Year Conf. Topic Cited Paper Authors Url
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-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-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-sgd, train-mll, train-transfer, arch-lstm, search-viterbi, pre-fasttext, nondif-reinforce, task-lm, task-seq2seq, task-lexicon, task-alignment 0 MAAM: A Morphology-Aware Alignment Model for Unsupervised Bilingual Lexicon Induction Pengcheng Yang, Fuli Luo, Peng Chen, Tianyu Liu, Xu Sun https://www.aclweb.org/anthology/P19-1308.pdf
2019 ACL # optim-sgd, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textpair, task-seqlab, task-seq2seq 0 End-to-End Sequential Metaphor Identification Inspired by Linguistic Theories Rui Mao, Chenghua Lin, Frank Guerin https://www.aclweb.org/anthology/P19-1378.pdf
2019 ACL # optim-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-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-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-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-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-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-sgd, arch-lstm, arch-att, arch-memo, nondif-reinforce, task-lm 2 What Should I Ask? Using Conversationally Informative Rewards for Goal-oriented Visual Dialog. Pushkar Shukla, Carlos Elmadjian, Richika Sharan, Vivek Kulkarni, Matthew Turk, William Yang Wang https://www.aclweb.org/anthology/P19-1646.pdf
2019 ACL # optim-sgd, optim-adam, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-transformer, struct-cfg, adv-train, task-lm, task-seq2seq, task-relation, task-tree 0 Language Modeling with Shared Grammar Yuyu Zhang, Le Song https://www.aclweb.org/anthology/P19-1437.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, reg-stopping, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-fasttext, nondif-reinforce, task-textclass, task-lm, task-condlm, task-relation 2 Visually Grounded Neural Syntax Acquisition Haoyue Shi, Jiayuan Mao, Kevin Gimpel, Karen Livescu https://www.aclweb.org/anthology/P19-1180.pdf
2019 ACL # 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 # optim-sgd, optim-adam, optim-projection, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-fasttext, pre-bert, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, meta-init 1 Few-Shot Representation Learning for Out-Of-Vocabulary Words Ziniu Hu, Ting Chen, Kai-Wei Chang, Yizhou Sun https://www.aclweb.org/anthology/P19-1402.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-sgd, optim-projection, train-transfer, arch-coverage, pre-glove, loss-svd, task-textpair 6 Inferring Concept Hierarchies from Text Corpora via Hyperbolic Embeddings Matthew Le, Stephen Roller, Laetitia Papaxanthos, Douwe Kiela, Maximilian Nickel https://www.aclweb.org/anthology/P19-1313.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, arch-lstm, arch-treelstm, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seqlab, task-lm, task-seq2seq 5 Lattice Transformer for Speech Translation Pei Zhang, Niyu Ge, Boxing Chen, Kai Fan https://www.aclweb.org/anthology/P19-1649.pdf
2019 ACL # optim-sgd, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, search-beam, adv-examp, task-lm, task-condlm, task-seq2seq 1 TIGS: An Inference Algorithm for Text Infilling with Gradient Search Dayiheng Liu, Jie Fu, Pengfei Liu, Jiancheng Lv https://www.aclweb.org/anthology/P19-1406.pdf
2019 ACL # optim-sgd, optim-adam, arch-lstm, arch-cnn, arch-att, arch-memo 0 Quantifying Similarity between Relations with Fact Distribution Weize Chen, Hao Zhu, Xu Han, Zhiyuan Liu, Maosong Sun https://www.aclweb.org/anthology/P19-1278.pdf
2019 ACL # optim-sgd, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, search-beam, task-seqlab, task-lm, task-condlm, task-seq2seq, task-relation 0 Generating Responses with a Specific Emotion in Dialog Zhenqiao Song, Xiaoqing Zheng, Lu Liu, Mu Xu, Xuanjing Huang https://www.aclweb.org/anthology/P19-1359.pdf
