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, 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, optim-projection, reg-dropout, reg-labelsmooth, norm-batch, train-mll, arch-lstm, arch-bilstm, arch-att, arch-subword, task-seqlab, task-lm, task-seq2seq 1 Exploring Phoneme-Level Speech Representations for End-to-End Speech Translation Elizabeth Salesky, Matthias Sperber, Alan W Black https://www.aclweb.org/anthology/P19-1179.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, reg-dropout, reg-stopping, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-textpair, task-spanlab, task-lm, task-seq2seq 3 E3: Entailment-driven Extracting and Editing for Conversational Machine Reading Victor Zhong, Luke Zettlemoyer https://www.aclweb.org/anthology/P19-1223.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-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 # optim-adam, reg-dropout, train-mll, arch-lstm, arch-copy, arch-coverage, task-condlm, task-seq2seq 2 Handling Divergent Reference Texts when Evaluating Table-to-Text Generation Bhuwan Dhingra, Manaal Faruqui, Ankur Parikh, Ming-Wei Chang, Dipanjan Das, William Cohen https://www.aclweb.org/anthology/P19-1483.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, reg-dropout, norm-gradient, arch-lstm, arch-att, loss-nce, task-lm, task-seq2seq 0 Learning from Omission Bill McDowell, Noah Goodman https://www.aclweb.org/anthology/P19-1059.pdf
2019 ACL # optim-adam, optim-adagrad, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-copy, arch-coverage, comb-ensemble, search-beam, task-lm, task-seq2seq 3 Data-to-text Generation with Entity Modeling Ratish Puduppully, Li Dong, Mirella Lapata https://www.aclweb.org/anthology/P19-1195.pdf
2019 ACL # optim-adam, reg-dropout, adv-train, latent-vae, latent-topic 0 Topic Modeling with Wasserstein Autoencoders Feng Nan, Ran Ding, Ramesh Nallapati, Bing Xiang https://www.aclweb.org/anthology/P19-1640.pdf
2019 ACL # optim-adagrad, reg-dropout, norm-batch, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, task-lm, task-seq2seq 0 Training Hybrid Language Models by Marginalizing over Segmentations Edouard Grave, Sainbayar Sukhbaatar, Piotr Bojanowski, Armand Joulin https://www.aclweb.org/anthology/P19-1143.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-adam, reg-dropout, train-mll, pre-bert, task-seqlab, task-lm, task-relation 18 How Multilingual is Multilingual BERT? Telmo Pires, Eva Schlinger, Dan Garrette https://www.aclweb.org/anthology/P19-1493.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, norm-gradient, arch-lstm, arch-bilstm, arch-att, pre-word2vec 5 Are You Convinced? Choosing the More Convincing Evidence with a Siamese Network Martin Gleize, Eyal Shnarch, Leshem Choshen, Lena Dankin, Guy Moshkowich, Ranit Aharonov, Noam Slonim https://www.aclweb.org/anthology/P19-1093.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 # optim-adam, reg-dropout, norm-layer, train-active, arch-lstm, arch-bilstm, arch-att, pre-glove, pre-elmo, pre-bert, struct-crf, task-lm 0 Learning Emphasis Selection for Written Text in Visual Media from Crowd-Sourced Label Distributions Amirreza Shirani, Franck Dernoncourt, Paul Asente, Nedim Lipka, Seokhwan Kim, Jose Echevarria, Thamar Solorio https://www.aclweb.org/anthology/P19-1112.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-coverage, pre-glove, pre-skipthought, pre-elmo, pre-bert, adv-train, task-textpair, task-lm, task-cloze, task-relation 2 DisSent: Learning Sentence Representations from Explicit Discourse Relations Allen Nie, Erin Bennett, Noah Goodman https://www.aclweb.org/anthology/P19-1442.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, reg-dropout, train-mll, arch-lstm, arch-bilstm, arch-coverage, arch-subword, task-textpair, task-condlm, task-seq2seq 1 Simple and Effective Paraphrastic Similarity from Parallel Translations John Wieting, Kevin Gimpel, Graham Neubig, Taylor Berg-Kirkpatrick https://www.aclweb.org/anthology/P19-1453.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, reg-dropout, arch-lstm, arch-cnn, arch-att, arch-coverage, nondif-reinforce, task-seq2seq 1 DIAG-NRE: A Neural Pattern Diagnosis Framework for Distantly Supervised Neural Relation Extraction Shun Zheng, Xu Han, Yankai Lin, Peilin Yu, Lu Chen, Ling Huang, Zhiyuan Liu, Wei Xu https://www.aclweb.org/anthology/P19-1137.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-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 # optim-adam, init-glorot, reg-dropout, reg-decay, train-mtl, arch-lstm, arch-bilstm, arch-att, task-condlm, task-seq2seq 1 Storyboarding of Recipes: Grounded Contextual Generation Khyathi Chandu, Eric Nyberg, Alan W Black https://www.aclweb.org/anthology/P19-1606.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-lstm, arch-bilstm, arch-treelstm, arch-att, arch-coverage, search-beam, search-viterbi, pre-elmo, struct-crf, task-seqlab, task-seq2seq, task-tree 0 Span-Level Model for Relation Extraction Kalpit Dixit, Yaser Al-Onaizan https://www.aclweb.org/anthology/P19-1525.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, 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 # 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-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-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 # 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, train-augment, arch-att, arch-subword, arch-transformer, task-lm, task-seq2seq 2 Soft Contextual Data Augmentation for Neural Machine Translation Fei Gao, Jinhua Zhu, Lijun Wu, Yingce Xia, Tao Qin, Xueqi Cheng, Wengang Zhou, Tie-Yan Liu https://www.aclweb.org/anthology/P19-1555.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, optim-projection, reg-dropout, train-mll, arch-coverage, arch-subword, pre-glove, loss-svd, loss-margin, task-textpair 1 Generalized Tuning of Distributional Word Vectors for Monolingual and Cross-Lingual Lexical Entailment Goran Glavaš, Ivan Vulić https://www.aclweb.org/anthology/P19-1476.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, 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, reg-stopping, train-transfer, arch-gru, arch-gcnn, arch-cnn, arch-att, task-textclass, task-textpair, task-lm, task-seq2seq 0 Hierarchical Transfer Learning for Multi-label Text Classification Siddhartha Banerjee, Cem Akkaya, Francisco Perez-Sorrosal, Kostas Tsioutsiouliklis https://www.aclweb.org/anthology/P19-1633.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 # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, arch-transformer, pre-glove, pre-bert, task-textclass, task-seqlab, task-seq2seq 4 DocRED: A Large-Scale Document-Level Relation Extraction Dataset Yuan Yao, Deming Ye, Peng Li, Xu Han, Yankai Lin, Zhenghao Liu, Zhiyuan Liu, Lixin Huang, Jie Zhou, Maosong Sun https://www.aclweb.org/anthology/P19-1074.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-bilstm, arch-treelstm, arch-att, pre-word2vec, pre-elmo, pre-bert, task-textpair, task-seq2seq, task-alignment 0 Putting Evaluation in Context: Contextual Embeddings Improve Machine Translation Evaluation Nitika Mathur, Timothy Baldwin, Trevor Cohn https://www.aclweb.org/anthology/P19-1269.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 # 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-adagrad, reg-dropout, train-mll, pool-mean, arch-gnn, arch-att, arch-selfatt, arch-subword, loss-triplet 7 Multi-Channel Graph Neural Network for Entity Alignment Yixin Cao, Zhiyuan Liu, Chengjiang Li, Zhiyuan Liu, Juanzi Li, Tat-Seng Chua https://www.aclweb.org/anthology/P19-1140.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-sgd, optim-adam, reg-dropout, train-mll, arch-lstm, arch-att, arch-subword, pre-elmo, task-textpair, task-lm, task-seq2seq 0 Towards Language Agnostic Universal Representations Armen Aghajanyan, Xia Song, Saurabh Tiwary https://www.aclweb.org/anthology/P19-1395.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, 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 # optim-adam, reg-dropout, reg-stopping, reg-patience, train-mll, arch-lstm, arch-subword, task-lm, task-seq2seq, task-relation 0 Better Character Language Modeling through Morphology Terra Blevins, Luke Zettlemoyer https://www.aclweb.org/anthology/P19-1156.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, train-augment, arch-lstm, arch-att, arch-subword, arch-transformer, adv-examp, task-seq2seq 5 Robust Neural Machine Translation with Joint Textual and Phonetic Embedding Hairong Liu, Mingbo Ma, Liang Huang, Hao Xiong, Zhongjun He https://www.aclweb.org/anthology/P19-1291.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, struct-crf, task-textclass 0 Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes Jie Cao, Michael Tanana, Zac Imel, Eric Poitras, David Atkins, Vivek Srikumar https://www.aclweb.org/anthology/P19-1563.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-att, arch-residual, arch-gating, arch-subword, arch-transformer, comb-ensemble, search-beam, task-textclass, task-seq2seq 1 Depth Growing for Neural Machine Translation Lijun Wu, Yiren Wang, Yingce Xia, Fei Tian, Fei Gao, Tao Qin, Jianhuang Lai, Tie-Yan Liu https://www.aclweb.org/anthology/P19-1558.pdf
2019 ACL # optim-sgd, optim-adam, init-glorot, reg-dropout, arch-lstm, arch-att, arch-memo, pre-word2vec, latent-topic, task-textpair, task-seqlab, task-condlm 1 Aspect Sentiment Classification Towards Question-Answering with Reinforced Bidirectional Attention Network Jingjing Wang, Changlong Sun, Shoushan Li, Xiaozhong Liu, Luo Si, Min Zhang, Guodong Zhou https://www.aclweb.org/anthology/P19-1345.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, reg-dropout, norm-batch, norm-gradient, train-transfer, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-memo, comb-ensemble, pre-elmo, loss-cca, task-lm, task-seq2seq, task-alignment 1 Multimodal and Multi-view Models for Emotion Recognition Gustavo Aguilar, Viktor Rozgic, Weiran Wang, Chao Wang https://www.aclweb.org/anthology/P19-1095.pdf
2019 ACL # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, pre-glove, task-spanlab, task-seq2seq 0 Inferential Machine Comprehension: Answering Questions by Recursively Deducing the Evidence Chain from Text Jianxing Yu, Zhengjun Zha, Jian Yin https://www.aclweb.org/anthology/P19-1217.pdf
