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EMNLP 2019: all papers in our library

102 works · page 1 of 2 · the most cited first · ← EMNLP 2019

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  1. Sentence-BERT: Sentence Embeddings using Siamese BERT-NetworksConference on Empirical Methods in Natural Language Processing (EMNLP)Nils Reimers, Iryna Gurevych2019 · 17,026 citations
  2. SciBERT: A Pretrained Language Model for Scientific TextConference on Empirical Methods in Natural Language Processing (EMNLP)Iz Beltagy, Kyle Lo, Arman Cohan2019 · 3,567 citations
  3. Language Models as Knowledge Bases?Conference on Empirical Methods in Natural Language Processing (EMNLP)Fabio Petroni, Tim Rocktäschel, Sebastian Riedel, et al.2019 · 2,992 citations
  4. LXMERT: Learning Cross-Modality Encoder Representations from TransformersConference on Empirical Methods in Natural Language Processing (EMNLP)Hao Tan, Mohit Bansal2019 · 2,730 citations
  5. Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained AspectsConference on Empirical Methods in Natural Language Processing (EMNLP)Jianmo Ni, Jiacheng Li, Julian McAuley2019 · 1,424 citations
  6. Attention is not not ExplanationConference on Empirical Methods in Natural Language Processing (EMNLP)Sarah Wiegreffe, Yuval Pinter2019 · 1,196 citations
  7. PubMedQA: A Dataset for Biomedical Research Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP)Qiao Jin, Bhuwan Dhingra, Zhengping Liu, et al.2019 · 1,160 citations
  8. DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in ConversationConference on Empirical Methods in Natural Language Processing (EMNLP)Deepanway Ghosal, Navonil Majumder, Soujanya Poria, et al.2019 · 852 citations
  9. MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover DistanceConference on Empirical Methods in Natural Language Processing (EMNLP)Wei Zhao, Maxime Peyrard, Fei Liu, et al.2019 · 829 citations
  10. Entity, Relation, and Event Extraction with Contextualized Span RepresentationsConference on Empirical Methods in Natural Language Processing (EMNLP)David Wadden, Ulme Wennberg, Yi Luan, et al.2019 · 821 citations
  11. Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional NetworksConference on Empirical Methods in Natural Language Processing (EMNLP)Chen Zhang, Qiuchi Li, Dawei Song2019 · 808 citations
  12. The Woman Worked as a Babysitter: On Biases in Language GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Emily Sheng, Kai-Wei Chang, Premkumar Natarajan, et al.2019 · 753 citations
  13. Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment ApproachConference on Empirical Methods in Natural Language Processing (EMNLP)Wenpeng Yin, Jamaal Hay, Dan Roth2019 · 731 citations
  14. Mask-Predict: Parallel Decoding of Conditional Masked Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Marjan Ghazvininejad, Omer Levy, Yinhan Liu, et al.2019 · 671 citations
  15. Neural Text Summarization: A Critical EvaluationConference on Empirical Methods in Natural Language Processing (EMNLP)Wojciech Kryscinski, Nitish Shirish Keskar, Bryan McCann, et al.2019 · 558 citations
  16. Cosmos QA: Machine Reading Comprehension with Contextual Commonsense ReasoningLifu Huang, Ronan Le Bras, Chandra Bhagavatula, et al.2019 · 539 citations
  17. Simple, Scalable Adaptation for Neural Machine TranslationConference on Empirical Methods in Natural Language Processing (EMNLP)Ankur Bapna, Orhan Firat2019 · 526 citations
  18. Aspect-Level Sentiment Analysis Via Convolution over Dependency TreeConference on Empirical Methods in Natural Language Processing (EMNLP)Kai Sun, Richong Zhang, Samuel Mensah, et al.2019 · 498 citations
  19. BERT for Coreference Resolution: Baselines and AnalysisConference on Empirical Methods in Natural Language Processing (EMNLP)Mandar Joshi, Omer Levy, Luke Zettlemoyer, et al.2019 · 490 citations
  20. 75 Languages, 1 Model: Parsing Universal Dependencies UniversallyDan Kondratyuk, Milan Straka2019 · 414 citations