2019 ACL # optim-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-sgd, reg-norm, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, search-viterbi, pre-glove, pre-elmo, struct-crf, adv-train, task-seqlab, task-lm, task-seq2seq 0 Cross-Domain NER using Cross-Domain Language Modeling Chen Jia, Xiaobo Liang, Yue Zhang https://www.aclweb.org/anthology/P19-1236.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-patience, train-mtl, arch-lstm, arch-att, arch-copy, search-beam, nondif-reinforce, task-lm, task-seq2seq, task-tree, task-graph 1 Jointly Learning Semantic Parser and Natural Language Generator via Dual Information Maximization Hai Ye, Wenjie Li, Lu Wang https://www.aclweb.org/anthology/P19-1201.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-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 # optim-sgd, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-coverage, arch-subword, pre-word2vec, pre-glove, loss-svd, task-lm, task-seq2seq, task-lexicon, task-alignment 0 A Multilingual BPE Embedding Space for Universal Sentiment Lexicon Induction Mengjie Zhao, Hinrich Schütze https://www.aclweb.org/anthology/P19-1341.pdf
2019 ACL # optim-sgd, optim-adagrad, train-mtl, arch-recnn, arch-cnn, arch-att, pre-glove 1 Model-Agnostic Meta-Learning for Relation Classification with Limited Supervision Abiola Obamuyide, Andreas Vlachos https://www.aclweb.org/anthology/P19-1589.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-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-sgd, arch-lstm, arch-cnn, arch-att, search-viterbi, pre-word2vec, task-textpair, task-condlm 2 Weakly-Supervised Spatio-Temporally Grounding Natural Sentence in Video Zhenfang Chen, Lin Ma, Wenhan Luo, Kwan-Yee Kenneth Wong https://www.aclweb.org/anthology/P19-1183.pdf
2019 ACL # optim-sgd, optim-adam, norm-layer, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert 8 Matching the Blanks: Distributional Similarity for Relation Learning Livio Baldini Soares, Nicholas FitzGerald, Jeffrey Ling, Tom Kwiatkowski https://www.aclweb.org/anthology/P19-1279.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, train-mtl, train-mll, arch-att, arch-selfatt, arch-transformer, task-lm, task-seq2seq 2 A Multi-Task Architecture on Relevance-based Neural Query Translation Sheikh Muhammad Sarwar, Hamed Bonab, James Allan https://www.aclweb.org/anthology/P19-1639.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-sgd, optim-adam, arch-lstm, arch-bilstm, arch-att, pre-glove, adv-examp, adv-train, task-textpair, task-lm 3 Don’t Take the Premise for Granted: Mitigating Artifacts in Natural Language Inference Yonatan Belinkov, Adam Poliak, Stuart Shieber, Benjamin Van Durme, Alexander Rush https://www.aclweb.org/anthology/P19-1084.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-sgd, train-mll, arch-lstm, arch-recnn, arch-att, pre-glove, task-lm 3 Modeling Semantic Compositionality with Sememe Knowledge Fanchao Qi, Junjie Huang, Chenghao Yang, Zhiyuan Liu, Xiao Chen, Qun Liu, Maosong Sun https://www.aclweb.org/anthology/P19-1571.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, train-mll, train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-textclass, task-lm 0 Self-Attentive, Multi-Context One-Class Classification for Unsupervised Anomaly Detection on Text Lukas Ruff, Yury Zemlyanskiy, Robert Vandermeulen, Thomas Schnake, Marius Kloft https://www.aclweb.org/anthology/P19-1398.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-copy, arch-coverage, task-seqlab, task-lm 6 Barack’s Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling Robert Logan, Nelson F. Liu, Matthew E. Peters, Matt Gardner, Sameer Singh https://www.aclweb.org/anthology/P19-1598.pdf