2019 ACL # optim-adam, reg-dropout, activ-relu, pool-max, pool-mean, arch-cnn, pre-glove, task-textclass, task-lm, task-seq2seq 4 MOROCO: The Moldavian and Romanian Dialectal Corpus Andrei Butnaru, Radu Tudor Ionescu https://www.aclweb.org/anthology/P19-1068.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 # 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, reg-dropout, train-augment, arch-lstm, arch-att, arch-copy, pre-bert, struct-cfg, task-seq2seq, task-tree 4 Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation Jiaqi Guo, Zecheng Zhan, Yan Gao, Yan Xiao, Jian-Guang Lou, Ting Liu, Dongmei Zhang https://www.aclweb.org/anthology/P19-1444.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 # 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 # 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-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-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-att, task-textclass, task-seqlab 0 You Write like You Eat: Stylistic Variation as a Predictor of Social Stratification Angelo Basile, Albert Gatt, Malvina Nissim https://www.aclweb.org/anthology/P19-1246.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, train-transfer, arch-att, arch-selfatt, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-greedy, search-beam, pre-glove, task-spanlab, task-seq2seq, task-tree 1 Complex Question Decomposition for Semantic Parsing Haoyu Zhang, Jingjing Cai, Jianjun Xu, Ji Wang https://www.aclweb.org/anthology/P19-1440.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 # reg-dropout, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-subword, latent-topic, task-textclass 0 Topic Tensor Network for Implicit Discourse Relation Recognition in Chinese Sheng Xu, Peifeng Li, Fang Kong, Qiaoming Zhu, Guodong Zhou https://www.aclweb.org/anthology/P19-1058.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, train-mll, train-transfer, arch-lstm, arch-memo, pre-glove, latent-topic, task-lm, task-alignment 1 Towards Automating Healthcare Question Answering in a Noisy Multilingual Low-Resource Setting Jeanne E. Daniel, Willie Brink, Ryan Eloff, Charles Copley https://www.aclweb.org/anthology/P19-1090.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 # 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 # reg-dropout, arch-att, arch-subword, search-beam, task-seq2seq 2 Training Neural Machine Translation to Apply Terminology Constraints Georgiana Dinu, Prashant Mathur, Marcello Federico, Yaser Al-Onaizan https://www.aclweb.org/anthology/P19-1294.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, reg-decay, norm-layer, train-augment, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-transformer, search-greedy, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq, task-tree, task-graph 2 Generating Logical Forms from Graph Representations of Text and Entities Peter Shaw, Philip Massey, Angelica Chen, Francesco Piccinno, Yasemin Altun https://www.aclweb.org/anthology/P19-1010.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 # optim-adam, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-fasttext, adv-train, task-textclass, task-seqlab, task-lm 0 Neural Temporality Adaptation for Document Classification: Diachronic Word Embeddings and Domain Adaptation Models Xiaolei Huang, Michael J. Paul https://www.aclweb.org/anthology/P19-1403.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-word2vec, pre-glove, task-textclass 2 From Surrogacy to Adoption; From Bitcoin to Cryptocurrency: Debate Topic Expansion Roy Bar-Haim, Dalia Krieger, Orith Toledo-Ronen, Lilach Edelstein, Yonatan Bilu, Alon Halfon, Yoav Katz, Amir Menczel, Ranit Aharonov, Noam Slonim https://www.aclweb.org/anthology/P19-1094.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, arch-lstm, arch-att, arch-selfatt, arch-memo, arch-coverage, comb-ensemble, pre-glove, task-tree 0 Improving Question Answering over Incomplete KBs with Knowledge-Aware Reader Wenhan Xiong, Mo Yu, Shiyu Chang, Xiaoxiao Guo, William Yang Wang https://www.aclweb.org/anthology/P19-1417.pdf
2019 ACL # reg-dropout, train-transfer, train-active, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, task-textclass, task-seqlab 1 The Language of Legal and Illegal Activity on the Darknet Leshem Choshen, Dan Eldad, Daniel Hershcovich, Elior Sulem, Omri Abend https://www.aclweb.org/anthology/P19-1419.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, reg-dropout, train-transfer, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, pre-elmo, pre-bert, adv-train, task-textclass, task-lm, task-seq2seq, task-relation 2 Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction Christoph Alt, Marc Hübner, Leonhard Hennig https://www.aclweb.org/anthology/P19-1134.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, 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 # 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, reg-dropout, train-active, arch-att, arch-memo, arch-transformer, pre-word2vec, pre-fasttext, latent-vae, loss-nce, task-seq2seq 1 Improving Neural Conversational Models with Entropy-Based Data Filtering Richárd Csáky, Patrik Purgai, Gábor Recski https://www.aclweb.org/anthology/P19-1567.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-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, reg-dropout, arch-gru, arch-att, arch-memo, arch-copy, search-greedy, loss-nce, task-seq2seq 0 A Working Memory Model for Task-oriented Dialog Response Generation Xiuyi Chen, Jiaming Xu, Bo Xu https://www.aclweb.org/anthology/P19-1258.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, arch-lstm, arch-cnn, arch-att, arch-coverage, arch-transformer, search-beam, loss-margin, task-seq2seq 4 Neural Relation Extraction for Knowledge Base Enrichment Bayu Distiawan Trisedya, Gerhard Weikum, Jianzhong Qi, Rui Zhang https://www.aclweb.org/anthology/P19-1023.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, 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, reg-dropout, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-glove, task-spanlab, task-seq2seq 2 Explicit Utilization of General Knowledge in Machine Reading Comprehension Chao Wang, Hui Jiang https://www.aclweb.org/anthology/P19-1219.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, comb-ensemble, pre-glove, latent-topic, task-condlm 1 Categorizing and Inferring the Relationship between the Text and Image of Twitter Posts Alakananda Vempala, Daniel Preoţiuc-Pietro https://www.aclweb.org/anthology/P19-1272.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-att, arch-selfatt, arch-transformer, pre-bert, task-lm 0 BERT-based Lexical Substitution Wangchunshu Zhou, Tao Ge, Ke Xu, Furu Wei, Ming Zhou https://www.aclweb.org/anthology/P19-1328.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, reg-dropout, pool-max, arch-att, pre-word2vec, pre-glove 2 Figurative Usage Detection of Symptom Words to Improve Personal Health Mention Detection Adith Iyer, Aditya Joshi, Sarvnaz Karimi, Ross Sparks, Cecile Paris https://www.aclweb.org/anthology/P19-1108.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 # 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, reg-worddropout, reg-stopping, reg-patience, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-glove, pre-bert, task-relation, task-tree, task-graph, task-alignment 4 Compositional Semantic Parsing across Graphbanks Matthias Lindemann, Jonas Groschwitz, Alexander Koller https://www.aclweb.org/anthology/P19-1450.pdf
2019 ACL # reg-dropout, reg-worddropout, reg-labelsmooth, arch-att, arch-residual, arch-memo, arch-transformer, comb-ensemble, pre-bert, task-lm, task-seq2seq 0 Cross-Sentence Grammatical Error Correction Shamil Chollampatt, Weiqi Wang, Hwee Tou Ng https://www.aclweb.org/anthology/P19-1042.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, reg-dropout, train-mtl, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-paravec, pre-bert, adv-examp, task-spanlab 2 Retrieve, Read, Rerank: Towards End-to-End Multi-Document Reading Comprehension Minghao Hu, Yuxing Peng, Zhen Huang, Dongsheng Li https://www.aclweb.org/anthology/P19-1221.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-glove, pre-elmo, pre-bert, struct-crf, task-textpair, task-seqlab, task-spanlab, task-seq2seq 2 Augmenting Neural Networks with First-order Logic Tao Li, Vivek Srikumar https://www.aclweb.org/anthology/P19-1028.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, reg-dropout, norm-batch, norm-gradient, arch-lstm, arch-att, arch-coverage, pre-glove, task-textclass, task-textpair, task-seq2seq 2 Selection Bias Explorations and Debias Methods for Natural Language Sentence Matching Datasets Guanhua Zhang, Bing Bai, Jian Liang, Kun Bai, Shiyu Chang, Mo Yu, Conghui Zhu, Tiejun Zhao https://www.aclweb.org/anthology/P19-1435.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, struct-hmm, task-textpair, task-lm, task-seq2seq 1 Knowledge-aware Pronoun Coreference Resolution Hongming Zhang, Yan Song, Yangqiu Song, Dong Yu https://www.aclweb.org/anthology/P19-1083.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, reg-dropout, arch-lstm, arch-att, arch-coverage, search-beam, pre-glove, task-seq2seq 0 Argument Generation with Retrieval, Planning, and Realization Xinyu Hua, Zhe Hu, Lu Wang https://www.aclweb.org/anthology/P19-1255.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-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, 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, 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-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-sgd, optim-adam, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-memo, comb-ensemble, pre-word2vec, struct-crf, task-seq2seq 0 Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in Texts Rui Xia, Zixiang Ding https://www.aclweb.org/anthology/P19-1096.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 # optim-adam, reg-dropout, pool-max, comb-ensemble, adv-train, task-textclass, meta-arch 1 Incorporating Priors with Feature Attribution on Text Classification Frederick Liu, Besim Avci https://www.aclweb.org/anthology/P19-1631.pdf
2019 ACL # reg-dropout, arch-lstm, arch-cnn, pre-word2vec, struct-crf, struct-cfg, meta-arch 1 AutoML Strategy Based on Grammatical Evolution: A Case Study about Knowledge Discovery from Text Suilan Estevez-Velarde, Yoan Gutiérrez, Andrés Montoyo, Yudivián Almeida-Cruz https://www.aclweb.org/anthology/P19-1428.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, arch-att, arch-memo, arch-bilinear 1 A2N: Attending to Neighbors for Knowledge Graph Inference Trapit Bansal, Da-Cheng Juan, Sujith Ravi, Andrew McCallum https://www.aclweb.org/anthology/P19-1431.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-textclass, task-textpair, task-seqlab 2 Robust Representation Learning of Biomedical Names Minh C. Phan, Aixin Sun, Yi Tay https://www.aclweb.org/anthology/P19-1317.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, 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 # optim-adam, reg-dropout, train-mll, train-transfer, pool-max, pool-kmax, arch-lstm, arch-cnn, arch-att, arch-subword, comb-ensemble, pre-fasttext, task-lm, task-seq2seq, task-lexicon, task-alignment 0 Improving Low-Resource Cross-lingual Document Retrieval by Reranking with Deep Bilingual Representations Rui Zhang, Caitlin Westerfield, Sungrok Shim, Garrett Bingham, Alexander Fabbri, William Hu, Neha Verma, Dragomir Radev https://www.aclweb.org/anthology/P19-1306.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-bert, adv-examp, adv-train, latent-vae, task-textclass, task-textpair, task-seq2seq 0 Soft Representation Learning for Sparse Transfer Haeju Park, Jinyoung Yeo, Gengyu Wang, Seung-won Hwang https://www.aclweb.org/anthology/P19-1151.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, reg-dropout, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-memo, pre-glove, pre-bert, task-spanlab, task-seq2seq 4 Conversing by Reading: Contentful Neural Conversation with On-demand Machine Reading Lianhui Qin, Michel Galley, Chris Brockett, Xiaodong Liu, Xiang Gao, Bill Dolan, Yejin Choi, Jianfeng Gao https://www.aclweb.org/anthology/P19-1539.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, reg-stopping, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, latent-vae, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-tree 2 Unsupervised Question Answering by Cloze Translation Patrick Lewis, Ludovic Denoyer, Sebastian Riedel https://www.aclweb.org/anthology/P19-1484.pdf
