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NAACL 2019: all accepted papers

481 papers · page 1 of 5 · the most cited first · ← NAACL 2019

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  1. BERT: Pre-training of Deep Bidirectional Transformers for Language UnderstandingJacob Devlin, Ming-Wei Chang, Kenton Lee et al. · 🏆 Best Long Paper31,944 citations · our summary
  2. fairseq: A Fast, Extensible Toolkit for Sequence ModelingMyle Ott, Sergey Edunov, Alexei Baevski et al.2,344 citations · our summary
  3. Predicting the Type and Target of Offensive Posts in Social MediaMarcos Zampieri, Shervin Malmasi, Preslav Nakov et al.720 citations · our summary
  4. Linguistic Knowledge and Transferability of Contextual RepresentationsNelson F. Liu, Matt Gardner, Yonatan Belinkov et al.621 citations · our summary
  5. Attention is not ExplanationSarthak Jain, Byron C. Wallace598 citations · our summary
  6. A Structural Probe for Finding Syntax in Word RepresentationsJohn Hewitt, Christopher D. Manning596 citations · our summary
  7. Transfer Learning in Natural Language ProcessingSebastian Ruder, Matthew E. Peters, Swabha Swayamdipta et al. · Tutorials587 citations · our summary
  8. CommonsenseQA: A Question Answering Challenge Targeting Commonsense KnowledgeAlon Talmor, Jonathan Herzig, Nicholas Lourie et al. · 🏆 Best Resource Paper491 citations · our summary
  9. On Measuring Social Biases in Sentence EncodersChandler May, Alex Wang, Shikha Bordia et al.438 citations · our summary
  10. Massively Multilingual Neural Machine TranslationRoee Aharoni, Melvin Johnson, Orhan Firat394 citations
  11. End-to-End Open-Domain Question Answering with BERTseriniWei Yang, Yuqing Xie, Aileen Lin et al.391 citations · our summary
  12. FLAIR: An Easy-to-Use Framework for State-of-the-Art NLPAlan Akbik, Tanja Bergmann, Duncan Blythe et al.343 citations · our summary
  13. DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over ParagraphsDheeru Dua, Yizhong Wang, Pradeep Dasigi et al.339 citations · our summary
  14. Gender Bias in Contextualized Word EmbeddingsJieyu Zhao, Tianlu Wang, Mark Yatskar et al.319 citations · our summary
  15. BoolQ: Exploring the Surprising Difficulty of Natural Yes/No QuestionsChristopher Clark, Kenton Lee, Ming-Wei Chang et al.312 citations · our summary
  16. A general framework for information extraction using dynamic span graphsYi Luan, Dave Wadden, Luheng He et al.311 citations · our summary
  17. Competence-based Curriculum Learning for Neural Machine TranslationEmmanouil Antonios Platanios, Otilia Stretcu, Graham Neubig et al.304 citations
  18. BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment AnalysisHu Xu, Bing Liu, Lei Shu et al.295 citations
  19. Learning to Navigate Unseen Environments: Back Translation with Environmental DropoutHao Tan, Licheng Yu, Mohit Bansal289 citations · our summary
  20. Pooled Contextualized Embeddings for Named Entity RecognitionAlan Akbik, Tanja Bergmann, Roland Vollgraf286 citations · our summary
  21. A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search PersonalizationDai Quoc Nguyen, Thanh Vu, Tu Dinh Nguyen et al.267 citations
  22. Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word EmbeddingsThomas Manzini, Lim Yao Chong, Alan W Black et al.255 citations · our summary
  23. Cross-lingual Transfer Learning for Multilingual Task Oriented DialogSebastian Schuster, Sonal Gupta, Rushin Shah et al.246 citations · our summary
