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Works of Conference on Empirical Methods in Natural Language Processing (EMNLP)

703 works · page 1 of 8 · the most cited first · ← Conference on Empirical Methods in Natural…

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  1. Convolutional Neural Networks for Sentence ClassificationYoon Kim2014 · 16,218 citations
  2. Transformers: State-of-the-Art Natural Language ProcessingThomas Wolf, Lysandre Debut, Victor Sanh, et al.2020 · 15,591 citations
  3. SQuAD: 100,000+ Questions for Machine Comprehension of TextPranav Rajpurkar, Jian Zhang, Konstantin Lopyrev, et al.2016 · 9,488 citations
  4. Thumbs up? Sentiment Classification using Machine Learning TechniquesBo Pang, Lillian Lee, Shivakumar Vaithyanathan2002 · 7,756 citations
  5. GloVe: Global Vectors for Word RepresentationJeffrey Pennington, Richard Socher, Christopher Manning2014 · 5,962 citations
  6. Dense Passage Retrieval for Open-Domain Question AnsweringVladimir Karpukhin, Barlas Oguz, Sewon Min, et al.2020 · 5,370 citations
  7. Sentence-BERT: Sentence Embeddings using Siamese BERT-NetworksNils Reimers, Iryna Gurevych2019 · 4,838 citations
  8. SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text ProcessingTaku Kudo, John Richardson2018 · 4,461 citations
  9. SimCSE: Simple Contrastive Learning of Sentence EmbeddingsTianyu Gao, Xingcheng Yao, Danqi Chen2021 · 3,921 citations
  10. SciBERT: A Pretrained Language Model for Scientific TextIz Beltagy, Kyle Lo, Arman Cohan2019 · 3,548 citations
  11. HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question AnsweringZhilin Yang, Peng Qi, Saizheng Zhang, et al.2018 · 3,489 citations
  12. Language Models as Knowledge Bases?Fabio Petroni, Tim Rocktäschel, Sebastian Riedel, et al.2019 · 2,977 citations
  13. LXMERT: Learning Cross-Modality Encoder Representations from TransformersHao Tan, Mohit Bansal2019 · 2,714 citations
  14. Attention-based LSTM for Aspect-level Sentiment ClassificationYequan Wang, Minlie Huang, Xiaoyan Zhu, et al.2016 · 2,609 citations
  15. Discriminative Training Methods for Hidden Markov Models: Theory and Experiments with Perceptron AlgorithmsMichael Collins2002 · 2,510 citations
  16. Statistical Significance Tests for Machine Translation EvaluationPhilipp Koehn2004 · 2,444 citations
  17. A Fast and Accurate Dependency Parser using Neural NetworksDanqi Chen, Christopher Manning2014 · 2,301 citations
  18. Tensor Fusion Network for Multimodal Sentiment AnalysisAmir Zadeh, Minghai Chen, Soujanya Poria, et al.2017 · 2,107 citations
  19. Adversarial Examples for Evaluating Reading Comprehension SystemsRobin Jia, Percy Liang2017 · 1,935 citations
  20. AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated PromptsTaylor Shin, Yasaman Razeghi, Robert L. Logan IV, et al.2020 · 1,879 citations
  21. Domain Adaptation with Structural Correspondence LearningJohn Blitzer, Ryan McDonald, Fernando Pereira2006 · 1,792 citations
  22. COMET: A Neural Framework for MT EvaluationRicardo Rei, Craig Stewart, Ana C Farinha, et al.2020 · 1,784 citations
  23. Document Modeling with Gated Recurrent Neural Network for Sentiment ClassificationDuyu Tang, Bing Qin, Ting Liu2015 · 1,675 citations
  24. Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual GroundingAkira Fukui, Dong Huk Park, Daylen Yang, et al.2016 · 1,642 citations
