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Works of Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)

324 works · page 1 of 4 · the most cited first · ← Conference of the North American Chapter of the…

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  1. BERT: Pre-training of Deep Bidirectional Transformers for Language UnderstandingJacob Devlin, Ming-Wei Chang, Kenton Lee, et al.2019 · 23,422 citations
  2. Hierarchical Attention Networks for Document ClassificationZichao Yang, Diyi Yang, Chris Dyer, et al.2016 · 5,409 citations
  3. fairseq: A Fast, Extensible Toolkit for Sequence ModelingMyle Ott, Sergey Edunov, Alexei Baevski, et al.2019 · 3,941 citations
  4. Feature-Rich Part-of-Speech Tagging with a Cyclic Dependency NetworkKristina Toutanova, Dan Klein, Christopher D. Manning, et al.2003 · 3,559 citations
  5. Linguistic Regularities in Continuous Space Word RepresentationsTomas Mikolov, Wen-tau Yih, Geoffrey Zweig2013 · 3,482 citations
  6. Deep Contextualized Word RepresentationsMatthew E. Peters, Mark Neumann, Mohit Iyyer, et al.2018 · 3,240 citations
  7. A Diversity-Promoting Objective Function for Neural Conversation ModelsJiwei Li, Michel Galley, Chris Brockett, et al.2016 · 2,925 citations
  8. Self-Attention with Relative Position RepresentationsPeter Shaw, Jakob Uszkoreit, Ashish Vaswani2018 · 2,811 citations
  9. FEVER: a Large-scale Dataset for Fact Extraction and VERificationJames Thorne, Andreas Vlachos, Christos Christodoulopoulos, et al.2018 · 2,205 citations
  10. Automatic Evaluation of Summaries Using N-gram Co-occurrence StatisticsChin-Yew Lin, Eduard Hovy2003 · 1,967 citations
  11. mT5: A Massively Multilingual Pre-trained Text-to-Text TransformerLinting Xue, Noah Constant, Adam Roberts, et al.2021 · 1,574 citations
  12. A Probabilistic Earley Parser as a Psycholinguistic ModelJohn Hale2001 · 1,448 citations
  13. BoolQ: Exploring the Surprising Difficulty of Natural Yes/No QuestionsChristopher Clark, Kenton Lee, Ming-Wei Chang, et al.2019 · 1,299 citations
  14. A Structural Probe for Finding Syntax in Word RepresentationsJohn Hewitt, Christopher D. Manning2019 · 1,228 citations
  15. Gender Bias in Coreference Resolution: Evaluation and Debiasing MethodsJieyu Zhao, Tianlu Wang, Mark Yatskar, et al.2018 · 1,186 citations
  16. CommonsenseQA: A Question Answering Challenge Targeting Commonsense KnowledgeAlon Talmor, Jonathan Herzig, Nicholas Lourie, et al.2019 · 1,146 citations
  17. It's Not Just Size That Matters: Small Language Models Are Also Few-Shot LearnersTimo Schick, Hinrich Schütze2021 · 1,118 citations
  18. A Study on Similarity and Relatedness Using Distributional and WordNet-based ApproachesEneko Agirre, Enrique Alfonseca, Keith Hall, et al.2009 · 1,117 citations
  19. Predicting the Type and Target of Offensive Posts in Social MediaMarcos Zampieri, Shervin Malmasi, Preslav Nakov, et al.2019 · 1,113 citations
  20. Abstractive Sentence Summarization with Attentive Recurrent Neural NetworksSumit Chopra, Michael Auli, Alexander M. Rush2016 · 1,085 citations
  21. Neural Architectures for Named Entity RecognitionGuillaume Lample, Miguel Ballesteros, Sandeep Subramanian, et al.2016 · 1,021 citations
  22. A Discourse-Aware Attention Model for Abstractive Summarization of Long DocumentsArman Cohan, Franck Dernoncourt, Doo Soon Kim, et al.2018 · 1,018 citations