  24. What makes a good conversation? How controllable attributes affect human judgmentsAbigail See, Stephen Roller, Douwe Kiela et al.241 citations · our summary
  25. Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution NetworksNingyu Zhang, Shumin Deng, Zhanlin Sun et al.236 citations
  26. Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary SentenceChi Sun, Luyao Huang, Xipeng Qiu235 citations · our summary
  27. Cyclical Annealing Schedule: A Simple Approach to Mitigating KL VanishingHao Fu, Chunyuan Li, Xiaodong Liu et al.230 citations
  28. Target-oriented Opinion Words Extraction with Target-fused Neural Sequence LabelingZhifang Fan, Zhen Wu, Xin-Yu Dai et al.220 citations · our summary
  29. PAWS: Paraphrase Adversaries from Word ScramblingYuan Zhang, Jason Baldridge, Luheng He219 citations · our summary
  30. Multi-task Learning for Multi-modal Emotion Recognition and Sentiment AnalysisMd Shad Akhtar, Dushyant Chauhan, Deepanway Ghosal et al.215 citations
  31. Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled DataWei Zhao, Liang Wang, Kewei Shen et al.204 citations
  32. MuST-C: a Multilingual Speech Translation CorpusMattia A. Di Gangi, Roldano Cattoni, Luisa Bentivogli et al.204 citations · our summary
  33. Graph Convolution for Multimodal Information Extraction from Visually Rich DocumentsXiaojing Liu, Feiyu Gao, Qiong Zhang et al. · Human Language Technologies, Volume 2 (Industry Papers199 citations
  34. Structural Scaffolds for Citation Intent Classification in Scientific PublicationsArman Cohan, Waleed Ammar, Madeleine van Zuylen et al.197 citations · our summary
  35. WiC: the Word-in-Context Dataset for Evaluating Context-Sensitive Meaning RepresentationsMohammad Taher Pilehvar, Jose Camacho-Collados192 citations · our summary
  36. Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency ParsingTal Schuster, Ori Ram, Regina Barzilay et al.182 citations · our summary
  37. Analyzing Polarization in Social Media: Method and Application to Tweets on 21 Mass ShootingsDorottya Demszky, Nikhil Garg, Rob Voigt et al.164 citations
  38. Text Generation from Knowledge Graphs with Graph TransformersRik Koncel-Kedziorski, Dhanush Bekal, Yi Luan et al.163 citations · our summary
  39. Unifying Human and Statistical Evaluation for Natural Language GenerationTatsunori B. Hashimoto, Hugh Zhang, Percy Liang160 citations
  40. Selective Attention for Context-aware Neural Machine TranslationSameen Maruf, André F. T. Martins, Gholamreza Haffari159 citations · our summary
  41. Document-Level N-ary Relation Extraction with Multiscale Representation LearningRobin Jia, Cliff Wong, Hoifung Poon155 citations
  42. Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove ThemHila Gonen, Yoav Goldberg155 citations · our summary
  43. Star-TransformerQipeng Guo, Xipeng Qiu, Pengfei Liu et al.155 citations
  44. Adaptive Convolution for Multi-Relational LearningXiaotian Jiang, Quan Wang, Bin Wang153 citations
  45. Adversarial Training for Weakly Supervised Event DetectionXiaozhi Wang, Xu Han, Zhiyuan Liu et al.148 citations · our summary
  46. Neural language models as psycholinguistic subjects: Representations of syntactic stateRichard Futrell, Ethan Wilcox, Takashi Morita et al.144 citations · our summary
  47. Detection of Abusive Language: the Problem of Biased DatasetsMichael Wiegand, Josef Ruppenhofer, Thomas Kleinbauer141 citations · our summary
  48. Probing the Need for Visual Context in Multimodal Machine TranslationOzan Caglayan, Pranava Madhyastha, Lucia Specia et al. · 🏆 Best Short Paper139 citations · our summary
