin Jiang, Dekun Wu, Hui Jiang https://www.aclweb.org/anthology/N19-1028.pdf
2019 NAA-CL # optim-sgd, arch-rnn, arch-lstm, arch-cnn, arch-att, struct-hmm, struct-crf, latent-vae 0 A Study of Latent Structured Prediction Approaches to Passage Reranking Iryna Haponchyk, Alessandro Moschitti https://www.aclweb.org/anthology/N19-1183.pdf
2019 NAA-CL # optim-adagrad, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, arch-transformer, search-beam, task-condlm, task-seq2seq 2 Learning to Stop in Structured Prediction for Neural Machine Translation Mingbo Ma, Renjie Zheng, Liang Huang https://www.aclweb.org/anthology/N19-1187.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-att, search-viterbi, loss-svd, task-lm, task-seq2seq 0 Enabling Real-time Neural IME with Incremental Vocabulary Selection Jiali Yao, Raphael Shu, Xinjian Li, Katsutoshi Ohtsuki, Hideki Nakayama https://www.aclweb.org/anthology/N19-2001.pdf
2019 NAA-CL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-transformer, comb-ensemble, pre-glove, pre-bert, struct-crf, task-textclass, task-textpair, task-lm, task-seq2seq, task-alignment 0 Alignment over Heterogeneous Embeddings for Question Answering Vikas Yadav, Steven Bethard, Mihai Surdeanu https://www.aclweb.org/anthology/N19-1274.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-stopping, train-mtl, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, search-viterbi, pre-glove, struct-crf, task-relation, task-tree, task-alignment 2 Target-oriented Opinion Words Extraction with Target-fused Neural Sequence Labeling Zhifang Fan, Zhen Wu, Xin-Yu Dai, Shujian Huang, Jiajun Chen https://www.aclweb.org/anthology/N19-1259.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, struct-crf 0 Subword-Level Language Identification for Intra-Word Code-Switching Manuel Mager, Özlem Çetinoğlu, Katharina Kann https://www.aclweb.org/anthology/N19-1201.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-greedy, nondif-gumbelsoftmax, adv-train, task-lm, task-condlm, task-seq2seq 2 Latent Code and Text-based Generative Adversarial Networks for Soft-text Generation Md. Akmal Haidar, Mehdi Rezagholizadeh, Alan Do Omri, Ahmad Rashid https://www.aclweb.org/anthology/N19-1234.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-memo, arch-copy, search-beam, latent-topic, task-seq2seq 2 Microblog Hashtag Generation via Encoding Conversation Contexts Yue Wang, Jing Li, Irwin King, Michael R. Lyu, Shuming Shi https://www.aclweb.org/anthology/N19-1164.pdf
2019 NAA-CL # optim-adadelta, reg-decay, train-mtl, arch-rnn, arch-att, pre-word2vec, struct-crf, latent-vae, latent-topic, task-textclass, task-relation 0 A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification Ziqian Zeng, Wenxuan Zhou, Xin Liu, Yangqiu Song https://www.aclweb.org/anthology/N19-1036.pdf
2019 NAA-CL # optim-adam, optim-adadelta, optim-projection, norm-gradient, train-mtl, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, search-beam, task-lm, task-seq2seq 2 Acoustic-to-Word Models with Conversational Context Information Suyoun Kim, Florian Metze https://www.aclweb.org/anthology/N19-1283.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, reg-patience, arch-rnn, arch-birnn, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-subword, pre-word2vec, pre-glove, pre-skipthought, pre-elmo, struct-crf, adv-train, latent-vae, task-textclass, task-lm 6 Dialogue Act Classification with Context-Aware Self-Attention Vipul Raheja, Joel Tetreault https://www.aclweb.org/anthology/N19-1373.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-att, task-lm, task-seq2seq 0 Serial Recall Effects in Neural Language Modeling Hassan Hajipoor, Hadi Amiri, Maseud Rahgozar, Farhad Oroumchian https://www.aclweb.org/anthology/N19-1073.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation 43 A Structural Probe for Finding Syntax in Word Representations John Hewitt, Christopher D. Manning https://www.aclweb.org/anthology/N19-1419.pdf
2019 NAA-CL # optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-transformer, comb-ensemble, pre-word2vec, latent-vae, task-lm 0 Using Large Corpus N-gram Statistics to Improve Recurrent Neural Language Models Yiben Yang, Ji-Ping Wang, Doug Downey https://www.aclweb.org/anthology/N19-1330.pdf