  23. Linguistic Knowledge and Transferability of Contextual RepresentationsNelson F. Liu, Matt Gardner, Yonatan Belinkov, et al.2019 · 1,011 citations
  24. Attention is not ExplanationSarthak Jain, Byron C. Wallace2019 · 997 citations
  25. PPDB: The Paraphrase DatabaseJuri Ganitkevitch, Benjamin Van Durme, Chris Callison-Burch2013 · 964 citations
  26. Effective Use of Word Order for Text Categorization with Convolutional Neural NetworksRie Johnson, Tong Zhang2015 · 956 citations
  27. A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural NetworkDai Quoc Nguyen, Tu Dinh Nguyen, Dat Quoc Nguyen, et al.2018 · 944 citations
  28. DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over ParagraphsDheeru Dua, Yizhong Wang, Pradeep Dasigi, et al.2019 · 941 citations
  29. Improved Inference for Unlexicalized ParsingSlav Petrov, Dan Klein2007 · 941 citations
  30. Adversarial Example Generation with Syntactically Controlled Paraphrase NetworksMohit Iyyer, John Wieting, Kevin Gimpel, et al.2018 · 936 citations
  31. Are NLP Models really able to Solve Simple Math Word Problems?Arkil Patel, Satwik Bhattamishra, Navin Goyal2021 · 882 citations
  32. Joint Event Extraction via Recurrent Neural NetworksThien Huu Nguyen, Kyunghyun Cho, Ralph Grishman2016 · 881 citations
  33. Gender Bias in Coreference ResolutionRachel Rudinger, Jason Naradowsky, Brian Leonard, et al.2018 · 852 citations
  34. Effective Self-Training for ParsingDavid McClosky, Eugene Charniak, Mark Johnson2006 · 846 citations
  35. Visualizing and Understanding Neural Models in NLPJiwei Li, Xinlei Chen, Eduard Hovy, et al.2016 · 842 citations
  36. Unsupervised Learning of Sentence Embeddings Using Compositional n-Gram FeaturesMatteo Pagliardini, Prakhar Gupta, Martin Jaggi2018 · 840 citations
  37. Automatic Evaluation of Topic CoherenceDavid Newman, Jey Han Lau, Karl Grieser, et al.2010 · 823 citations
  38. Multi-Way, Multilingual Neural Machine Translation with a Shared Attention MechanismOrhan Firat, Kyunghyun Cho, Yoshua Bengio2016 · 821 citations
  39. Contextual Augmentation: Data Augmentation by Words with Paradigmatic RelationsSosuke Kobayashi2018 · 804 citations
  40. Newsroom: A Dataset of 1.3 Million Summaries with Diverse Extractive StrategiesMax Grusky, Mor Naaman, Yoav Artzi2018 · 778 citations
  41. On Measuring Social Biases in Sentence EncodersChandler May, Alex Wang, Shikha Bordia, et al.2019 · 761 citations
  42. Colorless Green Recurrent Networks Dream HierarchicallyKristina Gulordava, Piotr Bojanowski, Edouard Grave, et al.2018 · 759 citations
  43. Learning Distributed Representations of Sentences from Unlabelled DataFelix Hill, Kyunghyun Cho, Anna Korhonen2016 · 756 citations
  44. Unified Pre-training for Program Understanding and GenerationWasi Ahmad, Saikat Chakraborty, Baishakhi Ray, et al.2021 · 746 citations
  45. What's in a translation rule?Michel Galley, Mark Hopkins, Kevin Knight, et al.2004 · 732 citations
  46. Learning To Retrieve Prompts for In-Context LearningOhad Rubin, Jonathan Herzig, Jonathan Berant2021 · 717 citations
  47. Explainable Prediction of Medical Codes from Clinical TextJames Mullenbach, Sarah Wiegreffe, Jon Duke, et al.2018 · 715 citations
  48. Transfer Learning in Natural Language ProcessingSebastian Ruder, Matthew E. Peters, Swabha Swayamdipta, et al.2019 · 700 citations