  49. Distant Supervision Relation Extraction with Intra-Bag and Inter-Bag AttentionsZhi-Xiu Ye, Zhen-Hua Ling132 citations
  50. Corpora Generation for Grammatical Error CorrectionJared Lichtarge, Chris Alberti, Shankar Kumar et al.129 citations
  51. Improving Machine Reading Comprehension with General Reading StrategiesKai Sun, Dian Yu, Dong Yu et al.123 citations · our summary
  52. Bidirectional Attentive Memory Networks for Question Answering over Knowledge BasesYu Chen, Lingfei Wu, Mohammed J. Zaki122 citations
  53. Convolutional Self-Attention NetworksBaosong Yang, Longyue Wang, Derek F. Wong et al.122 citations
  54. Learning Hierarchical Discourse-level Structure for Fake News DetectionHamid Karimi, Jiliang Tang122 citations
  55. On Difficulties of Cross-Lingual Transfer with Order Differences: A Case Study on Dependency ParsingWasi Ahmad, Zhisong Zhang, Xuezhe Ma et al.121 citations
  56. Integrating Semantic Knowledge to Tackle Zero-shot Text ClassificationJingqing Zhang, Piyawat Lertvittayakumjorn, Yike Guo119 citations
  57. Pre-trained language model representations for language generationSergey Edunov, Alexei Baevski, Michael Auli119 citations
  58. Sentence Embedding Alignment for Lifelong Relation ExtractionHong Wang, Wenhan Xiong, Mo Yu et al.118 citations
  59. Step-by-Step: Separating Planning from Realization in Neural Data-to-Text GenerationAmit Moryossef, Yoav Goldberg, Ido Dagan116 citations · our summary
  60. Improved Lexically Constrained Decoding for Translation and Monolingual RewritingJ. Edward Hu, Huda Khayrallah, Ryan Culkin et al.113 citations · our summary
  61. Overcoming Catastrophic Forgetting During Domain Adaptation of Neural Machine TranslationBrian Thompson, Jeremy Gwinnup, Huda Khayrallah et al.113 citations · our summary
  62. Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable ModelsTiancheng Zhao, Kaige Xie, Maxine Eskenazi112 citations · our summary
  63. Recommendations for Datasets for Source Code SummarizationAlexander LeClair, Collin McMillan111 citations
  64. The emergence of number and syntax units in LSTM language modelsYair Lakretz, German Kruszewski, Theo Desbordes et al.111 citations · our summary
  65. Curriculum Learning for Domain Adaptation in Neural Machine TranslationXuan Zhang, Pamela Shapiro, Gaurav Kumar et al.109 citations · our summary
  66. compare-mt: A Tool for Holistic Comparison of Language Generation SystemsGraham Neubig, Zi-Yi Dou, Junjie Hu et al.109 citations · our summary
  67. MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based FormalismsAida Amini, Saadia Gabriel, Shanchuan Lin et al.107 citations · our summary
  68. An Embarrassingly Simple Approach for Transfer Learning from Pretrained Language ModelsAlexandra Chronopoulou, Christos Baziotis, Alexandros Potamianos106 citations
  69. On Evaluation of Adversarial Perturbations for Sequence-to-Sequence ModelsPaul Michel, Xian Li, Graham Neubig et al.106 citations · our summary
  70. Joint Multiple Intent Detection and Slot Labeling for Goal-Oriented DialogRashmi Gangadharaiah, Balakrishnan Narayanaswamy105 citations
  71. Submodular Optimization-based Diverse Paraphrasing and its Effectiveness in Data AugmentationAshutosh Kumar, Satwik Bhattamishra, Manik Bhandari et al.105 citations · our summary
  72. Affect-Driven Dialog GenerationPierre Colombo, Wojciech Witon, Ashutosh Modi et al.103 citations
  73. Unsupervised Latent Tree Induction with Deep Inside-Outside Recursive Auto-EncodersAndrew Drozdov, Patrick Verga, Mohit Yadav et al.102 citations
