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EMNLP 2019: all accepted papers

741 papers · page 1 of 8 · the most cited first · ← EMNLP 2019

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  1. Sentence-BERT: Sentence Embeddings using Siamese BERT-NetworksNils Reimers, Iryna Gurevych12,168 citations · our summary
  2. SciBERT: A Pretrained Language Model for Scientific TextIz Beltagy, Kyle Lo, Arman Cohan3,040 citations · our summary
  3. LXMERT: Learning Cross-Modality Encoder Representations from TransformersHao Tan, Mohit Bansal2,248 citations · our summary
  4. EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification TasksJason Wei, Kai Zou1,911 citations
  5. Language Models as Knowledge Bases?Fabio Petroni, Tim Rocktäschel, Sebastian Riedel et al.1,766 citations · our summary
  6. Text Summarization with Pretrained EncodersYang Liu, Mirella Lapata1,553 citations
  7. Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained AspectsJianmo Ni, Jiacheng Li, Julian McAuley1,200 citations · our summary
  8. Attention is not not ExplanationSarah Wiegreffe, Yuval Pinter907 citations · our summary
  9. How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 EmbeddingsKawin Ethayarajh819 citations
  10. DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in ConversationDeepanway Ghosal, Navonil Majumder, Soujanya Poria et al.717 citations · our summary
  11. Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional NetworksChen Zhang, Qiuchi Li, Dawei Song712 citations · our summary
  12. PubMedQA: A Dataset for Biomedical Research Question AnsweringQiao Jin, Bhuwan Dhingra, Zhengping Liu et al.657 citations · our summary
  13. TuckER: Tensor Factorization for Knowledge Graph CompletionIvana Balazevic, Carl Allen, Timothy Hospedales649 citations · our summary
  14. Knowledge Enhanced Contextual Word RepresentationsMatthew E. Peters, Mark Neumann, Robert Logan et al.643 citations
  15. Patient Knowledge Distillation for BERT Model CompressionSiqi Sun, Yu Cheng, Zhe Gan et al.631 citations · our summary
  16. Universal Adversarial Triggers for Attacking and Analyzing NLPEric Wallace, Shi Feng, Nikhil Kandpal et al.611 citations
  17. Entity, Relation, and Event Extraction with Contextualized Span RepresentationsDavid Wadden, Ulme Wennberg, Yi Luan et al.564 citations · our summary
  18. Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTShijie Wu, Mark Dredze558 citations
  19. Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment ApproachWenpeng Yin, Jamaal Hay, Dan Roth517 citations · our summary
  20. Revealing the Dark Secrets of BERTOlga Kovaleva, Alexey Romanov, Anna Rogers et al.495 citations · our summary
  21. MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover DistanceWei Zhao, Maxime Peyrard, Fei Liu et al.477 citations · our summary
  22. Social IQa: Commonsense Reasoning about Social InteractionsMaarten Sap, Hannah Rashkin, Derek Chen et al.473 citations
  23. Mask-Predict: Parallel Decoding of Conditional Masked Language ModelsMarjan Ghazvininejad, Omer Levy, Yinhan Liu et al.454 citations · our summary
  24. KagNet: Knowledge-Aware Graph Networks for Commonsense ReasoningBill Yuchen Lin, Xinyue Chen, Jamin Chen et al.452 citations
  25. Aspect-Level Sentiment Analysis Via Convolution over Dependency TreeKai Sun, Richong Zhang, Samuel Mensah et al.430 citations · our summary
  26. The Woman Worked as a Babysitter: On Biases in Language GenerationEmily Sheng, Kai-Wei Chang, Premkumar Natarajan et al.419 citations · our summary
  27. An Evaluation Dataset for Intent Classification and Out-of-Scope PredictionStefan Larson, Anish Mahendran, Joseph J. Peper et al.392 citations
  28. Designing and Interpreting Probes with Control TasksJohn Hewitt, Percy Liang · 🏆 Best Paper Runner-Up387 citations
  29. Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset BiasesChristopher Clark, Mark Yatskar, Luke Zettlemoyer367 citations
  30. Neural News Recommendation with Multi-Head Self-AttentionChuhan Wu, Fangzhao Wu, Suyu Ge et al.347 citations
  31. Neural Text Summarization: A Critical EvaluationWojciech Kryscinski, Nitish Shirish Keskar, Bryan McCann et al.331 citations · our summary
  32. PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and TextHaitian Sun, Tania Bedrax-Weiss, William Cohen327 citations
  33. Heterogeneous Graph Attention Networks for Semi-supervised Short Text ClassificationHu Linmei, Tianchi Yang, Chuan Shi et al.326 citations
  34. Text Level Graph Neural Network for Text ClassificationLianzhe Huang, Dehong Ma, Sujian Li et al.314 citations