2019 NAA-CL # optim-adam, reg-dropout, activ-relu, arch-rnn, arch-lstm, arch-att, arch-coverage, search-beam, task-textclass, task-lm 3 Understanding language-elicited EEG data by predicting it from a fine-tuned language model Dan Schwartz, Tom Mitchell https://www.aclweb.org/anthology/N19-1005.pdf
2019 NAA-CL # optim-sgd, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-memo, comb-ensemble, pre-glove, pre-elmo, pre-bert, struct-crf, nondif-reinforce, task-seq2seq, task-relation 7 Better, Faster, Stronger Sequence Tagging Constituent Parsers David Vilares, Mostafa Abdou, Anders Søgaard https://www.aclweb.org/anthology/N19-1341.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, pre-glove, task-spanlab, task-lm, task-seq2seq 0 The Lower The Simpler: Simplifying Hierarchical Recurrent Models Chao Wang, Hui Jiang https://www.aclweb.org/anthology/N19-1402.pdf
2019 NAA-CL # optim-adagrad, reg-stopping, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-att, struct-crf, task-seq2seq 3 Scaling Multi-Domain Dialogue State Tracking via Query Reformulation Pushpendre Rastogi, Arpit Gupta, Tongfei Chen, Mathias Lambert https://www.aclweb.org/anthology/N19-2013.pdf
2019 NAA-CL # arch-rnn, arch-gru, arch-cnn, arch-att, nondif-reinforce 0 Posterior-regularized REINFORCE for Instance Selection in Distant Supervision Qi Zhang, Siliang Tang, Xiang Ren, Fei Wu, Shiliang Pu, Yueting Zhuang https://www.aclweb.org/anthology/N19-1290.pdf
2019 NAA-CL # train-mll, arch-rnn, arch-lstm, arch-att, arch-transformer, struct-hmm, task-lm, task-seq2seq 0 Customizing Grapheme-to-Phoneme System for Non-Trivial Transcription Problems in Bangla Language Sudipta Saha Shubha, Nafis Sadeq, Shafayat Ahmed, Md. Nahidul Islam, Muhammad Abdullah Adnan, Md. Yasin Ali Khan, Mohammad Zuberul Islam https://www.aclweb.org/anthology/N19-1322.pdf
2019 NAA-CL # optim-sgd, arch-rnn, arch-lstm, arch-att, arch-copy, search-beam, search-viterbi, pre-glove, latent-vae, task-lm, task-seq2seq, task-relation 1 Benchmarking Hierarchical Script Knowledge Yonatan Bisk, Jan Buys, Karl Pichotta, Yejin Choi https://www.aclweb.org/anthology/N19-1412.pdf
2019 NAA-CL # optim-adam, reg-stopping, reg-patience, arch-rnn, arch-gru, arch-att, task-textclass, task-seq2seq, task-tree 4 Inferring Which Medical Treatments Work from Reports of Clinical Trials Eric Lehman, Jay DeYoung, Regina Barzilay, Byron C. Wallace https://www.aclweb.org/anthology/N19-1371.pdf
2019 NAA-CL # optim-adam, reg-stopping, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-transformer, pre-bert, struct-crf 0 Joint Multiple Intent Detection and Slot Labeling for Goal-Oriented Dialog Rashmi Gangadharaiah, Balakrishnan Narayanaswamy https://www.aclweb.org/anthology/N19-1055.pdf
2019 NAA-CL # init-glorot, arch-rnn, arch-lstm, comb-ensemble, latent-vae, task-textclass, task-lm 12 Cyclical Annealing Schedule: A Simple Approach to Mitigating KL Vanishing Hao Fu, Chunyuan Li, Xiaodong Liu, Jianfeng Gao, Asli Celikyilmaz, Lawrence Carin https://www.aclweb.org/anthology/N19-1021.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-cnn, task-lm 0 Generate, Filter, and Rank: Grammaticality Classification for Production-Ready NLG Systems Ashwini Challa, Kartikeya Upasani, Anusha Balakrishnan, Rajen Subba https://www.aclweb.org/anthology/N19-2027.pdf
2019 NAA-CL # optim-adam, train-mtl, train-mll, arch-rnn, arch-lstm, task-lm, task-relation 6 Studying the Inductive Biases of RNNs with Synthetic Variations of Natural Languages Shauli Ravfogel, Yoav Goldberg, Tal Linzen https://www.aclweb.org/anthology/N19-1356.pdf
2019 NAA-CL # optim-projection, train-mll, pool-max, arch-rnn, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, pre-bert, task-seq2seq 11 Information Aggregation for Multi-Head Attention with Routing-by-Agreement Jian Li, Baosong Yang, Zi-Yi Dou, Xing Wang, Michael R. Lyu, Zhaopeng Tu https://www.aclweb.org/anthology/N19-1359.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-coverage, arch-energy, struct-crf, task-seq2seq 1 Lost in Interpretation: Predicting Untranslated Terminology in Simultaneous Interpretation Nikolai Vogler, Craig Stewart, Graham Neubig https://www.aclweb.org/anthology/N19-1010.pdf