2019 ACL # 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-sgd, optim-adam, arch-memo, arch-transformer, pre-bert, task-textclass, task-textpair, task-seq2seq, task-tree, meta-init 3 Personalizing Dialogue Agents via Meta-Learning Andrea Madotto, Zhaojiang Lin, Chien-Sheng Wu, Pascale Fung https://www.aclweb.org/anthology/P19-1542.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-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-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-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-sgd, init-glorot, train-mtl, train-transfer, arch-att, comb-ensemble, adv-train, task-textclass 0 Learning Transferable Feature Representations Using Neural Networks Himanshu Sharad Bhatt, Shourya Roy, Arun Rajkumar, Sriranjani Ramakrishnan https://www.aclweb.org/anthology/P19-1404.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-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-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-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 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-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-sgd, optim-adam, norm-layer, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, task-seq2seq 0 Combining Global Sparse Gradients with Local Gradients in Distributed Neural Network Training Alham Fikri Aji, Kenneth Heafield, Nikolay Bogoychev https://www.aclweb.org/anthology/D19-1373.pdf
2019 EMNLP # optim-sgd, reg-decay, train-transfer, arch-lstm, arch-subword, search-beam, task-seq2seq, task-alignment 0 HABLex: Human Annotated Bilingual Lexicons for Experiments in Machine Translation Brian Thompson, Rebecca Knowles, Xuan Zhang, Huda Khayrallah, Kevin Duh, Philipp Koehn https://www.aclweb.org/anthology/D19-1142.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-lstm, arch-att, adv-train, task-lm 0 Pun-GAN: Generative Adversarial Network for Pun Generation Fuli Luo, Shunyao Li, Pengcheng Yang, Lei Li, Baobao Chang, Zhifang Sui, Xu Sun https://www.aclweb.org/anthology/D19-1336.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-lstm, arch-subword, loss-nce, task-lm, task-seq2seq 0 Experimenting with Power Divergences for Language Modeling Matthieu Labeau, Shay B. Cohen https://www.aclweb.org/anthology/D19-1421.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, arch-rnn, arch-att, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, loss-svd, task-lm, task-seq2seq, task-relation, task-alignment 3 Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing Yuxuan Wang, Wanxiang Che, Jiang Guo, Yijia Liu, Ting Liu https://www.aclweb.org/anthology/D19-1575.pdf
2019 EMNLP # optim-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-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-sgd, optim-adam, activ-tanh, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, loss-nce, task-seq2seq, task-relation 0 Minimally Supervised Learning of Affective Events Using Discourse Relations Jun Saito, Yugo Murawaki, Sadao Kurohashi https://www.aclweb.org/anthology/D19-1581.pdf
2019 EMNLP # optim-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-sgd, arch-lstm, arch-att, arch-selfatt, pre-word2vec, pre-bert, task-textclass, task-textpair, task-lm, task-cloze 0 News2vec: News Network Embedding with Subnode Information Ye Ma, Lu Zong, Yikang Yang, Jionglong Su https://www.aclweb.org/anthology/D19-1490.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-rnn, arch-lstm, arch-gru, arch-gating, arch-coverage, arch-transformer, pre-glove, adv-train, latent-vae, task-seq2seq, task-tree 6 An End-to-End Generative Architecture for Paraphrase Generation Qian Yang, Zhouyuan Huo, Dinghan Shen, Yong Cheng, Wenlin Wang, Guoyin Wang, Lawrence Carin https://www.aclweb.org/anthology/D19-1309.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, train-augment, arch-rnn, arch-cnn, arch-att, comb-ensemble, pre-word2vec, pre-skipthought, pre-bert, task-textclass, task-textpair, task-seq2seq 0 Text Emotion Distribution Learning from Small Sample: A Meta-Learning Approach Zhenjie Zhao, Xiaojuan Ma https://www.aclweb.org/anthology/D19-1408.pdf