2019 ACL # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-coverage, arch-subword, search-beam, pre-elmo, task-spanlab, task-lm, task-seq2seq, task-relation 0 Generating Question-Answer Hierarchies Kalpesh Krishna, Mohit Iyyer https://www.aclweb.org/anthology/P19-1224.pdf
2019 ACL # init-glorot, reg-dropout, train-transfer, arch-att, pre-elmo, loss-cca, task-seq2seq 2 Fine-Grained Temporal Relation Extraction Siddharth Vashishtha, Benjamin Van Durme, Aaron Steven White https://www.aclweb.org/anthology/P19-1280.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-dropout, train-mll, arch-lstm, arch-att, task-seq2seq 1 Neural Text Simplification of Clinical Letters with a Domain Specific Phrase Table Matthew Shardlow, Raheel Nawaz https://www.aclweb.org/anthology/P19-1037.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, reg-dropout, train-transfer, arch-lstm, arch-bilstm, adv-train, loss-nce, task-seqlab, task-relation 2 Reinforced Training Data Selection for Domain Adaptation Miaofeng Liu, Yan Song, Hongbin Zou, Tong Zhang https://www.aclweb.org/anthology/P19-1189.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, 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, 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, reg-dropout, reg-decay, reg-labelsmooth, train-mll, train-transfer, arch-att, arch-selfatt, arch-transformer, comb-ensemble, search-beam, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-cloze 1 A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning Gonçalo M. Correia, André F. T. Martins https://www.aclweb.org/anthology/P19-1292.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 # reg-dropout, train-mll, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-coverage, task-seq2seq, task-lexicon 1 Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering Peng Wu, Shujian Huang, Rongxiang Weng, Zaixiang Zheng, Jianbing Zhang, Xiaohui Yan, Jiajun Chen https://www.aclweb.org/anthology/P19-1616.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 # 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 # optim-adam, optim-projection, reg-dropout, arch-cnn, arch-att, arch-bilinear 4 Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs Deepak Nathani, Jatin Chauhan, Charu Sharma, Manohar Kaul https://www.aclweb.org/anthology/P19-1466.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 # optim-adam, reg-dropout, reg-stopping, train-parallel, arch-lstm, arch-att, comb-ensemble, task-seqlab, task-seq2seq 0 FIESTA: Fast IdEntification of State-of-The-Art models using adaptive bandit algorithms Henry Moss, Andrew Moore, David Leslie, Paul Rayson https://www.aclweb.org/anthology/P19-1281.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, 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, reg-dropout, train-transfer, arch-lstm, arch-att, arch-memo, task-seq2seq 1 Learning to Control the Fine-grained Sentiment for Story Ending Generation Fuli Luo, Damai Dai, Pengcheng Yang, Tianyu Liu, Baobao Chang, Zhifang Sui, Xu Sun https://www.aclweb.org/anthology/P19-1603.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 # optim-adam, reg-dropout, train-transfer, arch-lstm, arch-att, task-tree 1 Pre-Learning Environment Representations for Data-Efficient Neural Instruction Following David Gaddy, Dan Klein https://www.aclweb.org/anthology/P19-1188.pdf
2019 ACL # optim-sgd, reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-copy, arch-coverage, comb-ensemble, pre-glove, task-seq2seq 1 A Simple Recipe towards Reducing Hallucination in Neural Surface Realisation Feng Nie, Jin-Ge Yao, Jinpeng Wang, Rong Pan, Chin-Yew Lin https://www.aclweb.org/anthology/P19-1256.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, train-transfer, arch-lstm, adv-train, task-lm, task-seq2seq, task-relation 0 Task Refinement Learning for Improved Accuracy and Stability of Unsupervised Domain Adaptation Yftah Ziser, Roi Reichart https://www.aclweb.org/anthology/P19-1591.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, 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, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-glove, pre-bert, adv-examp, adv-train, task-textpair 17 Probing Neural Network Comprehension of Natural Language Arguments Timothy Niven, Hung-Yu Kao https://www.aclweb.org/anthology/P19-1459.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-adagrad, reg-dropout, reg-norm, norm-gradient, train-mtl, arch-lstm, arch-bilstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, pre-glove, task-seq2seq, task-graph 0 Tree Communication Models for Sentiment Analysis Yuan Zhang, Yue Zhang https://www.aclweb.org/anthology/P19-1342.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 # optim-adam, reg-dropout, reg-labelsmooth, arch-lstm, arch-cnn, arch-att, arch-coverage, arch-transformer, latent-topic, task-seq2seq 3 Generating Summaries with Topic Templates and Structured Convolutional Decoders Laura Perez-Beltrachini, Yang Liu, Mirella Lapata https://www.aclweb.org/anthology/P19-1504.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, pool-max, arch-lstm, arch-bilstm, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, loss-margin, task-seqlab, task-seq2seq 15 Margin-based Parallel Corpus Mining with Multilingual Sentence Embeddings Mikel Artetxe, Holger Schwenk https://www.aclweb.org/anthology/P19-1309.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 # init-glorot, reg-dropout, arch-att, task-tree 0 Duality of Link Prediction and Entailment Graph Induction Mohammad Javad Hosseini, Shay B. Cohen, Mark Johnson, Mark Steedman https://www.aclweb.org/anthology/P19-1468.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, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-glove, pre-paravec, pre-bert, task-relation 1 Multi-Task Learning for Coherence Modeling Youmna Farag, Helen Yannakoudakis https://www.aclweb.org/anthology/P19-1060.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-stopping, reg-patience, train-active, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-glove, pre-bert, struct-cfg, adv-train, latent-vae, latent-topic, task-textclass, task-lm 1 Variational Pretraining for Semi-supervised Text Classification Suchin Gururangan, Tam Dang, Dallas Card, Noah A. Smith https://www.aclweb.org/anthology/P19-1590.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 # reg-dropout, reg-stopping, arch-att, pre-word2vec, pre-glove, latent-vae, task-seqlab 1 Boosting Entity Linking Performance by Leveraging Unlabeled Documents Phong Le, Ivan Titov https://www.aclweb.org/anthology/P19-1187.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-cnn, arch-att, comb-ensemble, adv-train, latent-vae, latent-topic, task-textclass, task-seq2seq 0 Semi-supervised Stochastic Multi-Domain Learning using Variational Inference Yitong Li, Timothy Baldwin, Trevor Cohn https://www.aclweb.org/anthology/P19-1186.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, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-lstm, pre-glove, pre-skipthought, pre-elmo, task-textclass, task-textpair, task-lm, task-seq2seq 0 Encouraging Paragraph Embeddings to Remember Sentence Identity Improves Classification Tu Vu, Mohit Iyyer https://www.aclweb.org/anthology/P19-1638.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-treelstm, pre-elmo, struct-crf, latent-vae, task-lm, task-tree 0 Latent Variable Sentiment Grammar Liwen Zhang, Kewei Tu, Yue Zhang https://www.aclweb.org/anthology/P19-1457.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, optim-projection, reg-dropout, reg-norm, reg-labelsmooth, train-mll, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, task-seqlab, task-seq2seq, task-relation 3 Leveraging Local and Global Patterns for Self-Attention Networks Mingzhou Xu, Derek F. Wong, Baosong Yang, Yue Zhang, Lidia S. Chao https://www.aclweb.org/anthology/P19-1295.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 # 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, 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, 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 # reg-dropout, reg-stopping, train-transfer, arch-lstm, arch-bilstm, arch-att, pre-word2vec, pre-bert, struct-crf, latent-topic, task-seqlab, task-relation 2 Neural Aspect and Opinion Term Extraction with Mined Rules as Weak Supervision Hongliang Dai, Yangqiu Song https://www.aclweb.org/anthology/P19-1520.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, struct-crf, adv-train, task-seqlab, task-lm 2 Adversarial Multitask Learning for Joint Multi-Feature and Multi-Dialect Morphological Modeling Nasser Zalmout, Nizar Habash https://www.aclweb.org/anthology/P19-1173.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, reg-dropout, reg-stopping, norm-layer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-fasttext, task-lm 13 COMET: Commonsense Transformers for Automatic Knowledge Graph Construction Antoine Bosselut, Hannah Rashkin, Maarten Sap, Chaitanya Malaviya, Asli Celikyilmaz, Yejin Choi https://www.aclweb.org/anthology/P19-1470.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-transformer, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-cloze 116 Multi-Task Deep Neural Networks for Natural Language Understanding Xiaodong Liu, Pengcheng He, Weizhu Chen, Jianfeng Gao https://www.aclweb.org/anthology/P19-1441.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 # 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 # 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, 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, reg-dropout, train-mtl, train-mll, train-transfer, train-active, arch-lstm, arch-bilstm, arch-att, arch-bilinear, comb-ensemble, search-viterbi, pre-elmo, task-seqlab, task-lm, task-relation, task-tree 1 Semi-supervised Domain Adaptation for Dependency Parsing Zhenghua Li, Xue Peng, Min Zhang, Rui Wang, Luo Si https://www.aclweb.org/anthology/P19-1229.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 # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, search-beam, pre-glove, pre-elmo, task-spanlab 2 Exploiting Explicit Paths for Multi-hop Reading Comprehension Souvik Kundu, Tushar Khot, Ashish Sabharwal, Peter Clark https://www.aclweb.org/anthology/P19-1263.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-glove, task-textclass, task-seq2seq 0 Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis Jialong Tang, Ziyao Lu, Jinsong Su, Yubin Ge, Linfeng Song, Le Sun, Jiebo Luo https://www.aclweb.org/anthology/P19-1053.