2019 NAA-CL # optim-sgd, train-mll, arch-rnn, arch-lstm, arch-att, arch-memo, arch-coverage, arch-subword, arch-transformer, pre-word2vec, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-lm, task-seq2seq 2 One Size Does Not Fit All: Comparing NMT Representations of Different Granularities Nadir Durrani, Fahim Dalvi, Hassan Sajjad, Yonatan Belinkov, Preslav Nakov https://www.aclweb.org/anthology/N19-1154.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, pre-elmo, task-spanlab, task-seq2seq 7 BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question Answering Yu Cao, Meng Fang, Dacheng Tao https://www.aclweb.org/anthology/N19-1032.pdf
2019 NAA-CL # optim-adam, reg-dropout, norm-gradient, train-mll, train-augment, arch-rnn, arch-lstm, arch-att, arch-energy, task-condlm, task-seq2seq, task-relation 7 A Simple Joint Model for Improved Contextual Neural Lemmatization Chaitanya Malaviya, Shijie Wu, Ryan Cotterell https://www.aclweb.org/anthology/N19-1155.pdf
2019 NAA-CL # reg-dropout, reg-decay, train-mtl, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-transformer, comb-ensemble, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-tree 20 Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled Data Wei Zhao, Liang Wang, Kewei Shen, Ruoyu Jia, Jingming Liu https://www.aclweb.org/anthology/N19-1014.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-att, arch-selfatt, arch-subword, pre-fasttext 5 Attentive Mimicking: Better Word Embeddings by Attending to Informative Contexts Timo Schick, Hinrich Schütze https://www.aclweb.org/anthology/N19-1048.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, search-beam, task-lm 9 Neural language models as psycholinguistic subjects: Representations of syntactic state Richard Futrell, Ethan Wilcox, Takashi Morita, Peng Qian, Miguel Ballesteros, Roger Levy https://www.aclweb.org/anthology/N19-1004.pdf
2019 NAA-CL # train-mll, arch-rnn, arch-lstm, arch-bilstm, comb-ensemble, pre-word2vec, pre-glove, pre-paravec, pre-skipthought, pre-elmo, task-seq2seq 0 Learning Outside the Box: Discourse-level Features Improve Metaphor Identification Jesse Mu, Helen Yannakoudakis, Ekaterina Shutova https://www.aclweb.org/anthology/N19-1059.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-cnn, arch-att, comb-ensemble, pre-glove, struct-crf, latent-vae, task-textclass, task-lm, task-seq2seq 2 Strong and Simple Baselines for Multimodal Utterance Embeddings Paul Pu Liang, Yao Chong Lim, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov, Louis-Philippe Morency https://www.aclweb.org/anthology/N19-1267.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-labelsmooth, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-residual, arch-coverage, arch-subword, arch-transformer, task-seq2seq 9 Selective Attention for Context-aware Neural Machine Translation Sameen Maruf, André F. T. Martins, Gholamreza Haffari https://www.aclweb.org/anthology/N19-1313.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, task-lm, task-condlm, task-seq2seq 10 Probing the Need for Visual Context in Multimodal Machine Translation Ozan Caglayan, Pranava Madhyastha, Lucia Specia, Loïc Barrault https://www.aclweb.org/anthology/N19-1422.pdf
2019 NAA-CL # optim-adam, optim-projection, train-mtl, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-att, adv-train, task-lm 6 Massively Multilingual Adversarial Speech Recognition Oliver Adams, Matthew Wiesner, Shinji Watanabe, David Yarowsky https://www.aclweb.org/anthology/N19-1009.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-labelsmooth, norm-layer, pool-max, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-fasttext, latent-vae, task-extractive, task-seq2seq 9 Abstractive Summarization of Reddit Posts with Multi-level Memory Networks Byeongchang Kim, Hyunwoo Kim, Gunhee Kim https://www.aclweb.org/anthology/N19-1260.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-att, comb-ensemble, search-viterbi, pre-word2vec, struct-hmm, struct-crf, task-seqlab, task-lm 0 Improving Cross-Domain Chinese Word Segmentation with Word Embeddings Yuxiao Ye, Weikang Li, Yue Zhang, Likun Qiu, Jian Sun https://www.aclweb.org/anthology/N19-1279.pdf
2019 NAA-CL # optim-adam, reg-stopping, reg-patience, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-coverage, adv-examp, task-textclass, task-textpair, task-spanlab, task-seq2seq 10 Inoculation by Fine-Tuning: A Method for Analyzing Challenge Datasets Nelson F. Liu, Roy Schwartz, Noah A. Smith https://www.aclweb.org/anthology/N19-1225.pdf