2019 EMNLP # 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-sgd, optim-adam, train-mll, arch-cnn, arch-att, arch-gating, arch-coverage, arch-transformer, pre-bert, loss-margin, task-textpair, task-seqlab, task-lm, task-seq2seq 0 Aligning Cross-Lingual Entities with Multi-Aspect Information Hsiu-Wei Yang, Yanyan Zou, Peng Shi, Wei Lu, Jimmy Lin, Xu Sun https://www.aclweb.org/anthology/D19-1451.pdf
2019 EMNLP # optim-sgd, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm, task-seq2seq, task-relation 0 Multiplex Word Embeddings for Selectional Preference Acquisition Hongming Zhang, Jiaxin Bai, Yan Song, Kun Xu, Changlong Yu, Yangqiu Song, Wilfred Ng, Dong Yu https://www.aclweb.org/anthology/D19-1528.pdf
2019 EMNLP # optim-sgd, init-glorot, train-mll, train-augment, arch-lstm, arch-att, arch-coverage, arch-subword, search-beam, task-lm, task-seq2seq, task-relation 0 Surface Realisation Using Full Delexicalisation Anastasia Shimorina, Claire Gardent https://www.aclweb.org/anthology/D19-1305.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-sgd, optim-adam, arch-rnn, pre-bert 0 PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking Matthew Henderson, Ivan Vulić, Iñigo Casanueva, Paweł Budzianowski, Daniela Gerz, Sam Coope, Georgios Spithourakis, Tsung-Hsien Wen, Nikola Mrkšić, Pei-Hao Su https://www.aclweb.org/anthology/D19-3031.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, nondif-gumbelsoftmax, loss-svd, task-lm, task-seq2seq 0 MulCode: A Multiplicative Multi-way Model for Compressing Neural Language Model Yukun Ma, Patrick H. Chen, Cho-Jui Hsieh https://www.aclweb.org/anthology/D19-1529.pdf
2019 EMNLP # 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-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-sgd, train-mll, train-transfer, arch-lstm, arch-bilstm, task-lm, task-seq2seq, task-relation, task-lexicon 0 Multilingual and Multi-Aspect Hate Speech Analysis Nedjma Ousidhoum, Zizheng Lin, Hongming Zhang, Yangqiu Song, Dit-Yan Yeung https://www.aclweb.org/anthology/D19-1474.pdf
2019 EMNLP # optim-sgd, init-glorot, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, adv-train 0 Domain-Invariant Feature Distillation for Cross-Domain Sentiment Classification Mengting Hu, Yike Wu, Shiwan Zhao, Honglei Guo, Renhong Cheng, Zhong Su https://www.aclweb.org/anthology/D19-1558.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, train-transfer, arch-rnn, arch-lstm, search-beam, pre-bert, task-lm, task-seq2seq, task-relation 0 Text Genre and Training Data Size in Human-like Parsing John Hale, Adhiguna Kuncoro, Keith Hall, Chris Dyer, Jonathan Brennan https://www.aclweb.org/anthology/D19-1594.pdf
2019 EMNLP # optim-sgd, arch-rnn, arch-att, arch-coverage, struct-hmm, task-tree 0 EUSP: An Easy-to-Use Semantic Parsing PlatForm Bo An, Chen Bo, Xianpei Han, Le Sun https://www.aclweb.org/anthology/D19-3012.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-att, arch-coverage, arch-subword, pre-word2vec, pre-glove 0 Feature2Vec: Distributional semantic modelling of human property knowledge Steven Derby, Paul Miller, Barry Devereux https://www.aclweb.org/anthology/D19-1595.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, arch-lstm, arch-cnn, arch-att, nondif-reinforce, adv-train, task-textpair 0 DIVINE: A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning Ruiping Li, Xiang Cheng https://www.aclweb.org/anthology/D19-1266.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-att, pre-glove, pre-skipthought, pre-elmo, pre-use, adv-train, task-textpair, task-seqlab, task-lm, task-seq2seq 0 IMaT: Unsupervised Text Attribute Transfer via Iterative Matching and Translation Zhijing Jin, Di Jin, Jonas Mueller, Nicholas Matthews, Enrico Santus https://www.aclweb.org/anthology/D19-1306.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, comb-ensemble, adv-feat, adv-train, task-lm, task-seq2seq 0 Pushing the Limits of Low-Resource Morphological Inflection Antonios Anastasopoulos, Graham Neubig https://www.aclweb.org/anthology/D19-1091.pdf