  25. RACE: Large-scale ReAding Comprehension Dataset From ExaminationsGuokun Lai, Qizhe Xie, Hanxiao Liu, et al.2017 · 1,619 citations
  26. Recurrent Continuous Translation ModelsNal Kalchbrenner, Phil Blunsom2013 · 1,597 citations
  27. A Decomposable Attention Model for Natural Language InferenceAnkur Parikh, Oscar Täckström, Dipanjan Das, et al.2016 · 1,589 citations
  28. Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL TaskTao Yu, Rui Zhang, Kai Yang, et al.2018 · 1,582 citations
  29. Semantic Compositionality through Recursive Matrix-Vector SpacesRichard Socher, Brody Huval, Christopher D. Manning, et al.2012 · 1,559 citations
  30. A Maximum Entropy Model for Part-Of-Speech TaggingAdwait Ratnaparkhi1996 · 1,554 citations
  31. Universal Sentence Encoder for EnglishDaniel Cer, Yinfei Yang, Sheng-yi Kong, et al.2018 · 1,544 citations
  32. CLIPScore: A Reference-free Evaluation Metric for Image CaptioningJack Hessel, Ari Holtzman, Maxwell Forbes, et al.2021 · 1,498 citations
  33. Deep Reinforcement Learning for Dialogue GenerationJiwei Li, Will Monroe, Alan Ritter, et al.2016 · 1,479 citations
  34. Effective Approaches to Attention-based Neural Machine TranslationThang Luong, Hieu Pham, Christopher D. Manning2015 · 1,474 citations
  35. Named Entity Recognition in Tweets: An Experimental StudyAlan Ritter, Sam Clark, Mausam, et al.2011 · 1,451 citations
  36. Sequence-Level Knowledge DistillationYoon Kim, Alexander M. Rush2016 · 1,440 citations
  37. Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?Sewon Min, Xinxi Lyu, Ari Holtzman, et al.2022 · 1,423 citations
  38. Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained AspectsJianmo Ni, Jiacheng Li, Julian McAuley2019 · 1,421 citations
  39. Semi-Supervised Recursive Autoencoders for Predicting Sentiment DistributionsRichard Socher, Jeffrey Pennington, Eric H. Huang, et al.2011 · 1,411 citations
  40. Optimizing Semantic Coherence in Topic ModelsDavid Mimno, Hanna Wallach, Edmund Talley, et al.2011 · 1,334 citations
  41. Making Monolingual Sentence Embeddings Multilingual using Knowledge DistillationNils Reimers, Iryna Gurevych2020 · 1,320 citations
  42. Long Short-Term Memory-Networks for Machine ReadingJianpeng Cheng, Li Dong, Mirella Lapata2016 · 1,300 citations
  43. V-Measure: A Conditional Entropy-Based External Cluster Evaluation MeasureAndrew Rosenberg, Julia Hirschberg2007 · 1,279 citations
  44. End-to-end Neural Coreference ResolutionKenton Lee, Luheng He, Mike Lewis, et al.2017 · 1,277 citations
  45. ReferItGame: Referring to Objects in Photographs of Natural ScenesSahar Kazemzadeh, Vicente Ordonez, Mark Matten, et al.2014 · 1,276 citations
  46. Learning Extraction Patterns for Subjective ExpressionsEllen Riloff, Janyce Wiebe2003 · 1,217 citations
  47. Attention is not not ExplanationSarah Wiegreffe, Yuval Pinter2019 · 1,192 citations
  48. Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue SystemsTsung-Hsien Wen, Milica Gašić, Nikola Mrkšić, et al.2015 · 1,192 citations
  49. Aspect Level Sentiment Classification with Deep Memory NetworkDuyu Tang, Bing Qin, Ting Liu2016 · 1,187 citations
  50. PubMedQA: A Dataset for Biomedical Research Question AnsweringQiao Jin, Bhuwan Dhingra, Zhengping Liu, et al.2019 · 1,152 citations