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-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 # 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 # optim-sgd, reg-dropout, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-bert, struct-crf, task-spanlab, task-lm 0 Eliciting Knowledge from Experts: Automatic Transcript Parsing for Cognitive Task Analysis Junyi Du, He Jiang, Jiaming Shen, Xiang Ren https://www.aclweb.org/anthology/P19-1420.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, pool-max, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-memo, pre-bert, struct-crf, task-seqlab, task-spanlab 6 Dynamically Fused Graph Network for Multi-hop Reasoning Lin Qiu, Yunxuan Xiao, Yanru Qu, Hao Zhou, Lei Li, Weinan Zhang, Yong Yu https://www.aclweb.org/anthology/P19-1617.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-sgd, optim-adam, init-glorot, reg-dropout, reg-patience, train-mtl, train-mll, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-gating, search-viterbi, pre-glove, struct-crf, adv-examp, task-seqlab, task-lm, task-seq2seq 1 Sentiment Tagging with Partial Labels using Modular Architectures Xiao Zhang, Dan Goldwasser https://www.aclweb.org/anthology/P19-1055.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, 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 # optim-sgd, optim-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-lstm, arch-subword, pre-word2vec, pre-elmo, adv-train, loss-svd, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon, task-alignment 1 Unsupervised Multilingual Word Embedding with Limited Resources using Neural Language Models Takashi Wada, Tomoharu Iwata, Yuji Matsumoto https://www.aclweb.org/anthology/P19-1300.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, 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-projection, reg-dropout, arch-transformer, pre-word2vec, pre-glove, pre-bert, adv-feat, task-seq2seq 1 Gender-preserving Debiasing for Pre-trained Word Embeddings Masahiro Kaneko, Danushka Bollegala https://www.aclweb.org/anthology/P19-1160.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 # optim-sgd, optim-adam, init-glorot, reg-dropout, reg-stopping, reg-patience, arch-lstm, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, task-textclass, task-seq2seq 0 Unraveling Antonym’s Word Vectors through a Siamese-like Network Mathias Etcheverry, Dina Wonsever https://www.aclweb.org/anthology/P19-1319.pdf
2019 ACL # optim-adagrad, reg-dropout, arch-att, arch-selfatt, arch-transformer, task-lm, task-seq2seq 11 Adaptive Attention Span in Transformers Sainbayar Sukhbaatar, Edouard Grave, Piotr Bojanowski, Armand Joulin https://www.aclweb.org/anthology/P19-1032.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 # optim-sgd, optim-projection, reg-dropout, reg-stopping, norm-layer, train-mll, train-transfer, train-parallel, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-bert, task-lm, task-seq2seq 1 Simple, Scalable Adaptation for Neural Machine Translation Ankur Bapna, Orhan Firat https://www.aclweb.org/anthology/D19-1165.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, activ-relu, arch-lstm, struct-crf, latent-vae, task-seqlab 0 Combining Spans into Entities: A Neural Two-Stage Approach for Recognizing Discontiguous Entities Bailin Wang, Wei Lu https://www.aclweb.org/anthology/D19-1644.pdf
2019 EMNLP # optim-sgd, reg-dropout, reg-patience, arch-lstm, latent-vae, task-textpair, task-lm 1 A Surprisingly Effective Fix for Deep Latent Variable Modeling of Text Bohan Li, Junxian He, Graham Neubig, Taylor Berg-Kirkpatrick, Yiming Yang https://www.aclweb.org/anthology/D19-1370.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 # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm, task-relation, task-tree 0 Syntax-aware Multilingual Semantic Role Labeling Shexia He, Zuchao Li, Hai Zhao https://www.aclweb.org/anthology/D19-1538.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 # optim-adam, optim-projection, reg-dropout, reg-decay, train-mll, train-transfer, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-coverage, arch-transformer, struct-crf, task-seqlab 1 Low-Resource Name Tagging Learned with Weakly Labeled Data Yixin Cao, Zikun Hu, Tat-seng Chua, Zhiyuan Liu, Heng Ji https://www.aclweb.org/anthology/D19-1025.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, pool-max, arch-gru, arch-gnn, arch-cnn, arch-att, arch-coverage, task-seq2seq 0 Learning to Update Knowledge Graphs by Reading News Jizhi Tang, Yansong Feng, Dongyan Zhao https://www.aclweb.org/anthology/D19-1265.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, reg-dropout, train-mll, arch-att, arch-subword, arch-transformer, pre-fasttext, pre-bert, adv-train, task-lm, task-seq2seq, task-alignment 0 Explicit Cross-lingual Pre-training for Unsupervised Machine Translation Shuo Ren, Yu Wu, Shujie Liu, Ming Zhou, Shuai Ma https://www.aclweb.org/anthology/D19-1071.pdf
2019 EMNLP # reg-dropout, pool-max, arch-lstm, arch-att, arch-transformer, comb-ensemble, pre-elmo, pre-bert, task-textpair, task-spanlab, task-lm, task-seq2seq 0 Aggregating Bidirectional Encoder Representations Using MatchLSTM for Sequence Matching Bo Shao, Yeyun Gong, Weizhen Qi, Nan Duan, Xiaola Lin https://www.aclweb.org/anthology/D19-1626.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-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 # reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-coverage, pre-glove, pre-elmo, pre-bert, loss-svd, task-lm 0 Detect Camouflaged Spam Content via StoneSkipping: Graph and Text Joint Embedding for Chinese Character Variation Representation Zhuoren Jiang, Zhe Gao, Guoxiu He, Yangyang Kang, Changlong Sun, Qiong Zhang, Luo Si, Xiaozhong Liu https://www.aclweb.org/anthology/D19-1640.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-lstm, arch-att, arch-selfatt, arch-gating, arch-coverage, pre-fasttext, pre-bert, task-spanlab, task-lm 1 Interactive Language Learning by Question Answering Xingdi Yuan, Marc-Alexandre Côté, Jie Fu, Zhouhan Lin, Chris Pal, Yoshua Bengio, Adam Trischler https://www.aclweb.org/anthology/D19-1280.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-adam, reg-dropout, reg-stopping, reg-norm, reg-decay, arch-lstm, arch-bilstm, arch-bilinear, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation 1 Designing and Interpreting Probes with Control Tasks John Hewitt, Percy Liang https://www.aclweb.org/anthology/D19-1275.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-cnn, pre-glove, struct-crf, latent-vae, task-lm 0 Learning with Noisy Labels for Sentence-level Sentiment Classification Hao Wang, Bing Liu, Chaozhuo Li, Yan Yang, Tianrui Li https://www.aclweb.org/anthology/D19-1655.pdf
2019 EMNLP # reg-dropout, train-active, arch-lstm, arch-cnn, comb-ensemble, search-viterbi, struct-crf, latent-vae, task-seqlab 1 A Bayesian Approach for Sequence Tagging with Crowds Edwin D. Simpson, Iryna Gurevych https://www.aclweb.org/anthology/D19-1101.pdf
2019 EMNLP # optim-adam, reg-dropout, pool-max, arch-lstm, arch-att, arch-selfatt, pre-glove, task-spanlab 0 Ranking and Sampling in Open-Domain Question Answering Yanfu Xu, Zheng Lin, Yuanxin Liu, Rui Liu, Weiping Wang, Dan Meng https://www.aclweb.org/anthology/D19-1245.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 # 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-sgd, optim-adam, reg-dropout, train-augment, arch-subword, arch-transformer, task-seq2seq 0 Understanding Data Augmentation in Neural Machine Translation: Two Perspectives towards Generalization Guanlin Li, Lemao Liu, Guoping Huang, Conghui Zhu, Tiejun Zhao https://www.aclweb.org/anthology/D19-1570.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, arch-lstm, arch-cnn, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert 0 An Improved Neural Baseline for Temporal Relation Extraction Qiang Ning, Sanjay Subramanian, Dan Roth https://www.aclweb.org/anthology/D19-1642.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-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, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-bilinear, search-viterbi, pre-glove, pre-elmo, struct-crf, task-seqlab, task-condlm 0 Phrase Grounding by Soft-Label Chain Conditional Random Field Jiacheng Liu, Julia Hockenmaier https://www.aclweb.org/anthology/D19-1515.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, reg-dropout, reg-norm, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-copy, task-seq2seq 0 Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever Libo Qin, Yijia Liu, Wanxiang Che, Haoyang Wen, Yangming Li, Ting Liu https://www.aclweb.org/anthology/D19-1013.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, arch-lstm, arch-att, arch-coverage, arch-subword, pre-elmo, pre-bert, task-textpair, task-lm, task-seq2seq, task-cloze, task-alignment 4 Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual Tasks Haoyang Huang, Yaobo Liang, Nan Duan, Ming Gong, Linjun Shou, Daxin Jiang, Ming Zhou https://www.aclweb.org/anthology/D19-1252.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 # 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 # reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-glove 0 Improving Fine-grained Entity Typing with Entity Linking Hongliang Dai, Donghong Du, Xin Li, Yangqiu Song https://www.aclweb.org/anthology/D19-1643.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, 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 # optim-adam, init-glorot, reg-dropout, reg-decay, train-mll, train-transfer, pool-max, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-cloze, task-relation 22 Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT Shijie Wu, Mark Dredze https://www.aclweb.org/anthology/D19-1077.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-att, pre-elmo, pre-bert, task-textpair, task-seqlab, task-lm 0 Entity, Relation, and Event Extraction with Contextualized Span Representations David Wadden, Ulme Wennberg, Yi Luan, Hannaneh Hajishirzi https://www.aclweb.org/anthology/D19-1585.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 # 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 # reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, latent-vae, task-textpair, task-spanlab, task-seq2seq, task-tree, task-graph 0 Don’t paraphrase, detect! Rapid and Effective Data Collection for Semantic Parsing Jonathan Herzig, Jonathan Berant https://www.aclweb.org/anthology/D19-1394.pdf