2019 EMNLP # optim-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-sgd, optim-adam, arch-rnn, arch-gru, arch-cnn, arch-att, arch-selfatt, search-beam, task-spanlab, task-lm, task-seq2seq 1 Read, Attend and Comment: A Deep Architecture for Automatic News Comment Generation Ze Yang, Can Xu, Wei Wu, Zhoujun Li https://www.aclweb.org/anthology/D19-1512.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-adagrad, optim-projection, reg-dropout, train-mll, arch-rnn, arch-cnn, arch-bilinear, arch-subword, pre-fasttext, pre-glove, task-textclass, task-lm, task-lexicon 0 Cross-lingual Semantic Specialization via Lexical Relation Induction Edoardo Maria Ponti, Ivan Vulić, Goran Glavaš, Roi Reichart, Anna Korhonen https://www.aclweb.org/anthology/D19-1226.pdf
2019 EMNLP # optim-sgd, optim-adam, norm-gradient, pool-max, arch-rnn, arch-gru, arch-att, arch-memo, search-beam, pre-glove, latent-vae, task-lm, task-seq2seq 0 Hierarchy Response Learning for Neural Conversation Generation Bo Zhang, Xiaoming Zhang https://www.aclweb.org/anthology/D19-1186.pdf
2019 EMNLP # optim-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-sgd, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, nondif-reinforce 0 Reinforced Product Metadata Selection for Helpfulness Assessment of Customer Reviews Miao Fan, Chao Feng, Mingming Sun, Ping Li https://www.aclweb.org/anthology/D19-1177.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, latent-vae, latent-topic 0 Document Hashing with Mixture-Prior Generative Models Wei Dong, Qinliang Su, Dinghan Shen, Changyou Chen https://www.aclweb.org/anthology/D19-1526.pdf
2019 EMNLP # optim-sgd, train-mll, arch-rnn, arch-subword, arch-transformer, search-beam, pre-bert, task-seq2seq 0 Machine Translation for Machines: the Sentiment Classification Use Case Amirhossein Tebbifakhr, Luisa Bentivogli, Matteo Negri, Marco Turchi https://www.aclweb.org/anthology/D19-1140.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-bilinear 0 Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets Esma Balkir, Masha Naslidnyk, Dave Palfrey, Arpit Mittal https://www.aclweb.org/anthology/D19-1368.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, train-active, arch-lstm, arch-bilstm, pre-word2vec, pre-elmo, pre-bert, task-textclass, task-textpair, task-extractive, task-condlm, task-seq2seq 2 MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance Wei Zhao, Maxime Peyrard, Fei Liu, Yang Gao, Christian M. Meyer, Steffen Eger https://www.aclweb.org/anthology/D19-1053.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-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 # 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 # optim-sgd, optim-adam, reg-dropout, reg-worddropout, norm-gradient, arch-rnn, arch-lstm, latent-vae, task-textpair, task-lm 0 Enhancing Variational Autoencoders with Mutual Information Neural Estimation for Text Generation Dong Qian, William K. Cheung https://www.aclweb.org/anthology/D19-1416.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-stopping, arch-lstm, arch-memo, comb-ensemble, pre-bert, latent-vae, task-textpair 0 Learning Latent Parameters without Human Response Patterns: Item Response Theory with Artificial Crowds John P. Lalor, Hao Wu, Hong Yu https://www.aclweb.org/anthology/D19-1434.