  21. Commonsense Knowledge Mining from Pretrained ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Joe Davison, Joshua Feldman, Alexander Rush2019 · 413 citations
  22. Multilingual and Multi-Aspect Hate Speech AnalysisConference on Empirical Methods in Natural Language Processing (EMNLP)Nedjma Ousidhoum, Zizheng Lin, Hongming Zhang, et al.2019 · 410 citations
  23. A Challenge Dataset and Effective Models for Aspect-Based Sentiment AnalysisConference on Empirical Methods in Natural Language Processing (EMNLP)Qingnan Jiang, Lei Chen, Ruifeng Xu, et al.2019 · 395 citations
  24. A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language UnderstandingConference on Empirical Methods in Natural Language Processing (EMNLP)Libo Qin, Wanxiang Che, Yangming Li, et al.2019 · 385 citations
  25. Fine-Grained Analysis of Propaganda in News ArticlesConference on Empirical Methods in Natural Language Processing (EMNLP)Giovanni Da San Martino, Seunghak Yu, Alberto Barrón-Cedeño, et al.2019 · 379 citations
  26. Knowledge-Enriched Transformer for Emotion Detection in Textual ConversationsConference on Empirical Methods in Natural Language Processing (EMNLP)Peixiang Zhong, Di Wang, Chunyan Miao2019 · 372 citations
  27. GlossBERT: BERT for Word Sense Disambiguation with Gloss KnowledgeConference on Empirical Methods in Natural Language Processing (EMNLP)Luyao Huang, Chi Sun, Xipeng Qiu, et al.2019 · 365 citations
  28. The FLORES Evaluation Datasets for Low-Resource Machine Translation: Nepali–English and Sinhala–EnglishConference on Empirical Methods in Natural Language Processing (EMNLP)Francisco Guzmán, Peng-Jen Chen, Myle Ott, et al.2019 · 363 citations
  29. Syntax-Aware Aspect Level Sentiment Classification with Graph Attention NetworksConference on Empirical Methods in Natural Language Processing (EMNLP)Binxuan Huang, Kathleen Carley2019 · 351 citations
  30. Do NLP Models Know Numbers? Probing Numeracy in EmbeddingsConference on Empirical Methods in Natural Language Processing (EMNLP)Eric Wallace, Yizhong Wang, Sujian Li, et al.2019 · 349 citations
  31. Certified Robustness to Adversarial Word SubstitutionsConference on Empirical Methods in Natural Language Processing (EMNLP)Robin Jia, Aditi Raghunathan, Kerem Göksel, et al.2019 · 337 citations
  32. MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of ClaimsConference on Empirical Methods in Natural Language Processing (EMNLP)Isabelle Augenstein, Christina Lioma, Dongsheng Wang, et al.2019 · 319 citations
  33. Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP)Zhiguo Wang, Patrick Ng, Xiaofei Ma, et al.2019 · 303 citations
  34. MoEL: Mixture of Empathetic ListenersConference on Empirical Methods in Natural Language Processing (EMNLP)Zhaojiang Lin, Andrea Madotto, Jamin Shin, et al.2019 · 301 citations
  35. Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented GraphsConference on Empirical Methods in Natural Language Processing (EMNLP)Fenia Christopoulou, Makoto Miwa, Sophia Ananiadou2019 · 296 citations
  36. Towards Debiasing Fact Verification ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Tal Schuster, Darsh Shah, Yun Jie Serene Yeo, et al.2019 · 296 citations
  37. Build it Break it Fix it for Dialogue Safety: Robustness from Adversarial Human AttackConference on Empirical Methods in Natural Language Processing (EMNLP)Emily Dinan, Samuel Humeau, Bharath Chintagunta, et al.2019 · 292 citations
  38. A Benchmark Dataset for Learning to Intervene in Online Hate SpeechConference on Empirical Methods in Natural Language Processing (EMNLP)Jing Qian, Anna Bethke, Yinyin Liu, et al.2019 · 292 citations
  39. Adaptively Sparse TransformersConference on Empirical Methods in Natural Language Processing (EMNLP)Gonçalo M. Correia, Vlad Niculae, André F. T. Martins2019 · 271 citations
  40. Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual TasksConference on Empirical Methods in Natural Language Processing (EMNLP)Haoyang Huang, Yaobo Liang, Nan Duan, et al.2019 · 264 citations