  49. Looking Beyond the Surface: A Challenge Set for Reading Comprehension over Multiple SentencesDaniel Khashabi, Snigdha Chaturvedi, Michael Roth, et al.2018 · 669 citations
  50. KILT: a Benchmark for Knowledge Intensive Language TasksFabio Petroni, Aleksandra Piktus, Angela Fan, et al.2020 · 663 citations
  51. Slot-Gated Modeling for Joint Slot Filling and Intent PredictionChih-Wen Goo, Guang Gao, Yun-Kai Hsu, et al.2018 · 653 citations
  52. Alignment by AgreementPercy Liang, Ben Taskar, Dan Klein2006 · 652 citations
  53. Chunking with Support Vector MachinesTaku Kudo, Yuji Matsumoto2001 · 647 citations
  54. FLAIR: An Easy-to-Use Framework for State-of-the-Art NLPAlan Akbik, Tanja Bergmann, Duncan Blythe, et al.2019 · 645 citations
  55. Exploring Content Models for Multi-Document SummarizationAria Haghighi, Lucy Vanderwende2009 · 630 citations
  56. A Frustratingly Easy Approach for Entity and Relation ExtractionZexuan Zhong, Danqi Chen2020 · 629 citations
  57. Learning to Paraphrase: An Unsupervised Approach Using Multiple-Sequence AlignmentRegina Barzilay, Lillian Lee2003 · 622 citations
  58. Higher-Order Coreference Resolution with Coarse-to-Fine InferenceKenton Lee, Luheng He, Luke Zettlemoyer2018 · 612 citations
  59. RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question AnsweringYingqi Qu, Yuchen Ding, Jing Liu, et al.2021 · 601 citations
  60. FNet: Mixing Tokens with Fourier TransformsJames Lee-Thorp, Joshua Ainslie, Ilya Eckstein, et al.2022 · 593 citations
  61. WiC: the Word-in-Context Dataset for Evaluating Context-Sensitive Meaning RepresentationsMohammad Taher Pilehvar, Jose Camacho-Collados2019 · 592 citations
  62. PAWS: Paraphrase Adversaries from Word ScramblingYuan Zhang, Jason Baldridge, Luheng He2019 · 584 citations
  63. Minimum Bayes-Risk Decoding for Statistical Machine TranslationShankar Kumar, William Byrne2004 · 583 citations
  64. Dear Sir or Madam, May I Introduce the GYAFC Dataset: Corpus, Benchmarks and Metrics for Formality Style TransferSudha Rao, Joel Tetreault2018 · 581 citations
  65. An Unsupervised Aspect-Sentiment Model for Online ReviewsSamuel Brody, Noemie Elhadad2010 · 569 citations
  66. Learning How to Ask: Querying LMs with Mixtures of Soft PromptsGuanghui Qin, Jason Eisner2021 · 566 citations
  67. Sentence Level Discourse Parsing using Syntactic and Lexical InformationRadu Soricut, Daniel Marcu2003 · 560 citations
  68. Unsupervised Modeling of Twitter ConversationsAlan Ritter, Colin Cherry, Bill Dolan2010 · 557 citations
  69. Batch Tuning Strategies for Statistical Machine TranslationColin Cherry, George Foster2012 · 548 citations
  70. Learning to Compose Neural Networks for Question AnsweringJacob Andreas, Marcus Rohrbach, Trevor Darrell, et al.2016 · 547 citations
  71. End-to-End Open-Domain Question Answering with BERTseriniWei Yang, Yuqing Xie, Aileen Lin, et al.2019 · 539 citations
  72. Conversational Memory Network for Emotion Recognition in Dyadic Dialogue VideosDevamanyu Hazarika, Soujanya Poria, Amir Zadeh, et al.2018 · 539 citations
  73. Normalized Word Embedding and Orthogonal Transform for Bilingual Word TranslationChao Xing, Dong Wang, Chao Liu, et al.2015 · 528 citations
  74. Sequential Short-Text Classification with Recurrent and Convolutional Neural NetworksJi Young Lee, Franck Dernoncourt2016 · 509 citations