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-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-sgd, train-transfer, arch-rnn, arch-gru, arch-att, pre-word2vec, latent-vae, task-seq2seq 0 Modeling Personalization in Continuous Space for Response Generation via Augmented Wasserstein Autoencoders Zhangming Chan, Juntao Li, Xiaopeng Yang, Xiuying Chen, Wenpeng Hu, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1201.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-elmo, pre-bert, task-textclass, task-lm, task-cloze 1 Visualizing and Understanding the Effectiveness of BERT Yaru Hao, Li Dong, Furu Wei, Ke Xu https://www.aclweb.org/anthology/D19-1424.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 # 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-sgd, optim-projection, init-glorot, arch-cnn, arch-att, arch-bilinear, comb-ensemble, loss-margin, task-textpair 0 Representation Learning with Ordered Relation Paths for Knowledge Graph Completion Yao Zhu, Hongzhi Liu, Zhonghai Wu, Yang Song, Tao Zhang https://www.aclweb.org/anthology/D19-1268.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-norm, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, search-viterbi, struct-crf, task-textclass, task-seqlab 0 Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network Dianbo Sui, Yubo Chen, Kang Liu, Jun Zhao, Shengping Liu https://www.aclweb.org/anthology/D19-1396.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-stopping, train-mll, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-elmo, task-spanlab, task-lm, task-seq2seq 1 Retrofitting Contextualized Word Embeddings with Paraphrases Weijia Shi, Muhao Chen, Pei Zhou, Kai-Wei Chang https://www.aclweb.org/anthology/D19-1113.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-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-sgd, optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, pre-word2vec, pre-fasttext, task-textclass, task-seq2seq 0 ProSeqo: Projection Sequence Networks for On-Device Text Classification Zornitsa Kozareva, Sujith Ravi https://www.aclweb.org/anthology/D19-1402.pdf
2019 EMNLP # 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-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 NAA-CL # optim-sgd, optim-adam, optim-adadelta, reg-decay, arch-lstm, arch-recnn, arch-treelstm, arch-att, arch-coverage, search-beam, pre-glove, struct-cfg, nondif-reinforce, latent-vae, task-textpair, task-lm, task-condlm 5 Cooperative Learning of Disjoint Syntax and Semantics Serhii Havrylov, Germán Kruszewski, Armand Joulin https://www.aclweb.org/anthology/N19-1115.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, pre-elmo, loss-cca, loss-svd, task-seqlab, task-lm, task-seq2seq 13 Understanding Learning Dynamics Of Language Models with SVCCA Naomi Saphra, Adam Lopez https://www.aclweb.org/anthology/N19-1329.pdf
2019 NAA-CL # optim-sgd, optim-adam, train-mll, arch-att, arch-subword, pre-word2vec, task-condlm, task-seq2seq, task-lexicon 1 Cross-lingual Visual Verb Sense Disambiguation Spandana Gella, Desmond Elliott, Frank Keller https://www.aclweb.org/anthology/N19-1200.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-fasttext, pre-glove, task-textclass, task-textpair, task-condlm, task-seq2seq 59 Attention is not Explanation Sarthak Jain, Byron C. Wallace https://www.aclweb.org/anthology/N19-1357.pdf
2019 NAA-CL # optim-sgd, train-mll, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, struct-crf, latent-vae, loss-svd, task-seqlab, task-lm 1 Misspelling Oblivious Word Embeddings Aleksandra Piktus, Necati Bora Edizel, Piotr Bojanowski, Edouard Grave, Rui Ferreira, Fabrizio Silvestri https://www.aclweb.org/anthology/N19-1326.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-sgd, optim-adam, optim-adagrad, optim-projection, reg-norm, arch-lstm, arch-bilstm, arch-memo, pre-glove, latent-topic, task-lexicon 1 Sentence Embedding Alignment for Lifelong Relation Extraction Hong Wang, Wenhan Xiong, Mo Yu, Xiaoxiao Guo, Shiyu Chang, William Yang Wang https://www.aclweb.org/anthology/N19-1086.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-sgd, optim-adam, train-mtl, train-transfer, arch-lstm, arch-coverage, pre-glove, pre-skipthought, pre-bert, task-textpair, task-lm 3 Mining Discourse Markers for Unsupervised Sentence Representation Learning Damien Sileo, Tim Van De Cruys, Camille Pradel, Philippe Muller https://www.aclweb.org/anthology/N19-1351.pdf