  35. BERT for Coreference Resolution: Baselines and AnalysisMandar Joshi, Omer Levy, Luke Zettlemoyer et al.312 citations · our summary
  36. A Challenge Dataset and Effective Models for Aspect-Based Sentiment AnalysisQingnan Jiang, Lei Chen, Ruifeng Xu et al.306 citations · our summary
  37. Syntax-Aware Aspect Level Sentiment Classification with Graph Attention NetworksBinxuan Huang, Kathleen Carley299 citations · our summary
  38. A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language UnderstandingLibo Qin, Wanxiang Che, Yangming Li et al.298 citations · our summary
  39. Simple, Scalable Adaptation for Neural Machine TranslationAnkur Bapna, Orhan Firat297 citations · our summary
  40. Knowledge-Enriched Transformer for Emotion Detection in Textual ConversationsPeixiang Zhong, Di Wang, Chunyan Miao289 citations · our summary
  41. Fine-Grained Analysis of Propaganda in News ArticlesGiovanni Da San Martino, Seunghak Yu, Alberto Barrón-Cedeño et al.284 citations · our summary
  42. Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding DatasetsMor Geva, Yoav Goldberg, Jonathan Berant280 citations
  43. Multilingual and Multi-Aspect Hate Speech AnalysisNedjma Ousidhoum, Zizheng Lin, Hongming Zhang et al.276 citations · our summary
  44. Cosmos QA: Machine Reading Comprehension with Contextual Commonsense ReasoningLifu Huang, Ronan Le Bras, Chandra Bhagavatula et al.270 citations · our summary
  45. Commonsense Knowledge Mining from Pretrained ModelsJoe Davison, Joshua Feldman, Alexander Rush255 citations · our summary
  46. A Lexicon-Based Graph Neural Network for Chinese NERTao Gui, Yicheng Zou, Qi Zhang et al.249 citations
  47. Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented GraphsFenia Christopoulou, Makoto Miwa, Sophia Ananiadou241 citations · our summary
  48. FewRel 2.0: Towards More Challenging Few-Shot Relation ClassificationTianyu Gao, Xu Han, Hao Zhu et al.237 citations
  49. Towards Knowledge-Based Recommender Dialog SystemQibin Chen, Junyang Lin, Yichang Zhang et al.236 citations
  50. Show Your Work: Improved Reporting of Experimental ResultsJesse Dodge, Suchin Gururangan, Dallas Card et al.226 citations
  51. 75 Languages, 1 Model: Parsing Universal Dependencies UniversallyDan Kondratyuk, Milan Straka225 citations · our summary
  52. Do NLP Models Know Numbers? Probing Numeracy in EmbeddingsEric Wallace, Yizhong Wang, Sujian Li et al.225 citations · our summary
  53. Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question AnsweringZhiguo Wang, Patrick Ng, Xiaofei Ma et al.224 citations · our summary
  54. PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase IdentificationYinfei Yang, Yuan Zhang, Chris Tar et al.223 citations
  55. Certified Robustness to Adversarial Word SubstitutionsRobin Jia, Aditi Raghunathan, Kerem Göksel et al.222 citations · our summary
  56. GlossBERT: BERT for Word Sense Disambiguation with Gloss KnowledgeLuyao Huang, Chi Sun, Xipeng Qiu et al.222 citations · our summary
  57. Meta Relational Learning for Few-Shot Link Prediction in Knowledge GraphsMingyang Chen, Wen Zhang, Wei Zhang et al.220 citations
  58. MoEL: Mixture of Empathetic ListenersZhaojiang Lin, Andrea Madotto, Jamin Shin et al.213 citations · our summary
  59. Cloze-driven Pretraining of Self-attention NetworksAlexei Baevski, Sergey Edunov, Yinhan Liu et al.212 citations
  60. The FLORES Evaluation Datasets for Low-Resource Machine Translation: Nepali–English and Sinhala–EnglishFrancisco Guzmán, Peng-Jen Chen, Myle Ott et al. · 🏆 Best Resource Paper203 citations · our summary
  61. Induction Networks for Few-Shot Text ClassificationRuiying Geng, Binhua Li, Yongbin Li et al.199 citations · our summary
  62. Adaptively Sparse TransformersGonçalo M. Correia, Vlad Niculae, André F. T. Martins198 citations · our summary
  63. MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of ClaimsIsabelle Augenstein, Christina Lioma, Dongsheng Wang et al.186 citations · our summary
  64. Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event ExtractionShun Zheng, Wei Cao, Wei Xu et al.184 citations · our summary
  65. A Benchmark Dataset for Learning to Intervene in Online Hate SpeechJing Qian, Anna Bethke, Yinyin Liu et al.179 citations · our summary
  66. Label-Specific Document Representation for Multi-Label Text ClassificationLin Xiao, Xin Huang, Boli Chen et al.176 citations
  67. Fusion of Detected Objects in Text for Visual Question AnsweringChris Alberti, Jeffrey Ling, Michael Collins et al.175 citations