  51. BERTweet: A pre-trained language model for English TweetsDat Quoc Nguyen, Thanh Vu, Anh Tuan Nguyen2020 · 1,139 citations
  52. WikiQA: A Challenge Dataset for Open-Domain Question AnsweringYi Yang, Wen-tau Yih, Christopher Meek2015 · 1,117 citations
  53. Recurrent Attention Network on Memory for Aspect Sentiment AnalysisPeng Chen, Zhongqian Sun, Lidong Bing, et al.2017 · 1,113 citations
  54. Generating Natural Language Adversarial ExamplesMoustafa Alzantot, Yash Sharma, Ahmed Elgohary, et al.2018 · 1,102 citations
  55. Encoding Sentences with Graph Convolutional Networks for Semantic Role LabelingDiego Marcheggiani, Ivan Titov2017 · 1,101 citations
  56. Improved Automatic Keyword Extraction Given More Linguistic KnowledgeAnette Hulth2003 · 1,097 citations
  57. Enriching the Knowledge Sources Used in a Maximum Entropy Part-of-Speech TaggerKristina Toutanova, Christopher D. Manning2000 · 1,082 citations
  58. Truth of Varying Shades: Analyzing Language in Fake News and Political Fact-CheckingHannah Rashkin, Eunsol Choi, Jin Yea Jang, et al.2017 · 1,072 citations
  59. QuAC: Question Answering in ContextEunsol Choi, He He, Mohit Iyyer, et al.2018 · 1,057 citations
  60. Graph Convolution over Pruned Dependency Trees Improves Relation ExtractionYuhao Zhang, Peng Qi, Christopher D. Manning2018 · 1,046 citations
  61. Adversarial Learning for Neural Dialogue GenerationJiwei Li, Will Monroe, Tianlin Shi, et al.2017 · 1,044 citations
  62. Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level ConstraintsJieyu Zhao, Tianlu Wang, Mark Yatskar, et al.2017 · 1,030 citations
  63. GQA: Training Generalized Multi-Query Transformer Models from Multi-Head CheckpointsJoshua Ainslie, James Lee-Thorp, Michiel de Jong, et al.2023 · 1,012 citations
  64. The CoNLL 2007 Shared Task on Dependency ParsingJoakim Nivre, Johan Hall, Sandra Kübler, et al.2007 · 1,010 citations
  65. Unsupervised Models for Named Entity ClassificationMichael Collins, Yoram Singer1999 · 991 citations
  66. Evaluating Object Hallucination in Large Vision-Language ModelsYifan Li, Yifan Du, Kun Zhou, et al.2023 · 986 citations
  67. FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text GenerationSewon Min, Kalpesh Krishna, Xinxi Lyu, et al.2023 · 970 citations
  68. Bottom-Up Abstractive SummarizationSebastian Gehrmann, Yuntian Deng, Alexander Rush2018 · 939 citations
  69. Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph ConstructionYi Luan, Luheng He, Mari Ostendorf, et al.2018 · 933 citations
  70. Rationalizing Neural PredictionsTao Lei, Regina Barzilay, Tommi Jaakkola2016 · 928 citations
  71. Applying Conditional Random Fields to Japanese Morphological AnalysisTaku Kudo, Kaoru Yamamoto, Yuji Matsumoto2004 · 909 citations
  72. Representing Text for Joint Embedding of Text and Knowledge BasesKristina Toutanova, Danqi Chen, Patrick Pantel, et al.2015 · 904 citations
  73. CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language ModelsNikita Nangia, Clara Vania, Rasika Bhalerao, et al.2020 · 886 citations
  74. MCTest: A Challenge Dataset for the Open-Domain Machine Comprehension of TextMatthew Richardson, Christopher J.C. Burges, Erin Renshaw2013 · 873 citations
  75. TextAttack: A Framework for Adversarial Attacks, Data Augmentation, and Adversarial Training in NLPJohn X. Morris, Eli Lifland, Jin Yong Yoo, et al.2020 · 857 citations