2019 EMNLP # reg-dropout, reg-labelsmooth, train-mtl, train-mll, train-augment, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, search-greedy, search-beam, pre-glove, pre-bert, task-seq2seq, task-relation, task-tree, task-graph 2 Broad-Coverage Semantic Parsing as Transduction Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme https://www.aclweb.org/anthology/D19-1392.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-lstm, arch-att, arch-coverage, comb-ensemble, search-beam, pre-glove, latent-vae, task-seq2seq, task-tree, task-graph 0 Learning Semantic Parsers from Denotations with Latent Structured Alignments and Abstract Programs Bailin Wang, Ivan Titov, Mirella Lapata https://www.aclweb.org/anthology/D19-1391.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-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 # 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-adagrad, optim-projection, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-lstm, arch-att, arch-memo, task-seq2seq 4 CAN: Constrained Attention Networks for Multi-Aspect Sentiment Analysis Mengting Hu, Shiwan Zhao, Li Zhang, Keke Cai, Zhong Su, Renhong Cheng, Xiaowei Shen https://www.aclweb.org/anthology/D19-1467.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, reg-dropout, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm 1 Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs Soumya Sharma, Bishal Santra, Abhik Jana, Santosh Tokala, Niloy Ganguly, Pawan Goyal https://www.aclweb.org/anthology/D19-1631.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 # reg-dropout, arch-lstm, nondif-reinforce, task-seq2seq, meta-init 0 Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations Xin Lv, Yuxian Gu, Xu Han, Lei Hou, Juanzi Li, Zhiyuan Liu https://www.aclweb.org/anthology/D19-1334.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-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 # optim-adam, reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, struct-crf, task-textclass, task-extractive, task-lm, task-seq2seq 0 Pretrained Language Models for Sequential Sentence Classification Arman Cohan, Iz Beltagy, Daniel King, Bhavana Dalvi, Dan Weld https://www.aclweb.org/anthology/D19-1383.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-gru, arch-cnn, arch-att, arch-coverage, task-lm 0 Neural News Recommendation with Heterogeneous User Behavior Chuhan Wu, Fangzhao Wu, Mingxiao An, Tao Qi, Jianqiang Huang, Yongfeng Huang, Xing Xie https://www.aclweb.org/anthology/D19-1493.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 # 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 # optim-adam, init-glorot, reg-dropout, train-mtl, train-mll, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-copy, pre-glove, pre-elmo, pre-bert, adv-train, task-spanlab, task-lm, task-seq2seq 2 Adversarial Domain Adaptation for Machine Reading Comprehension Huazheng Wang, Zhe Gan, Xiaodong Liu, Jingjing Liu, Jianfeng Gao, Hongning Wang https://www.aclweb.org/anthology/D19-1254.pdf
2019 EMNLP # reg-dropout, train-transfer, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-glove, task-relation 0 Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction Qinyuan Ye, Liyuan Liu, Maosen Zhang, Xiang Ren https://www.aclweb.org/anthology/D19-1397.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-transformer, pre-bert, latent-vae, task-tree 0 Answering Conversational Questions on Structured Data without Logical Forms Thomas Mueller, Francesco Piccinno, Peter Shaw, Massimo Nicosia, Yasemin Altun https://www.aclweb.org/anthology/D19-1603.pdf
2019 EMNLP # reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, arch-coverage, arch-transformer, pre-elmo, pre-bert, task-lm 1 GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge Luyao Huang, Chi Sun, Xipeng Qiu, Xuanjing Huang https://www.aclweb.org/anthology/D19-1355.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, 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 # 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, reg-dropout, train-mll, train-transfer, arch-cnn, arch-transformer, pre-bert, task-textclass, task-lm, task-seq2seq, task-relation 0 Cross-lingual intent classification in a low resource industrial setting Talaat Khalil, Kornel Kiełczewski, Georgios Christos Chouliaras, Amina Keldibek, Maarten Versteegh https://www.aclweb.org/anthology/D19-1676.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, 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-projection, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-att, comb-ensemble, struct-crf, task-textclass, task-seqlab, task-seq2seq 0 Fine-grained Knowledge Fusion for Sequence Labeling Domain Adaptation Huiyun Yang, Shujian Huang, Xin-Yu Dai, Jiajun Chen https://www.aclweb.org/anthology/D19-1429.pdf
2019 EMNLP # optim-adam, reg-dropout, pool-max, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-coverage, pre-elmo, pre-bert, task-relation 0 MICRON: Multigranular Interaction for Contextualizing RepresentatiON in Non-factoid Question Answering Hojae Han, Seungtaek Choi, Haeju Park, Seung-won Hwang https://www.aclweb.org/anthology/D19-1601.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, reg-dropout, norm-layer, train-mll, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-subword, pre-elmo, pre-bert, struct-crf, loss-triplet, task-seqlab, task-lm, task-seq2seq, task-context 14 Cloze-driven Pretraining of Self-attention Networks Alexei Baevski, Sergey Edunov, Yinhan Liu, Luke Zettlemoyer, Michael Auli https://www.aclweb.org/anthology/D19-1539.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, init-glorot, reg-dropout, reg-stopping, arch-cnn, comb-ensemble, pre-fasttext, task-textclass, task-seqlab 0 Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks Hailong Jin, Lei Hou, Juanzi Li, Tiansi Dong https://www.aclweb.org/anthology/D19-1502.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-amsgrad, reg-dropout, reg-decay, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-coverage, comb-ensemble, search-beam, task-relation 0 A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection Kurt Junshean Espinosa, Makoto Miwa, Sophia Ananiadou https://www.aclweb.org/anthology/D19-1381.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mll, arch-lstm, arch-att, arch-bilinear, pre-fasttext, loss-nce, task-textclass, task-lexicon, task-alignment 0 Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation Yogarshi Vyas, Marine Carpuat https://www.aclweb.org/anthology/D19-1532.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, train-mll, train-transfer, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq 1 The FLORES Evaluation Datasets for Low-Resource Machine Translation: Nepali–English and Sinhala–English Francisco Guzmán, Peng-Jen Chen, Myle Ott, Juan Pino, Guillaume Lample, Philipp Koehn, Vishrav Chaudhary, Marc’Aurelio Ranzato https://www.aclweb.org/anthology/D19-1632.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 # reg-dropout, train-active, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-glove, task-textclass 1 Reporting the Unreported: Event Extraction for Analyzing the Local Representation of Hate Crimes Aida Mostafazadeh Davani, Leigh Yeh, Mohammad Atari, Brendan Kennedy, Gwenyth Portillo Wightman, Elaine Gonzalez, Natalie Delong, Rhea Bhatia, Arineh Mirinjian, Xiang Ren, Morteza Dehghani https://www.aclweb.org/anthology/D19-1580.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 # 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, reg-dropout, train-transfer, arch-lstm, task-textclass 1 Rethinking Cooperative Rationalization: Introspective Extraction and Complement Control Mo Yu, Shiyu Chang, Yang Zhang, Tommi Jaakkola https://www.aclweb.org/anthology/D19-1420.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-layer, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, task-textpair, task-condlm 0 Asynchronous Deep Interaction Network for Natural Language Inference Di Liang, Fubao Zhang, Qi Zhang, Xuanjing Huang https://www.aclweb.org/anthology/D19-1271.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, init-glorot, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, pre-bert, latent-vae 0 Transfer Learning Between Related Tasks Using Expected Label Proportions Matan Ben Noach, Yoav Goldberg https://www.aclweb.org/anthology/D19-1004.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-bert, task-textpair 2 Bridging the Gap between Relevance Matching and Semantic Matching for Short Text Similarity Modeling Jinfeng Rao, Linqing Liu, Yi Tay, Wei Yang, Peng Shi, Jimmy Lin https://www.aclweb.org/anthology/D19-1540.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 # reg-dropout, train-mll, arch-subword, task-seq2seq 0 The Challenges of Optimizing Machine Translation for Low Resource Cross-Language Information Retrieval Constantine Lignos, Daniel Cohen, Yen-Chieh Lien, Pratik Mehta, W. Bruce Croft, Scott Miller https://www.aclweb.org/anthology/D19-1353.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 # reg-dropout, train-mll, arch-att, arch-coverage, arch-subword, arch-transformer, search-beam, loss-nce, task-seqlab, task-lm, task-seq2seq 0 Investigating the Effectiveness of BPE: The Power of Shorter Sequences Matthias Gallé https://www.aclweb.org/anthology/D19-1141.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 # optim-adam, reg-dropout, train-transfer, arch-lstm, latent-vae, task-lm 0 Neural Gaussian Copula for Variational Autoencoder Prince Zizhuang Wang, William Yang Wang https://www.aclweb.org/anthology/D19-1442.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-gru, arch-att, arch-copy, pre-glove, task-seq2seq 0 GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue Jun Quan, Deyi Xiong, Bonnie Webber, Changjian Hu https://www.aclweb.org/anthology/D19-1462.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-adam, reg-dropout, norm-gradient, arch-lstm, arch-att, arch-copy, arch-coverage, search-beam, task-seq2seq 0 Attribute-aware Sequence Network for Review Summarization Junjie Li, Xuepeng Wang, Dawei Yin, Chengqing Zong https://www.aclweb.org/anthology/D19-1297.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, reg-dropout, reg-labelsmooth, arch-att, arch-coverage, arch-subword, arch-transformer, search-beam, loss-nce, task-seqlab, task-seq2seq, task-tree 0 Improving Back-Translation with Uncertainty-based Confidence Estimation Shuo Wang, Yang Liu, Chao Wang, Huanbo Luan, Maosong Sun https://www.aclweb.org/anthology/D19-1073.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, loss-cca, task-seq2seq 0 Context-aware Interactive Attention for Multi-modal Sentiment and Emotion Analysis Dushyant Singh Chauhan, Md Shad Akhtar, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/D19-1566.pdf