  74. Inferring Which Medical Treatments Work from Reports of Clinical TrialsEric Lehman, Jay DeYoung, Regina Barzilay et al.99 citations · our summary
  75. Seeing Things from a Different Angle:Discovering Diverse Perspectives about ClaimsSihao Chen, Daniel Khashabi, Wenpeng Yin et al.99 citations · our summary
  76. Unsupervised Recurrent Neural Network GrammarsYoon Kim, Alexander Rush, Lei Yu et al.98 citations
  77. Modeling Document-level Causal Structures for Event Causal Relation IdentificationLei Gao, Prafulla Kumar Choubey, Ruihong Huang97 citations
  78. AudioCaps: Generating Captions for Audios in The WildChris Dongjoo Kim, Byeongchang Kim, Hyunmin Lee et al.92 citations · our summary
  79. Evaluating Coherence in Dialogue Systems using EntailmentNouha Dziri, Ehsan Kamalloo, Kory Mathewson et al.91 citations
  80. Question Answering as an Automatic Evaluation Metric for News Article SummarizationMatan Eyal, Tal Baumel, Michael Elhadad91 citations · our summary
  81. Semantically-Aligned Equation Generation for Solving and Reasoning Math Word ProblemsTing-Rui Chiang, Yun-Nung Chen91 citations
  82. Rethinking Complex Neural Network Architectures for Document ClassificationAshutosh Adhikari, Achyudh Ram, Raphael Tang et al.90 citations
  83. Single Document Summarization as Tree InductionYang Liu, Ivan Titov, Mirella Lapata90 citations
  84. Positional Encoding to Control Output Sequence LengthSho Takase, Naoaki Okazaki88 citations
  85. An Encoding Strategy Based Word-Character LSTM for Chinese NERWei Liu, Tongge Xu, Qinghua Xu et al.86 citations
  86. Detecting Depression in Social Media using Fine-Grained EmotionsMario Ezra Aragón, Adrian Pastor López-Monroy, Luis Carlos González-Gurrola et al.85 citations
  87. Abstractive Summarization of Reddit Posts with Multi-level Memory NetworksByeongchang Kim, Hyunwoo Kim, Gunhee Kim84 citations · our summary
  88. Enhancing Key-Value Memory Neural Networks for Knowledge Based Question AnsweringKun Xu, Yuxuan Lai, Yansong Feng et al.84 citations
  89. Argument Mining for Understanding Peer ReviewsXinyu Hua, Mitko Nikolov, Nikhil Badugu et al.83 citations
  90. Old is Gold: Linguistic Driven Approach for Entity and Relation Linking of Short TextAhmad Sakor, Isaiah Onando Mulang', Kuldeep Singh et al.83 citations
  91. Better Modeling of Incomplete Annotations for Named Entity RecognitionZhanming Jie, Pengjun Xie, Wei Lu et al.82 citations
  92. Modeling Recurrence for TransformerJie Hao, Xing Wang, Baosong Yang et al.82 citations
  93. Playing Text-Adventure Games with Graph-Based Deep Reinforcement LearningPrithviraj Ammanabrolu, Mark Riedl82 citations
  94. Understanding Dataset Design Choices for Multi-hop ReasoningJifan Chen, Greg Durrett82 citations · our summary
  95. Jointly Optimizing Diversity and Relevance in Neural Response GenerationXiang Gao, Sungjin Lee, Yizhe Zhang et al.81 citations
  96. Text Processing Like Humans Do: Visually Attacking and Shielding NLP SystemsSteffen Eger, Gözde Gül Şahin, Andreas Rücklé et al.81 citations · our summary
  97. Non-Parametric Adaptation for Neural Machine TranslationAnkur Bapna, Orhan Firat80 citations
  98. Early Rumour DetectionKaimin Zhou, Chang Shu, Binyang Li et al.79 citations
  99. Inoculation by Fine-Tuning: A Method for Analyzing Challenge DatasetsNelson F. Liu, Roy Schwartz, Noah A. Smith77 citations · our summary
  100. Reinforcement Learning Based Text Style Transfer without Parallel Training CorpusHongyu Gong, Suma Bhat, Lingfei Wu et al.77 citations

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