  76. DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in ConversationDeepanway Ghosal, Navonil Majumder, Soujanya Poria, et al.2019 · 850 citations
  77. Challenges in Data-to-Document GenerationSam Wiseman, Stuart M. Shieber, Alexander M. Rush2017 · 846 citations
  78. BERT-ATTACK: Adversarial Attack Against BERT Using BERTLinyang Li, Ruotian Ma, Qipeng Guo, et al.2020 · 840 citations
  79. MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual TransferJonas Pfeiffer, Ivan Vulić, Iryna Gurevych, et al.2020 · 831 citations
  80. On the Sentence Embeddings from Pre-trained Language ModelsBohan Li, Hao Zhou, Junxian He, et al.2020 · 830 citations
  81. Kernel Methods for Relation ExtractionDmitry Zelenko, Chinatsu Aone, Anthony Richardella2002 · 829 citations
  82. MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover DistanceWei Zhao, Maxime Peyrard, Fei Liu, et al.2019 · 822 citations
  83. Is ChatGPT a General-Purpose Natural Language Processing Task Solver?Chengwei Qin, Aston Zhang, Zhuosheng Zhang, et al.2023 · 818 citations
  84. Entity, Relation, and Event Extraction with Contextualized Span RepresentationsDavid Wadden, Ulme Wennberg, Yi Luan, et al.2019 · 818 citations
  85. Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional NetworksChen Zhang, Qiuchi Li, Dawei Song2019 · 807 citations
  86. Semantic Parsing on Freebase from Question-Answer PairsJonathan Berant, Andrew Chou, Roy Frostig, et al.2013 · 785 citations
  87. Supervised Learning of Universal Sentence Representations from Natural Language Inference DataAlexis Conneau, Douwe Kiela, Holger Schwenk, et al.2017 · 777 citations
  88. Domain Adaptation via Pseudo In-Domain Data SelectionAmittai Axelrod, Xiaodong He, Jianfeng Gao2011 · 773 citations
  89. Classifying Relations via Long Short Term Memory Networks along Shortest Dependency PathsYan Xu, Lili Mou, Ge Li, et al.2015 · 769 citations
  90. Rumor has it: Identifying Misinformation in MicroblogsVahed Qazvinian, Emily Rosengren, Dragomir R. Radev, et al.2011 · 764 citations
  91. Sarcasm as Contrast between a Positive Sentiment and Negative SituationEllen Riloff, Ashequl Qadir, Prafulla Surve, et al.2013 · 752 citations
  92. The Woman Worked as a Babysitter: On Biases in Language GenerationEmily Sheng, Kai-Wei Chang, Premkumar Natarajan, et al.2019 · 751 citations
  93. An Improved Non-monotonic Transition System for Dependency ParsingMatthew Honnibal, Mark Johnson2015 · 749 citations
  94. AdapterHub: A Framework for Adapting TransformersJonas Pfeiffer, Andreas Rücklé, Clifton Poth, et al.2020 · 747 citations
  95. Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment ApproachWenpeng Yin, Jamaal Hay, Dan Roth2019 · 731 citations
  96. Fact or Fiction: Verifying Scientific ClaimsDavid Wadden, Shanchuan Lin, Kyle Lo, et al.2020 · 706 citations
  97. Large Language Models in Machine TranslationThorsten Brants, Ashok C. Popat, Peng Xu, et al.2007 · 701 citations
  98. Factored Translation ModelsPhilipp Koehn, Hieu Hoang2007 · 699 citations
  99. Neural Text Generation from Structured Data with Application to the Biography DomainRemi Lebret, David Grangier, Michael Auli2016 · 696 citations
  100. Modeling Relation Paths for Representation Learning of Knowledge BasesYankai Lin, Zhiyuan Liu, Huanbo Luan, et al.2015 · 695 citations

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