2019 EMNLP # optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, comb-ensemble, pre-glove, adv-train, latent-topic, task-textclass, task-seq2seq 0 Adaptive Ensembling: Unsupervised Domain Adaptation for Political Document Analysis Shrey Desai, Barea Sinno, Alex Rosenfeld, Junyi Jessy Li https://www.aclweb.org/anthology/D19-1478.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-att, pre-glove, struct-crf 0 Revealing and Predicting Online Persuasion Strategy with Elementary Units Gaku Morio, Ryo Egawa, Katsuhide Fujita https://www.aclweb.org/anthology/D19-1653.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 # optim-adam, optim-projection, reg-dropout, reg-norm, task-textclass 0 Auditing Deep Learning processes through Kernel-based Explanatory Models Danilo Croce, Daniele Rossini, Roberto Basili https://www.aclweb.org/anthology/D19-1415.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-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, optim-projection, reg-dropout, reg-stopping, train-mll, train-transfer, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, struct-crf, adv-train, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon 0 Low-Resource Sequence Labeling via Unsupervised Multilingual Contextualized Representations Zuyi Bao, Rui Huang, Chen Li, Kenny Zhu https://www.aclweb.org/anthology/D19-1095.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 # reg-dropout, pool-mean, arch-lstm, arch-att, arch-selfatt, arch-copy, task-seq2seq 0 Table-to-Text Generation with Effective Hierarchical Encoder on Three Dimensions (Row, Column and Time) Heng Gong, Xiaocheng Feng, Bing Qin, Ting Liu https://www.aclweb.org/anthology/D19-1310.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, arch-att, pre-elmo, loss-svd 1 An Attentive Fine-Grained Entity Typing Model with Latent Type Representation Ying Lin, Heng Ji https://www.aclweb.org/anthology/D19-1641.pdf
2019 EMNLP # reg-dropout, train-transfer, train-parallel, arch-att, arch-transformer, task-seq2seq 1 Exploiting Multilingualism through Multistage Fine-Tuning for Low-Resource Neural Machine Translation Raj Dabre, Atsushi Fujita, Chenhui Chu https://www.aclweb.org/anthology/D19-1146.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-att, arch-memo, arch-subword, search-beam, pre-glove, pre-bert, nondif-reinforce, task-lm, task-seq2seq 0 Recommendation as a Communication Game: Self-Supervised Bot-Play for Goal-oriented Dialogue Dongyeop Kang, Anusha Balakrishnan, Pararth Shah, Paul Crook, Y-Lan Boureau, Jason Weston https://www.aclweb.org/anthology/D19-1203.pdf
2019 EMNLP # reg-dropout, pool-max, pre-word2vec, pre-skipthought, pre-elmo, pre-bert, task-textclass, task-textpair 1 Efficient Sentence Embedding using Discrete Cosine Transform Nada Almarwani, Hanan Aldarmaki, Mona Diab https://www.aclweb.org/anthology/D19-1380.pdf
2019 EMNLP # optim-sgd, optim-adadelta, reg-dropout, pool-max, arch-cnn, arch-att, arch-memo, adv-train, latent-vae 0 Uncover the Ground-Truth Relations in Distant Supervision: A Neural Expectation-Maximization Framework Junfan Chen, Richong Zhang, Yongyi Mao, Hongyu Guo, Jie Xu https://www.aclweb.org/anthology/D19-1031.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, struct-crf, latent-vae, task-seqlab 0 A Boundary-aware Neural Model for Nested Named Entity Recognition Changmeng Zheng, Yi Cai, Jingyun Xu, Ho-fung Leung, Guandong Xu https://www.aclweb.org/anthology/D19-1034.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 # 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 # 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-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, reg-dropout, train-mll, arch-lstm, arch-att, pre-glove, task-seqlab, task-seq2seq, task-relation, task-tree 0 A Pilot Study for Chinese SQL Semantic Parsing Qingkai Min, Yuefeng Shi, Yue Zhang https://www.aclweb.org/anthology/D19-1377.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, pool-max, arch-lstm, arch-treelstm, arch-cnn, arch-att, arch-subword, pre-fasttext, adv-train, task-textclass, task-seqlab, task-seq2seq, task-relation, task-alignment 0 Cross-lingual Structure Transfer for Relation and Event Extraction Ananya Subburathinam, Di Lu, Heng Ji, Jonathan May, Shih-Fu Chang, Avirup Sil, Clare Voss https://www.aclweb.org/anthology/D19-1030.pdf
2019 EMNLP # optim-sgd, reg-dropout, pool-max, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-word2vec, task-textclass 0 Improving Distantly-Supervised Relation Extraction with Joint Label Embedding Linmei Hu, Luhao Zhang, Chuan Shi, Liqiang Nie, Weili Guan, Cheng Yang https://www.aclweb.org/anthology/D19-1395.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 # optim-adam, optim-projection, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, search-beam, task-seq2seq, task-tree 1 JuICe: A Large Scale Distantly Supervised Dataset for Open Domain Context-based Code Generation Rajas Agashe, Srinivasan Iyer, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1546.pdf
2019 EMNLP # optim-adam, optim-amsgrad, reg-dropout, train-parallel, arch-lstm, arch-bilstm, arch-att, arch-residual, arch-memo, arch-copy, arch-subword, comb-ensemble, pre-bert, task-lm, task-seq2seq 1 Scalable and Accurate Dialogue State Tracking via Hierarchical Sequence Generation Liliang Ren, Jianmo Ni, Julian McAuley https://www.aclweb.org/anthology/D19-1196.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, reg-dropout, activ-tanh, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, pre-bert, task-lm, task-seq2seq, task-relation 1 Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks Binxuan Huang, Kathleen Carley https://www.aclweb.org/anthology/D19-1549.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, reg-dropout, train-mll, arch-att, arch-subword, arch-transformer, comb-ensemble, search-viterbi, pre-fasttext, pre-glove, struct-crf, task-seqlab, task-lm, task-seq2seq, task-lexicon 0 Hierarchical Meta-Embeddings for Code-Switching Named Entity Recognition Genta Indra Winata, Zhaojiang Lin, Jamin Shin, Zihan Liu, Pascale Fung https://www.aclweb.org/anthology/D19-1360.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 # optim-adam, reg-dropout, arch-gnn, arch-cnn, arch-att, latent-topic, loss-svd 0 Reviews Meet Graphs: Enhancing User and Item Representations for Recommendation with Hierarchical Attentive Graph Neural Network Chuhan Wu, Fangzhao Wu, Tao Qi, Suyu Ge, Yongfeng Huang, Xing Xie https://www.aclweb.org/anthology/D19-1494.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, task-textclass 0 Label Embedding using Hierarchical Structure of Labels for Twitter Classification Taro Miyazaki, Kiminobu Makino, Yuka Takei, Hiroki Okamoto, Jun Goto https://www.aclweb.org/anthology/D19-1660.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-elmo, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree 0 Semantic Role Labeling with Iterative Structure Refinement Chunchuan Lyu, Shay B. Cohen, Ivan Titov https://www.aclweb.org/anthology/D19-1099.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-adam, reg-dropout, reg-stopping, train-augment, arch-lstm, arch-att, arch-selfatt, task-textclass, task-seq2seq, task-tree 0 Clause-Wise and Recursive Decoding for Complex and Cross-Domain Text-to-SQL Generation Dongjun Lee https://www.aclweb.org/anthology/D19-1624.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-energy, adv-train 0 Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog Ryuichi Takanobu, Hanlin Zhu, Minlie Huang https://www.aclweb.org/anthology/D19-1010.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, 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 # optim-sgd, optim-projection, reg-dropout, norm-gradient, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-subword, struct-crf, task-seqlab, task-lexicon 0 What Matters for Neural Cross-Lingual Named Entity Recognition: An Empirical Analysis Xiaolei Huang, Jonathan May, Nanyun Peng https://www.aclweb.org/anthology/D19-1672.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, train-active, arch-lstm, arch-bilstm, arch-cnn, search-beam, pre-word2vec, pre-glove, struct-crf, task-textclass, task-seqlab 2 Practical Obstacles to Deploying Active Learning David Lowell, Zachary C. Lipton, Byron C. Wallace https://www.aclweb.org/anthology/D19-1003.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 # 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-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-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 # reg-dropout, pool-max, arch-cnn, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-word2vec, adv-train, task-textclass, task-textpair 0 Self-Attention Enhanced CNNs and Collaborative Curriculum Learning for Distantly Supervised Relation Extraction Yuyun Huang, Jinhua Du https://www.aclweb.org/anthology/D19-1037.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-labelsmooth, train-mll, train-transfer, arch-lstm, task-lm, task-seq2seq, task-relation 0 Cross-lingual Transfer Learning with Data Selection for Large-Scale Spoken Language Understanding Quynh Do, Judith Gaspers https://www.aclweb.org/anthology/D19-1153.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 # 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, reg-dropout, reg-stopping, reg-patience, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, pre-elmo, pre-bert, struct-crf, task-textclass, task-lm, task-seq2seq, task-relation 6 SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy, Kyle Lo, Arman Cohan https://www.aclweb.org/anthology/D19-1371.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-att, arch-copy, arch-coverage, arch-transformer, task-lm, task-seq2seq 0 Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset Bill Byrne, Karthik Krishnamoorthi, Chinnadhurai Sankar, Arvind Neelakantan, Ben Goodrich, Daniel Duckworth, Semih Yavuz, Amit Dubey, Kyu-Young Kim, Andy Cedilnik https://www.aclweb.org/anthology/D19-1459.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 # reg-dropout, train-mtl, arch-lstm, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-beam, pre-glove, task-lm, task-seq2seq, task-graph 0 Sentence-Level Content Planning and Style Specification for Neural Text Generation Xinyu Hua, Lu Wang https://www.aclweb.org/anthology/D19-1055.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, pool-max, arch-lstm, arch-cnn, arch-att, adv-train 0 Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised Data Ruidong Wu, Yuan Yao, Xu Han, Ruobing Xie, Zhiyuan Liu, Fen Lin, Leyu Lin, Maosong Sun https://www.aclweb.org/anthology/D19-1021.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-stopping, pool-max, arch-lstm, arch-bilstm, arch-att, arch-gating, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, task-seqlab, task-spanlab 3 Don’t Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases Christopher Clark, Mark Yatskar, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1418.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-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, init-glorot, reg-dropout, train-mtl, arch-lstm, arch-att, pre-glove, latent-vae, latent-topic, task-seq2seq 0 Coupling Global and Local Context for Unsupervised Aspect Extraction Ming Liao, Jing Li, Haisong Zhang, Lingzhi Wang, Xixin Wu, Kam-Fai Wong https://www.aclweb.org/anthology/D19-1465.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 # 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-adam, optim-projection, reg-dropout, train-mtl, train-mll, train-transfer, pool-mean, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-relation, task-tree, task-lexicon 8 75 Languages, 1 Model: Parsing Universal Dependencies Universally Dan Kondratyuk, Milan Straka https://www.aclweb.org/anthology/D19-1279.pdf