  41. Induction Networks for Few-Shot Text ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP)Ruiying Geng, Binhua Li, Yongbin Li, et al.2019 · 263 citations
  42. CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to DatabasesConference on Empirical Methods in Natural Language Processing (EMNLP)Tao Yu, Rui Zhang, Heyang Er, et al.2019 · 261 citations
  43. Taskmaster-1: Toward a Realistic and Diverse Dialog DatasetConference on Empirical Methods in Natural Language Processing (EMNLP)Bill Byrne, Karthik Krishnamoorthi, Chinnadhurai Sankar, et al.2019 · 246 citations
  44. Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP)Shun Zheng, Wei Cao, Wei Xu, et al.2019 · 246 citations
  45. Can You Unpack That? Learning to Rewrite Questions-in-ContextConference on Empirical Methods in Natural Language Processing (EMNLP)Ahmed Elgohary, Denis Peskov, Jordan Boyd-Graber2019 · 245 citations
  46. Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence LabelingConference on Empirical Methods in Natural Language Processing (EMNLP)Xiaochuang Han, Jacob Eisenstein2019 · 242 citations
  47. “Transforming” Delete, Retrieve, Generate Approach for Controlled Text Style TransferConference on Empirical Methods in Natural Language Processing (EMNLP)Akhilesh Sudhakar, Bhargav Upadhyay, Arjun Maheswaran2019 · 240 citations
  48. A Discrete Hard EM Approach for Weakly Supervised Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP)Sewon Min, Danqi Chen, Hannaneh Hajishirzi, et al.2019 · 233 citations
  49. The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling ObjectivesConference on Empirical Methods in Natural Language Processing (EMNLP)Elena Voita, Rico Sennrich, Ivan Titov2019 · 223 citations
  50. Visualizing and Understanding the Effectiveness of BERTConference on Empirical Methods in Natural Language Processing (EMNLP)Yaru Hao, Li Dong, Furu Wei, et al.2019 · 221 citations
  51. FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative FlowConference on Empirical Methods in Natural Language Processing (EMNLP)Xuezhe Ma, Chunting Zhou, Xian Li, et al.2019 · 214 citations
  52. Extractive Summarization of Long Documents by Combining Global and Local ContextConference on Empirical Methods in Natural Language Processing (EMNLP)Wen Xiao, Giuseppe Carenini2019 · 213 citations
  53. Answers Unite! Unsupervised Metrics for Reinforced Summarization ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Thomas Scialom, Sylvain Lamprier, Benjamin Piwowarski, et al.2019 · 211 citations
  54. Jointly Learning to Align and Translate with Transformer ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Sarthak Garg, Stephan Peitz, Udhyakumar Nallasamy, et al.2019 · 199 citations
  55. On NMT Search Errors and Model Errors: Cat Got Your Tongue?Conference on Empirical Methods in Natural Language Processing (EMNLP)Felix Stahlberg, Bill Byrne2019 · 198 citations
  56. Revealing the Importance of Semantic Retrieval for Machine Reading at ScaleConference on Empirical Methods in Natural Language Processing (EMNLP)Yixin Nie, Songhe Wang, Mohit Bansal2019 · 189 citations
  57. Finding Microaggressions in the Wild: A Case for Locating Elusive Phenomena in Social Media PostsConference on Empirical Methods in Natural Language Processing (EMNLP)Luke Breitfeller, Emily Ahn, David Jurgens, et al.2019 · 188 citations
  58. AllenNLP Interpret: A Framework for Explaining Predictions of NLP ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Eric Wallace, Jens Tuyls, Junlin Wang, et al.2019 · 180 citations
  59. It's All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data SubstitutionConference on Empirical Methods in Natural Language Processing (EMNLP)Rowan Hall Maudslay, Hila Gonen, Ryan Cotterell, et al.2019 · 179 citations
  60. Investigating BERT's Knowledge of Language: Five Analysis Methods with NPIsConference on Empirical Methods in Natural Language Processing (EMNLP)Alex Warstadt, Yu Cao, Ioana Grosu, et al.2019 · 176 citations