  75. Farasa: A Fast and Furious Segmenter for ArabicAhmed Abdelali, Kareem Darwish, Nadir Durrani, et al.2016 · 506 citations
  76. Two/Too Simple Adaptations of Word2Vec for Syntax ProblemsWang Ling, Chris Dyer, Alan W. Black, et al.2015 · 504 citations
  77. Gender Bias in Contextualized Word EmbeddingsJieyu Zhao, Tianlu Wang, Mark Yatskar, et al.2019 · 503 citations
  78. MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based FormalismsAida Amini, Saadia Gabriel, Shanchuan Lin, et al.2019 · 500 citations
  79. Shallow Semantic Parsing using Support Vector MachinesSameer S. Pradhan, Wayne H. Ward, Kadri Hacioglu, et al.2004 · 497 citations
  80. Learning Natural Language Inference with LSTMShuohang Wang, Jing Jiang2016 · 491 citations
  81. Multi-Prototype Vector-Space Models of Word MeaningJoseph Reisinger, Raymond J. Mooney2010 · 489 citations
  82. ColBERTv2: Effective and Efficient Retrieval via Lightweight Late InteractionKeshav Santhanam, Omar Khattab, Jon Saad-Falcon, et al.2022 · 477 citations
  83. Learning Whom to Trust with MACEDirk Hovy, Taylor Berg-Kirkpatrick, Ashish Vaswani, et al.2013 · 472 citations
  84. What to do about bad language on the internetJacob Eisenstein2013 · 469 citations
  85. Controlling Politeness in Neural Machine Translation via Side ConstraintsRico Sennrich, Barry Haddow, Alexandra Birch2016 · 467 citations
  86. When and Why Are Pre-Trained Word Embeddings Useful for Neural Machine Translation?Ye Qi, Devendra Sachan, Matthieu Felix, et al.2018 · 466 citations
  87. Representation Learning Using Multi-Task Deep Neural Networks for Semantic Classification and Information RetrievalXiaodong Liu, Jianfeng Gao, Xiaodong He, et al.2015 · 463 citations
  88. Emergent: a novel data-set for stance classificationWilliam Ferreira, Andreas Vlachos2016 · 456 citations
  89. Agenda-Based User Simulation for Bootstrapping a POMDP Dialogue SystemJost Schatzmann, Blaise Thomson, Karl Weilhammer, et al.2007 · 452 citations
  90. Fast Lexically Constrained Decoding with Dynamic Beam Allocation for Neural Machine TranslationMatt Post, David Vilar2018 · 437 citations
  91. MuST-C: a Multilingual Speech Translation CorpusMattia A. Di Gangi, Roldano Cattoni, Luisa Bentivogli, et al.2019 · 436 citations
  92. Document-Level Event Argument Extraction by Conditional GenerationSha Li, Heng Ji, Jiawei Han2021 · 432 citations
  93. Self-Alignment Pretraining for Biomedical Entity RepresentationsFangyu Liu, Ehsan Shareghi, Zaiqiao Meng, et al.2021 · 432 citations
  94. Multi-Source Neural TranslationBarret Zoph, Kevin Knight2016 · 432 citations
  95. Deep Communicating Agents for Abstractive SummarizationAsli Celikyilmaz, Antoine Bosselut, Xiaodong He, et al.2018 · 431 citations
  96. A Unigram Orientation Model for Statistical Machine TranslationChristoph Tillmann2004 · 430 citations
  97. A general framework for information extraction using dynamic span graphsYi Luan, Dave Wadden, Luheng He, et al.2019 · 427 citations
  98. Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality MetricsArtidoro Pagnoni, Vidhisha Balachandran, Yulia Tsvetkov2021 · 417 citations
  99. Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove ThemHila Gonen, Yoav Goldberg2019 · 412 citations
  100. Factual Probing Is [MASK]: Learning vs. Learning to RecallZexuan Zhong, Dan Friedman, Danqi Chen2021 · 411 citations

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