2019 EMNLP # optim-adam, reg-dropout, train-augment, arch-att, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, adv-examp, adv-train, task-textclass, task-lm, task-cloze 1 Learning to Discriminate Perturbations for Blocking Adversarial Attacks in Text Classification Yichao Zhou, Jyun-Yu Jiang, Kai-Wei Chang, Wei Wang https://www.aclweb.org/anthology/D19-1496.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 # optim-adam, reg-dropout, reg-patience, train-mtl, arch-lstm, arch-bilstm, arch-att, task-seq2seq, task-relation 0 Toward a Task of Feedback Comment Generation for Writing Learning Ryo Nagata https://www.aclweb.org/anthology/D19-1316.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-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, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-transformer, pre-glove, pre-elmo, pre-bert, adv-examp, adv-train, task-textpair, task-lm 0 A Logic-Driven Framework for Consistency of Neural Models Tao Li, Vivek Gupta, Maitrey Mehta, Vivek Srikumar https://www.aclweb.org/anthology/D19-1405.pdf
2019 EMNLP # optim-adam, optim-adadelta, optim-projection, init-glorot, reg-dropout, norm-layer, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-residual, arch-bilinear, arch-coverage, arch-transformer, pre-glove, pre-elmo, pre-bert, task-textclass, task-seq2seq, task-relation, task-tree 0 Syntax-Enhanced Self-Attention-Based Semantic Role Labeling Yue Zhang, Rui Wang, Luo Si https://www.aclweb.org/anthology/D19-1057.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 # reg-dropout, reg-stopping, reg-patience, arch-lstm, arch-cnn, search-viterbi, pre-word2vec, pre-fasttext, pre-elmo, pre-bert 0 HARE: a Flexible Highlighting Annotator for Ranking and Exploration Denis Newman-Griffis, Eric Fosler-Lussier https://www.aclweb.org/anthology/D19-3015.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, pre-word2vec, pre-glove, task-textclass, task-textpair, task-seq2seq 0 You Shall Know a User by the Company It Keeps: Dynamic Representations for Social Media Users in NLP Marco Del Tredici, Diego Marcheggiani, Sabine Schulte im Walde, Raquel Fernández https://www.aclweb.org/anthology/D19-1477.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 # 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, init-glorot, reg-dropout, arch-att, arch-selfatt, arch-memo, arch-coverage, arch-transformer, search-beam, pre-elmo, pre-bert, task-spanlab, task-seq2seq, task-relation, task-tree 1 A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning Minghao Hu, Yuxing Peng, Zhen Huang, Dongsheng Li https://www.aclweb.org/anthology/D19-1170.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 # optim-adam, optim-projection, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-subword, struct-crf, task-textclass, task-tree 0 Reconstructing Capsule Networks for Zero-shot Intent Classification Han Liu, Xiaotong Zhang, Lu Fan, Xuandi Fu, Qimai Li, Xiao-Ming Wu, Albert Y.S. Lam https://www.aclweb.org/anthology/D19-1486.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, norm-batch, train-mtl, arch-bilinear, loss-svd 14 TuckER: Tensor Factorization for Knowledge Graph Completion Ivana Balazevic, Carl Allen, Timothy Hospedales https://www.aclweb.org/anthology/D19-1522.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, optim-projection, reg-dropout, norm-layer, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, latent-topic, task-lm 0 A Hierarchical Location Prediction Neural Network for Twitter User Geolocation Binxuan Huang, Kathleen Carley https://www.aclweb.org/anthology/D19-1480.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 # 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, reg-dropout, reg-stopping, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, pre-elmo, pre-bert, task-textpair, task-spanlab, task-tree 1 What’s Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering Tushar Khot, Ashish Sabharwal, Peter Clark https://www.aclweb.org/anthology/D19-1281.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, optim-projection, reg-dropout, arch-gru, arch-cnn, arch-att, arch-selfatt 0 Neural News Recommendation with Multi-Head Self-Attention Chuhan Wu, Fangzhao Wu, Suyu Ge, Tao Qi, Yongfeng Huang, Xing Xie https://www.aclweb.org/anthology/D19-1671.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 # reg-dropout, arch-lstm, arch-att, pre-glove, pre-elmo, pre-bert, task-seqlab, task-lm, task-cloze 1 BERT for Coreference Resolution: Baselines and Analysis Mandar Joshi, Omer Levy, Luke Zettlemoyer, Daniel Weld https://www.aclweb.org/anthology/D19-1588.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, optim-projection, reg-dropout, train-mll, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, adv-train, task-lm, task-seq2seq 0 Specificity-Driven Cascading Approach for Unsupervised Sentiment Modification Pengcheng Yang, Junyang Lin, Jingjing Xu, Jun Xie, Qi Su, Xu Sun https://www.aclweb.org/anthology/D19-1553.pdf
2019 EMNLP # reg-dropout, train-active, arch-att, pre-bert, task-tree 0 Model-based Interactive Semantic Parsing: A Unified Framework and A Text-to-SQL Case Study Ziyu Yao, Yu Su, Huan Sun, Wen-tau Yih https://www.aclweb.org/anthology/D19-1547.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-sgd, optim-adam, reg-dropout, reg-norm, arch-lstm, arch-att, arch-memo, nondif-reinforce, latent-topic 0 Human-Like Decision Making: Document-level Aspect Sentiment Classification via Hierarchical Reinforcement Learning Jingjing Wang, Changlong Sun, Shoushan Li, Jiancheng Wang, Luo Si, Min Zhang, Xiaozhong Liu, Guodong Zhou https://www.aclweb.org/anthology/D19-1560.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-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-coverage, arch-subword, pre-fasttext, loss-svd, task-textpair, task-lm, task-seq2seq, task-relation, task-lexicon, task-alignment 0 Do We Really Need Fully Unsupervised Cross-Lingual Embeddings? Ivan Vulić, Goran Glavaš, Roi Reichart, Anna Korhonen https://www.aclweb.org/anthology/D19-1449.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 # 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 # 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-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-subword, struct-crf, task-lm 0 Spelling-Aware Construction of Macaronic Texts for Teaching Foreign-Language Vocabulary Adithya Renduchintala, Philipp Koehn, Jason Eisner https://www.aclweb.org/anthology/D19-1679.pdf
2019 EMNLP # optim-sgd, reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-word2vec, pre-glove, pre-elmo, pre-bert, struct-crf, latent-topic, task-tree 0 Negative Focus Detection via Contextual Attention Mechanism Longxiang Shen, Bowei Zou, Yu Hong, Guodong Zhou, Qiaoming Zhu, AiTi Aw https://www.aclweb.org/anthology/D19-1230.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-bilstm, arch-att, arch-bilinear, task-seq2seq, task-relation, task-alignment 0 Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank Meishan Zhang, Yue Zhang, Guohong Fu https://www.aclweb.org/anthology/D19-1092.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 # reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-coverage, search-beam, pre-glove, nondif-reinforce, latent-vae, task-seq2seq, task-tree 4 UHop: An Unrestricted-Hop Relation Extraction Framework for Knowledge-Based Question Answering Zi-Yuan Chen, Chih-Hung Chang, Yi-Pei Chen, Jijnasa Nayak, Lun-Wei Ku https://www.aclweb.org/anthology/N19-1031.pdf
2019 NAA-CL # reg-dropout, train-mtl, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-elmo, task-lm, task-tree 1 Neural Constituency Parsing of Speech Transcripts Paria Jamshid Lou, Yufei Wang, Mark Johnson https://www.aclweb.org/anthology/N19-1282.pdf
2019 NAA-CL # reg-dropout, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-glove, task-textpair, task-seq2seq 1 Simple Attention-Based Representation Learning for Ranking Short Social Media Posts Peng Shi, Jinfeng Rao, Jimmy Lin https://www.aclweb.org/anthology/N19-1229.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-projection, reg-dropout, train-mll, arch-lstm, adv-train, task-relation, task-tree, task-alignment 1 Typological Features for Multilingual Delexicalised Dependency Parsing Manon Scholivet, Franck Dary, Alexis Nasr, Benoit Favre, Carlos Ramisch https://www.aclweb.org/anthology/N19-1393.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree, task-lexicon, task-alignment 12 Cross-lingual Transfer Learning for Multilingual Task Oriented Dialog Sebastian Schuster, Sonal Gupta, Rushin Shah, Mike Lewis https://www.aclweb.org/anthology/N19-1380.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 # reg-dropout, arch-lstm, pre-glove, task-seqlab 0 “President Vows to Cut Hair”: Dataset and Analysis of Creative Text Editing for Humorous Headlines Nabil Hossain, John Krumm, Michael Gamon https://www.aclweb.org/anthology/N19-1012.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, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-copy, arch-coverage, arch-transformer, pre-bert, task-lm, task-seq2seq, task-tree 1 PoMo: Generating Entity-Specific Post-Modifiers in Context Jun Seok Kang, Robert Logan, Zewei Chu, Yang Chen, Dheeru Dua, Kevin Gimpel, Sameer Singh, Niranjan Balasubramanian https://www.aclweb.org/anthology/N19-1089.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 # reg-dropout, activ-relu, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, pre-glove, task-textclass, task-textpair, task-seq2seq 3 How Large a Vocabulary Does Text Classification Need? A Variational Approach to Vocabulary Selection Wenhu Chen, Yu Su, Yilin Shen, Zhiyu Chen, Xifeng Yan, William Yang Wang https://www.aclweb.org/anthology/N19-1352.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-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, 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, optim-projection, reg-dropout, train-transfer, arch-lstm, arch-cnn, arch-memo, latent-vae, task-lm 3 Riemannian Normalizing Flow on Variational Wasserstein Autoencoder for Text Modeling Prince Zizhuang Wang, William Yang Wang https://www.aclweb.org/anthology/N19-1025.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, norm-batch, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-glove, nondif-reinforce, task-seq2seq, task-tree 4 Bidirectional Attentive Memory Networks for Question Answering over Knowledge Bases Yu Chen, Lingfei Wu, Mohammed J. Zaki https://www.aclweb.org/anthology/N19-1299.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 # init-glorot, reg-dropout, reg-worddropout, arch-cnn, arch-att, arch-coverage, pre-glove, latent-topic, task-textpair, task-seq2seq, task-relation, task-tree 1 No Permanent Friends or Enemies: Tracking Relationships between Nations from News Xiaochuang Han, Eunsol Choi, Chenhao Tan https://www.aclweb.org/anthology/N19-1167.pdf