  61. Investigating Multilingual NMT Representations at ScaleConference on Empirical Methods in Natural Language Processing (EMNLP)Sneha Kudugunta, Ankur Bapna, Isaac Caswell, et al.2019 · 175 citations
  62. Rethinking Cooperative Rationalization: Introspective Extraction and Complement ControlConference on Empirical Methods in Natural Language Processing (EMNLP)Mo Yu, Shiyu Chang, Yang Zhang, et al.2019 · 175 citations
  63. Editing-Based SQL Query Generation for Cross-Domain Context-Dependent QuestionsConference on Empirical Methods in Natural Language Processing (EMNLP)Rui Zhang, Tao Yu, Heyang Er, et al.2019 · 175 citations
  64. Addressing Semantic Drift in Question Generation for Semi-Supervised Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP)Shiyue Zhang, Mohit Bansal2019 · 174 citations
  65. Multilingual Neural Machine Translation with Language ClusteringConference on Empirical Methods in Natural Language Processing (EMNLP)Xu Tan, Jiale Chen, Di He, et al.2019 · 172 citations
  66. Humor Detection: A Transformer Gets the Last LaughConference on Empirical Methods in Natural Language Processing (EMNLP)Orion Weller, Kevin Seppi2019 · 165 citations
  67. Achieving Verified Robustness to Symbol Substitutions via Interval Bound PropagationConference on Empirical Methods in Natural Language Processing (EMNLP)Po-Sen Huang, Robert Stanforth, Johannes Welbl, et al.2019 · 163 citations
  68. Question Answering for Privacy Policies: Combining Computational and Legal PerspectivesConference on Empirical Methods in Natural Language Processing (EMNLP)Abhilasha Ravichander, Alan W Black, Shomir Wilson, et al.2019 · 163 citations
  69. EASSE: Easier Automatic Sentence Simplification EvaluationConference on Empirical Methods in Natural Language Processing (EMNLP)Fernando Alva-Manchego, Louis Martin, Carolina Scarton, et al.2019 · 162 citations
  70. Context-Aware Monolingual Repair for Neural Machine TranslationConference on Empirical Methods in Natural Language Processing (EMNLP)Elena Voita, Rico Sennrich, Ivan Titov2019 · 161 citations
  71. Do We Really Need Fully Unsupervised Cross-Lingual Embeddings?Conference on Empirical Methods in Natural Language Processing (EMNLP)Ivan Vulić, Goran Glavaš, Roi Reichart, et al.2019 · 157 citations
  72. Cross-Lingual BERT Transformation for Zero-Shot Dependency ParsingConference on Empirical Methods in Natural Language Processing (EMNLP)Yuxuan Wang, Wanxiang Che, Jiang Guo, et al.2019 · 153 citations
  73. Answering Complex Open-domain Questions Through Iterative Query GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Peng Qi, Xiaowen Lin, Leo Mehr, et al.2019 · 152 citations
  74. Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding TasksConference on Empirical Methods in Natural Language Processing (EMNLP)Zi-Yi Dou, Keyi Yu, Antonios Anastasopoulos2019 · 150 citations
  75. Vecalign: Improved Sentence Alignment in Linear Time and SpaceConference on Empirical Methods in Natural Language Processing (EMNLP)Brian Thompson, Philipp Koehn2019 · 144 citations
  76. Pushing the Limits of Low-Resource Morphological InflectionConference on Empirical Methods in Natural Language Processing (EMNLP)Antonios Anastasopoulos, Graham Neubig2019 · 137 citations
  77. Next Sentence Prediction helps Implicit Discourse Relation Classification within and across DomainsConference on Empirical Methods in Natural Language Processing (EMNLP)Wei Shi, Vera Demberg2019 · 134 citations
  78. Broad-Coverage Semantic Parsing as TransductionConference on Empirical Methods in Natural Language Processing (EMNLP)Sheng Zhang, Xutai Ma, Kevin Duh, et al.2019 · 124 citations
  79. Better Rewards Yield Better Summaries: Learning to Summarise Without ReferencesConference on Empirical Methods in Natural Language Processing (EMNLP)Florian Böhm, Yang Gao, Christian M. Meyer, et al.2019 · 123 citations
  80. Automatic Argument Quality Assessment - New Datasets and MethodsConference on Empirical Methods in Natural Language Processing (EMNLP)Assaf Toledo, Shai Gretz, Edo Cohen-Karlik, et al.2019 · 122 citations