2019 NAA-CL # reg-dropout, norm-gradient, train-mtl, train-mll, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-residual, comb-ensemble, task-seq2seq, task-relation 0 Multi-Task Learning for Japanese Predicate Argument Structure Analysis Hikaru Omori, Mamoru Komachi https://www.aclweb.org/anthology/N19-1344.pdf
2019 NAA-CL # reg-dropout, train-mtl, train-mll, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, loss-nce, task-seqlab, task-seq2seq 24 Massively Multilingual Neural Machine Translation Roee Aharoni, Melvin Johnson, Orhan Firat https://www.aclweb.org/anthology/N19-1388.pdf
2019 NAA-CL # optim-adam, reg-stopping, activ-tanh, arch-rnn, arch-lstm, arch-att, arch-memo, pre-glove, task-seq2seq 3 Decay-Function-Free Time-Aware Attention to Context and Speaker Indicator for Spoken Language Understanding Jonggu Kim, Jong-Hyeok Lee https://www.aclweb.org/anthology/N19-1372.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-coverage, struct-crf, task-seqlab 1 Neural Lexicons for Slot Tagging in Spoken Language Understanding Kyle Williams https://www.aclweb.org/anthology/N19-2011.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-att, latent-topic, loss-nce, task-extractive, task-seq2seq 0 News Article Teaser Tweets and How to Generate Them Sanjeev Kumar Karn, Mark Buckley, Ulli Waltinger, Hinrich Schütze https://www.aclweb.org/anthology/N19-1398.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-dropout, reg-stopping, reg-patience, reg-norm, arch-rnn, arch-lstm, arch-gru, arch-att, arch-copy, comb-ensemble, pre-glove, struct-crf, latent-topic, task-extractive 0 Glocal: Incorporating Global Information in Local Convolution for Keyphrase Extraction Animesh Prasad, Min-Yen Kan https://www.aclweb.org/anthology/N19-1182.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-projection, init-glorot, reg-dropout, train-active, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear 0 Relation Extraction with Temporal Reasoning Based on Memory Augmented Distant Supervision Jianhao Yan, Lin He, Ruqin Huang, Jian Li, Ying Liu https://www.aclweb.org/anthology/N19-1107.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-att, arch-energy, search-beam, struct-crf, struct-cfg, loss-nce, task-condlm, task-seq2seq, task-relation 0 An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search Kartik Goyal, Chris Dyer, Taylor Berg-Kirkpatrick https://www.aclweb.org/anthology/N19-1171.pdf
2019 NAA-CL # reg-dropout, arch-rnn, arch-lstm, pre-word2vec, latent-vae, task-lm 1 Unsupervised Dialog Structure Learning Weiyan Shi, Tiancheng Zhao, Zhou Yu https://www.aclweb.org/anthology/N19-1178.pdf
2019 NAA-CL # optim-adadelta, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, task-textclass 0 Event Detection without Triggers Shulin Liu, Yang Li, Feng Zhang, Tao Yang, Xinpeng Zhou https://www.aclweb.org/anthology/N19-1080.pdf
2019 NAA-CL # optim-projection, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-att, comb-ensemble, pre-fasttext, task-textpair, task-lm 5 CNM: An Interpretable Complex-valued Network for Matching Qiuchi Li, Benyou Wang, Massimo Melucci https://www.aclweb.org/anthology/N19-1420.pdf
2019 NAA-CL # optim-adam, reg-stopping, arch-rnn, arch-lstm, arch-att, search-beam 9 CLEVR-Dialog: A Diagnostic Dataset for Multi-Round Reasoning in Visual Dialog Satwik Kottur, José M. F. Moura, Devi Parikh, Dhruv Batra, Marcus Rohrbach https://www.aclweb.org/anthology/N19-1058.pdf
2019 NAA-CL # init-glorot, train-mtl, arch-rnn, arch-lstm, arch-att, comb-ensemble, task-lm, task-seq2seq 2 A Large-Scale Comparison of Historical Text Normalization Systems Marcel Bollmann https://www.aclweb.org/anthology/N19-1389.pdf
2019 NAA-CL # optim-adam, reg-dropout, norm-layer, train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, search-greedy, search-beam, struct-cfg, nondif-gumbelsoftmax, task-lm, task-seq2seq 5 Bi-Directional Differentiable Input Reconstruction for Low-Resource Neural Machine Translation Xing Niu, Weijia Xu, Marine Carpuat https://www.aclweb.org/anthology/N19-1043.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-worddropout, norm-layer, arch-rnn, arch-lstm, arch-att, pre-glove, nondif-reinforce, latent-vae, task-lm, task-condlm, task-seq2seq, task-tree 4 SEQˆ3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression Christos Baziotis, Ion Androutsopoulos, Ioannis Konstas, Alexandros Potamianos https://www.aclweb.org/anthology/N19-1071.pdf