2019 NAA-CL # reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-memo, pre-elmo, pre-bert, task-lm, task-cloze 16 Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary Sentence Chi Sun, Luyao Huang, Xipeng Qiu https://www.aclweb.org/anthology/N19-1035.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-labelsmooth, norm-layer, train-transfer, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seq2seq 7 Non-Parametric Adaptation for Neural Machine Translation Ankur Bapna, Orhan Firat https://www.aclweb.org/anthology/N19-1191.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 # optim-sgd, reg-dropout, arch-cnn, arch-att, arch-selfatt, adv-train 5 Distant Supervision Relation Extraction with Intra-Bag and Inter-Bag Attentions Zhi-Xiu Ye, Zhen-Hua Ling https://www.aclweb.org/anthology/N19-1288.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 # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-fasttext, task-textclass, task-seq2seq, task-tree 2 Semantically-Aligned Equation Generation for Solving and Reasoning Math Word Problems Ting-Rui Chiang, Yun-Nung Chen https://www.aclweb.org/anthology/N19-1272.pdf
2019 NAA-CL # optim-adam, reg-dropout, pool-max, arch-cnn, arch-att, adv-train, latent-vae, task-textclass 0 Exploiting Noisy Data in Distant Supervision Relation Classification Kaijia Yang, Liang He, Xin-yu Dai, Shujian Huang, Jiajun Chen https://www.aclweb.org/anthology/N19-1325.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 # 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 # 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 # optim-sgd, optim-adam, init-glorot, reg-dropout, arch-lstm, arch-att, search-greedy, search-beam, struct-crf, struct-cfg, task-seqlab, task-relation 1 Discontinuous Constituency Parsing with a Stack-Free Transition System and a Dynamic Oracle Maximin Coavoux, Shay B. Cohen https://www.aclweb.org/anthology/N19-1018.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-sgd, optim-adam, reg-dropout, reg-labelsmooth, norm-layer, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-elmo, task-textclass, task-lm, task-seq2seq 10 Pre-trained language model representations for language generation Sergey Edunov, Alexei Baevski, Michael Auli https://www.aclweb.org/anthology/N19-1409.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-dropout, train-augment, arch-lstm, arch-att, arch-coverage, comb-ensemble, search-beam, task-seq2seq, task-tree 1 Iterative Search for Weakly Supervised Semantic Parsing Pradeep Dasigi, Matt Gardner, Shikhar Murty, Luke Zettlemoyer, Eduard Hovy https://www.aclweb.org/anthology/N19-1273.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 # reg-dropout, reg-worddropout, norm-layer, pool-max, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-transformer 5 Relation Extraction using Explicit Context Conditioning Gaurav Singh, Parminder Bhatia https://www.aclweb.org/anthology/N19-1147.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, 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 # 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 # optim-adam, optim-adagrad, optim-adadelta, optim-projection, reg-dropout, reg-norm, train-mll, train-active, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-gating, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon 7 Polyglot Contextual Representations Improve Crosslingual Transfer Phoebe Mulcaire, Jungo Kasai, Noah A. Smith https://www.aclweb.org/anthology/N19-1392.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-dropout, arch-lstm, arch-att, arch-gating, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, adv-train, task-relation 3 Learning to Denoise Distantly-Labeled Data for Entity Typing Yasumasa Onoe, Greg Durrett https://www.aclweb.org/anthology/N19-1250.pdf
2019 NAA-CL # reg-dropout, train-mll, pre-fasttext 0 Combining Discourse Markers and Cross-lingual Embeddings for Synonym–Antonym Classification Michael Roth, Shyam Upadhyay https://www.aclweb.org/anthology/N19-1390.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 # optim-projection, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-beam, pre-elmo, struct-crf, adv-train, task-seqlab, task-relation 10 A general framework for information extraction using dynamic span graphs Yi Luan, Dave Wadden, Luheng He, Amy Shah, Mari Ostendorf, Hannaneh Hajishirzi https://www.aclweb.org/anthology/N19-1308.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 # optim-adam, reg-dropout, reg-stopping, train-transfer, arch-lstm, arch-cnn, arch-att, pre-glove, struct-crf, task-seqlab 2 Entity Recognition at First Sight: Improving NER with Eye Movement Information Nora Hollenstein, Ce Zhang https://www.aclweb.org/anthology/N19-1001.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 # 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 # reg-dropout, arch-bilinear, arch-subword, pre-word2vec, pre-glove 2 Better Word Embeddings by Disentangling Contextual n-Gram Information Prakhar Gupta, Matteo Pagliardini, Martin Jaggi https://www.aclweb.org/anthology/N19-1098.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 # optim-adam, reg-dropout, arch-lstm, arch-att, arch-copy, arch-coverage, task-lm, task-seq2seq, task-tree, task-graph 3 Neural Text Generation from Rich Semantic Representations Valerie Hajdik, Jan Buys, Michael Wayne Goodman, Emily M. Bender https://www.aclweb.org/anthology/N19-1235.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, reg-stopping, norm-gradient, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-fasttext, pre-elmo, struct-crf, adv-examp, adv-train, task-textclass, task-lm, task-condlm 3 Text Processing Like Humans Do: Visually Attacking and Shielding NLP Systems Steffen Eger, Gözde Gül Şahin, Andreas Rücklé, Ji-Ung Lee, Claudia Schulz, Mohsen Mesgar, Krishnkant Swarnkar, Edwin Simpson, Iryna Gurevych https://www.aclweb.org/anthology/N19-1165.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, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-relation, task-tree 0 Decomposed Local Models for Coordinate Structure Parsing Hiroki Teranishi, Hiroyuki Shindo, Yuji Matsumoto https://www.aclweb.org/anthology/N19-1343.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, 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-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 # reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-bilinear, pre-glove, task-textpair, task-seqlab, task-tree 2 Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing Wenhan Xiong, Jiawei Wu, Deren Lei, Mo Yu, Shiyu Chang, Xiaoxiao Guo, William Yang Wang https://www.aclweb.org/anthology/N19-1084.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-sgd, optim-adadelta, reg-dropout, reg-stopping, arch-cnn, arch-att, pre-word2vec, pre-glove, task-textclass 2 An Effective Label Noise Model for DNN Text Classification Ishan Jindal, Daniel Pressel, Brian Lester, Matthew Nokleby https://www.aclweb.org/anthology/N19-1328.pdf
2019 NAA-CL # optim-adam, reg-dropout, norm-layer, train-augment, arch-lstm, arch-att, arch-copy, arch-coverage, search-beam, pre-word2vec, task-seq2seq, task-tree, task-graph 2 Factorising AMR generation through syntax Kris Cao, Stephen Clark https://www.aclweb.org/anthology/N19-1223.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-gru, arch-bigru, arch-att, arch-memo, arch-copy, task-lm, task-seq2seq 0 Disentangling Language and Knowledge in Task-Oriented Dialogs Dinesh Raghu, Nikhil Gupta, Mausam https://www.aclweb.org/anthology/N19-1126.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mtl, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, pre-glove 3 Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis Md Shad Akhtar, Dushyant Chauhan, Deepanway Ghosal, Soujanya Poria, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/N19-1034.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mtl, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-gating, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-spanlab, task-lm, task-seq2seq 4 Multi-task Learning with Sample Re-weighting for Machine Reading Comprehension Yichong Xu, Xiaodong Liu, Yelong Shen, Jingjing Liu, Jianfeng Gao https://www.aclweb.org/anthology/N19-1271.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-lstm, arch-att, arch-coverage, pre-glove, pre-elmo, struct-hmm, task-textpair, task-seq2seq 3 Incorporating Context and External Knowledge for Pronoun Coreference Resolution Hongming Zhang, Yan Song, Yangqiu Song https://www.aclweb.org/anthology/N19-1093.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, reg-stopping, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, loss-nce, task-textclass, task-lm, task-seq2seq, task-relation, task-lexicon 12 Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing Tal Schuster, Ori Ram, Regina Barzilay, Amir Globerson https://www.aclweb.org/anthology/N19-1162.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, 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 # 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 # reg-dropout, norm-gradient, train-transfer, train-parallel, arch-att, arch-subword, arch-transformer, task-seq2seq, task-alignment 0 Measuring Immediate Adaptation Performance for Neural Machine Translation Patrick Simianer, Joern Wuebker, John DeNero https://www.aclweb.org/anthology/N19-1206.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-lstm, arch-att, pre-glove, pre-bert, task-spanlab, task-seq2seq 3 Fast Prototyping a Dialogue Comprehension System for Nurse-Patient Conversations on Symptom Monitoring Zhengyuan Liu, Hazel Lim, Nur Farah Ain Suhaimi, Shao Chuen Tong, Sharon Ong, Angela Ng, Sheldon Lee, Michael R. Macdonald, Savitha Ramasamy, Pavitra Krishnaswamy, Wai Leng Chow, Nancy F. Chen https://www.aclweb.org/anthology/N19-2004.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-dropout, reg-norm, arch-lstm, arch-bilstm, arch-att, task-seqlab, task-lm 1 Improving Distantly-supervised Entity Typing with Compact Latent Space Clustering Bo Chen, Xiaotao Gu, Yufeng Hu, Siliang Tang, Guoping Hu, Yueting Zhuang, Xiang Ren https://www.aclweb.org/anthology/N19-1294.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, 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 # 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, optim-projection, init-glorot, reg-dropout, reg-labelsmooth, norm-batch, arch-cnn, arch-att, arch-bilinear, task-textpair 2 Adaptive Convolution for Multi-Relational Learning Xiaotian Jiang, Quan Wang, Bin Wang https://www.aclweb.org/anthology/N19-1103.pdf
2019 NAA-CL # reg-dropout, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-recnn, arch-att, arch-selfatt, arch-coverage, arch-subword, pre-fasttext, adv-train, task-seq2seq 3 Addressing word-order Divergence in Multilingual Neural Machine Translation for extremely Low Resource Languages Rudra Murthy, Anoop Kunchukuttan, Pushpak Bhattacharyya https://www.aclweb.org/anthology/N19-1387.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-decay, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, comb-ensemble, pre-glove, pre-skipthought, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-cloze 3209 BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova https://www.aclweb.org/anthology/N19-1423.pdf
2019 NAA-CL # reg-dropout, pool-max, arch-lstm, arch-cnn, arch-att, latent-topic, task-textclass 3 Sub-event detection from twitter streams as a sequence labeling problem Giannis Bekoulis, Johannes Deleu, Thomas Demeester, Chris Develder https://www.aclweb.org/anthology/N19-1081.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