  68. Jointly Learning Entity and Relation Representations for Entity AlignmentYuting Wu, Xiao Liu, Yansong Feng et al.172 citations
  69. Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph ModelChengjiang Li, Yixin Cao, Lei Hou et al.169 citations
  70. Towards Debiasing Fact Verification ModelsTal Schuster, Darsh Shah, Yun Jie Serene Yeo et al.169 citations · our summary
  71. Visualizing and Understanding the Effectiveness of BERTYaru Hao, Li Dong, Furu Wei et al.166 citations · our summary
  72. Transformer Dissection: An Unified Understanding for Transformer's Attention via the Lens of KernelYao-Hung Hubert Tsai, Shaojie Bai, Makoto Yamada et al.163 citations
  73. Aligning Cross-Lingual Entities with Multi-Aspect InformationHsiu-Wei Yang, Yanyan Zou, Peng Shi et al.162 citations
  74. Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual TasksHaoyang Huang, Yaobo Liang, Nan Duan et al.160 citations · our summary
  75. CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to DatabasesTao Yu, Rui Zhang, Heyang Er et al.158 citations · our summary
  76. Build it Break it Fix it for Dialogue Safety: Robustness from Adversarial Human AttackEmily Dinan, Samuel Humeau, Bharath Chintagunta et al.157 citations · our summary
  77. Learning to Speak and Act in a Fantasy Text Adventure GameJack Urbanek, Angela Fan, Siddharth Karamcheti et al.156 citations
  78. UR-FUNNY: A Multimodal Language Dataset for Understanding HumorMd Kamrul Hasan, Wasifur Rahman, AmirAli Bagher Zadeh et al.156 citations
  79. Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph NetworkDianbo Sui, Yubo Chen, Kang Liu et al.154 citations
  80. Extractive Summarization of Long Documents by Combining Global and Local ContextWen Xiao, Giuseppe Carenini153 citations · our summary
  81. Can You Unpack That? Learning to Rewrite Questions-in-ContextAhmed Elgohary, Denis Peskov, Jordan Boyd-Graber150 citations · our summary
  82. Encode, Tag, Realize: High-Precision Text EditingEric Malmi, Sebastian Krause, Sascha Rothe et al.148 citations
  83. Neural Extractive Text Summarization with Syntactic CompressionJiacheng Xu, Greg Durrett147 citations
  84. Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential ReasoningPradeep Dasigi, Nelson F. Liu, Ana Marasović et al.147 citations · our summary
  85. Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence LabelingXiaochuang Han, Jacob Eisenstein146 citations · our summary
  86. A Boundary-aware Neural Model for Nested Named Entity RecognitionChangmeng Zheng, Yi Cai, Jingyun Xu et al.145 citations
  87. Event Detection with Multi-Order Graph Convolution and Aggregated AttentionHaoran Yan, Xiaolong Jin, Xiangbin Meng et al.145 citations
  88. FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative FlowXuezhe Ma, Chunting Zhou, Xian Li et al.142 citations · our summary
  89. Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement LearningXiangrong Zeng, Shizhu He, Daojian Zeng et al.142 citations
  90. A Discrete Hard EM Approach for Weakly Supervised Question AnsweringSewon Min, Danqi Chen, Hannaneh Hajishirzi et al.141 citations · our summary
  91. Parallel Iterative Edit Models for Local Sequence TransductionAbhijeet Awasthi, Sunita Sarawagi, Rasna Goyal et al.140 citations
  92. OpenNRE: An Open and Extensible Toolkit for Neural Relation ExtractionXu Han, Tianyu Gao, Yuan Yao et al. · System Demonstrations139 citations
  93. Taskmaster-1: Toward a Realistic and Diverse Dialog DatasetBill Byrne, Karthik Krishnamoorthi, Chinnadhurai Sankar et al.139 citations · our summary
  94. “Transforming” Delete, Retrieve, Generate Approach for Controlled Text Style TransferAkhilesh Sudhakar, Bhargav Upadhyay, Arjun Maheswaran139 citations · our summary
  95. “Going on a vacation” takes longer than “Going for a walk”: A Study of Temporal Commonsense UnderstandingBen Zhou, Daniel Khashabi, Qiang Ning et al.136 citations
  96. Cross-Domain Modeling of Sentence-Level Evidence for Document RetrievalZeynep Akkalyoncu Yilmaz, Wei Yang, Haotian Zhang et al.135 citations
  97. An Empirical Study of Incorporating Pseudo Data into Grammatical Error CorrectionShun Kiyono, Jun Suzuki, Masato Mita et al.134 citations
  98. DEBUG: A Dense Bottom-Up Grounding Approach for Natural Language Video LocalizationChujie Lu, Long Chen, Chilie Tan et al.134 citations
  99. Hierarchical Attention Prototypical Networks for Few-Shot Text ClassificationShengli Sun, Qingfeng Sun, Kevin Zhou et al.132 citations
  100. Neural Linguistic SteganographyZachary Ziegler, Yuntian Deng, Alexander Rush127 citations

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