2019 NAA-CL # optim-sgd, reg-dropout, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, search-viterbi, pre-word2vec, struct-crf, task-textclass, task-seqlab 1 An Encoding Strategy Based Word-Character LSTM for Chinese NER Wei Liu, Tongge Xu, Qinghua Xu, Jiayu Song, Yueran Zu https://www.aclweb.org/anthology/N19-1247.pdf
2019 NAA-CL # optim-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 # optim-sgd, reg-dropout, activ-relu, arch-rnn, arch-lstm, arch-att, arch-memo, search-beam, struct-cfg, task-lm, task-seq2seq 0 Top-Down Structurally-Constrained Neural Response Generation with Lexicalized Probabilistic Context-Free Grammar Wenchao Du, Alan W Black https://www.aclweb.org/anthology/N19-1377.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, nondif-reinforce, latent-vae, task-seq2seq, task-tree 17 Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models Tiancheng Zhao, Kaige Xie, Maxine Eskenazi https://www.aclweb.org/anthology/N19-1123.pdf
2019 NAA-CL # optim-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-sgd, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, comb-ensemble, adv-train, task-seqlab, task-seq2seq 1 Joint Learning of Pre-Trained and Random Units for Domain Adaptation in Part-of-Speech Tagging Sara Meftah, Youssef Tamaazousti, Nasredine Semmar, Hassane Essafi, Fatiha Sadat https://www.aclweb.org/anthology/N19-1416.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-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-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 # 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-sgd, arch-rnn, arch-lstm, arch-cnn, arch-att, struct-hmm, struct-crf, latent-vae 0 A Study of Latent Structured Prediction Approaches to Passage Reranking Iryna Haponchyk, Alessandro Moschitti https://www.aclweb.org/anthology/N19-1183.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, reg-patience, arch-rnn, arch-birnn, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-subword, pre-word2vec, pre-glove, pre-skipthought, pre-elmo, struct-crf, adv-train, latent-vae, task-textclass, task-lm 6 Dialogue Act Classification with Context-Aware Self-Attention Vipul Raheja, Joel Tetreault https://www.aclweb.org/anthology/N19-1373.pdf
2019 NAA-CL # optim-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-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, arch-rnn, arch-lstm, arch-att, arch-copy, search-beam, search-viterbi, pre-glove, latent-vae, task-lm, task-seq2seq, task-relation 1 Benchmarking Hierarchical Script Knowledge Yonatan Bisk, Jan Buys, Karl Pichotta, Yejin Choi https://www.aclweb.org/anthology/N19-1412.pdf
2019 NAA-CL # optim-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-sgd, optim-adam, arch-lstm, arch-att, arch-memo, adv-train, task-textclass, task-seqlab, task-spanlab, task-seq2seq 0 Document-Level Event Factuality Identification via Adversarial Neural Network Zhong Qian, Peifeng Li, Qiaoming Zhu, Guodong Zhou https://www.aclweb.org/anthology/N19-1287.pdf
2019 NAA-CL # optim-sgd, train-mll, arch-rnn, arch-lstm, arch-att, arch-memo, arch-coverage, arch-subword, arch-transformer, pre-word2vec, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-lm, task-seq2seq 2 One Size Does Not Fit All: Comparing NMT Representations of Different Granularities Nadir Durrani, Fahim Dalvi, Hassan Sajjad, Yonatan Belinkov, Preslav Nakov https://www.aclweb.org/anthology/N19-1154.pdf
2019 NAA-CL # optim-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