  81. Multi-Task Stance Detection with Sentiment and Stance LexiconsConference on Empirical Methods in Natural Language Processing (EMNLP)Yingjie Li, Cornelia Caragea2019 · 113 citations
  82. Simpler and Faster Learning of Adaptive Policies for Simultaneous TranslationConference on Empirical Methods in Natural Language Processing (EMNLP)Baigong Zheng, Renjie Zheng, Mingbo Ma, et al.2019 · 112 citations
  83. Simple and Effective Noisy Channel Modeling for Neural Machine TranslationConference on Empirical Methods in Natural Language Processing (EMNLP)Kyra Yee, Yann Dauphin, Michael Auli2019 · 104 citations
  84. Exploiting Monolingual Data at Scale for Neural Machine TranslationConference on Empirical Methods in Natural Language Processing (EMNLP)Lijun Wu, Yiren Wang, Yingce Xia, et al.2019 · 102 citations
  85. VerbAtlas: a Novel Large-Scale Verbal Semantic Resource and Its Application to Semantic Role LabelingAndrea Di Fabio, Simone Conia, Roberto Navigli2019 · 88 citations
  86. GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented DialogueConference on Empirical Methods in Natural Language Processing (EMNLP)Jun Quan, Deyi Xiong, Bonnie Webber, et al.2019 · 87 citations
  87. Evaluating BERT for natural language inference: A case study on the CommitmentBankConference on Empirical Methods in Natural Language Processing (EMNLP)Nanjiang Jiang, Marie-Catherine de Marneffe2019 · 72 citations
  88. How well do NLI models capture verb veridicality?Alexis Ross, Ellie Pavlick2019 · 61 citations
  89. Posing Fair Generalization Tasks for Natural Language InferenceConference on Empirical Methods in Natural Language Processing (EMNLP)Atticus Geiger, Ignacio Cases, Lauri Karttunen, et al.2019 · 58 citations
  90. A Modular Architecture for Unsupervised Sarcasm GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Abhijit Mishra, Tarun Tater, Karthik Sankaranarayanan2019 · 52 citations
  91. What's Wrong with Hebrew NLP? And How to Make it RightReut Tsarfaty, Shoval Sadde, Stav Klein, et al.2019 · 50 citations
  92. A Regularization Approach for Incorporating Event Knowledge and Coreference Relations into Neural Discourse ParsingConference on Empirical Methods in Natural Language Processing (EMNLP)Zeyu Dai, Ruihong Huang2019 · 46 citations
  93. What You See is What You Get: Visual Pronoun Coreference Resolution in DialoguesConference on Empirical Methods in Natural Language Processing (EMNLP)Xintong Yu, Hongming Zhang, Yangqiu Song, et al.2019 · 42 citations
  94. WikiCREM: A Large Unsupervised Corpus for Coreference ResolutionConference on Empirical Methods in Natural Language Processing (EMNLP)Vid Kocijan, Oana-Maria Camburu, Ana-Maria Cretu, et al.2019 · 41 citations
  95. One Model to Learn Both: Zero Pronoun Prediction and TranslationConference on Empirical Methods in Natural Language Processing (EMNLP)Longyue Wang, Zhaopeng Tu, Xing Wang, et al.2019 · 41 citations
  96. Predicting Discourse Structure using Distant Supervision from SentimentConference on Empirical Methods in Natural Language Processing (EMNLP)Patrick Huber, Giuseppe Carenini2019 · 38 citations
  97. Neural Generative Rhetorical Structure ParsingConference on Empirical Methods in Natural Language Processing (EMNLP)Amandla Mabona, Laura Rimell, Stephen Clark, et al.2019 · 35 citations
  98. Handling Syntactic Divergence in Low-resource Machine TranslationChunting Zhou, Xuezhe Ma, Junjie Hu, et al.2019 · 33 citations
  99. A deep-learning framework to detect sarcasm targetsConference on Empirical Methods in Natural Language Processing (EMNLP)Jasabanta Patro, Srijan Bansal, Animesh Mukherjee2019 · 29 citations
  100. The Role of Pragmatic and Discourse Context in Determining Argument ImpactConference on Empirical Methods in Natural Language Processing (EMNLP)Esin Durmus, Faisal Ladhak, Claire Cardie2019 · 24 citations

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