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ACL 2019: all accepted papers

703 papers · page 1 of 8 · the most cited first · ← ACL 2019

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  1. Energy and Policy Considerations for Deep Learning in NLPEmma Strubell, Ananya Ganesh, Andrew McCallum3,453 citations · our summary
  2. Transformer-XL: Attentive Language Models beyond a Fixed-Length ContextZihang Dai, Zhilin Yang, Yiming Yang et al.3,085 citations
  3. Multimodal Transformer for Unaligned Multimodal Language SequencesYao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang et al.2,005 citations · our summary
  4. ERNIE: Enhanced Language Representation with Informative EntitiesZhengyan Zhang, Xu Han, Zhiyuan Liu et al.1,440 citations
  5. MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in ConversationsSoujanya Poria, Devamanyu Hazarika, Navonil Majumder et al.1,332 citations · our summary
  6. How Multilingual is Multilingual BERT?Telmo Pires, Eva Schlinger, Dan Garrette1,286 citations · our summary
  7. BERT Rediscovers the Classical NLP PipelineIan Tenney, Dipanjan Das, Ellie Pavlick1,259 citations · our summary
  8. What Does BERT Learn about the Structure of Language?Ganesh Jawahar, Benoît Sagot, Djamé Seddah1,219 citations · our summary
  9. Multi-Task Deep Neural Networks for Natural Language UnderstandingXiaodong Liu, Pengcheng He, Weizhu Chen et al.1,154 citations · our summary
  10. Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be PrunedElena Voita, David Talbot, Fedor Moiseev et al.1,111 citations · our summary
  11. Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language InferenceR. Thomas McCoy, Ellie Pavlick, Tal Linzen931 citations · our summary
  12. COMET: Commonsense Transformers for Automatic Knowledge Graph ConstructionAntoine Bosselut, Hannah Rashkin, Maarten Sap et al.868 citations · our summary
  13. HellaSwag: Can a Machine Really Finish Your Sentence?Rowan Zellers, Ari Holtzman, Yonatan Bisk et al.795 citations
  14. Towards Empathetic Open-domain Conversation Models: A New Benchmark and DatasetHannah Rashkin, Eric Michael Smith, Margaret Li et al.771 citations
  15. The Risk of Racial Bias in Hate Speech DetectionMaarten Sap, Dallas Card, Saadia Gabriel et al.770 citations · our summary
  16. Latent Retrieval for Weakly Supervised Open Domain Question AnsweringKenton Lee, Ming-Wei Chang, Kristina Toutanova749 citations · our summary
  17. Matching the Blanks: Distributional Similarity for Relation LearningLivio Baldini Soares, Nicholas FitzGerald, Jeffrey Ling et al.697 citations · our summary
  18. Learning Deep Transformer Models for Machine TranslationQiang Wang, Bei Li, Tong Xiao et al.653 citations · our summary
  19. Is Attention Interpretable?Sofia Serrano, Noah A. Smith648 citations · our summary
  20. Generating Natural Language Adversarial Examples through Probability Weighted Word SaliencyShuhuai Ren, Yihe Deng, Kun He et al.635 citations · our summary
  21. A Multiscale Visualization of Attention in the Transformer ModelJesse Vig · System Demonstrations555 citations · our summary
  22. DocRED: A Large-Scale Document-Level Relation Extraction DatasetYuan Yao, Deming Ye, Peng Li et al.524 citations
  23. Attention Guided Graph Convolutional Networks for Relation ExtractionZhijiang Guo, Yan Zhang, Wei Lu522 citations · our summary
  24. Mitigating Gender Bias in Natural Language Processing: Literature ReviewTony Sun, Andrew Gaut, Shirlyn Tang et al.478 citations · our summary
  25. A Corpus for Reasoning about Natural Language Grounded in PhotographsAlane Suhr, Stephanie Zhou, Ally Zhang et al.448 citations · our summary
  26. GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation ExtractionTsu-Jui Fu, Peng-Hsuan Li, Wei-Yun Ma447 citations · our summary
  27. Multi-News: A Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical ModelAlexander Fabbri, Irene Li, Tianwei She et al.432 citations · our summary
  28. GLTR: Statistical Detection and Visualization of Generated TextSebastian Gehrmann, Hendrik Strobelt, Alexander Rush · System Demonstrations430 citations · our summary
  29. Transferable Multi-Domain State Generator for Task-Oriented Dialogue SystemsChien-Sheng Wu, Andrea Madotto, Ehsan Hosseini-Asl et al. · 🏆 Outstanding Paper415 citations
  30. Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate RepresentationJiaqi Guo, Zecheng Zhan, Yan Gao et al.406 citations
  31. Probing Neural Network Comprehension of Natural Language ArgumentsTimothy Niven, Hung-Yu Kao388 citations
  32. Explain Yourself! Leveraging Language Models for Commonsense ReasoningNazneen Fatema Rajani, Bryan McCann, Caiming Xiong et al.385 citations · our summary
  33. HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document SummarizationXingxing Zhang, Furu Wei, Ming Zhou377 citations · our summary
  34. Multi-Modal Sarcasm Detection in Twitter with Hierarchical Fusion ModelYitao Cai, Huiyu Cai, Xiaojun Wan377 citations · our summary
  35. Exploring Pre-trained Language Models for Event Extraction and GenerationSen Yang, Dawei Feng, Linbo Qiao et al.348 citations · our summary
  36. Entity-Relation Extraction as Multi-Turn Question AnsweringXiaoya Li, Fan Yin, Zijun Sun et al.336 citations · our summary
  37. Neural News Recommendation with Long- and Short-term User RepresentationsMingxiao An, Fangzhao Wu, Chuhan Wu et al.332 citations
  38. Neural Legal Judgment Prediction in EnglishIlias Chalkidis, Ion Androutsopoulos, Nikolaos Aletras329 citations · our summary
  39. Hierarchical Transformers for Multi-Document SummarizationYang Liu, Mirella Lapata322 citations · our summary
  40. ELI5: Long Form Question AnsweringAngela Fan, Yacine Jernite, Ethan Perez et al.317 citations · our summary
  41. Neural Architectures for Nested NER through LinearizationJana Straková, Milan Straka, Jan Hajic309 citations · our summary
  42. OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge GraphsSeungwhan Moon, Pararth Shah, Anuj Kumar et al.301 citations · our summary
  43. Evaluating Gender Bias in Machine TranslationGabriel Stanovsky, Noah A. Smith, Luke Zettlemoyer292 citations · our summary
  44. Multi-Channel Graph Neural Network for Entity AlignmentYixin Cao, Zhiyuan Liu, Chengjiang Li et al.280 citations
  45. Adaptive Attention Span in TransformersSainbayar Sukhbaatar, Edouard Grave, Piotr Bojanowski et al.279 citations · our summary
  46. An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment AnalysisRuidan He, Wee Sun Lee, Hwee Tou Ng et al.277 citations · our summary
  47. Combating Adversarial Misspellings with Robust Word RecognitionDanish Pruthi, Bhuwan Dhingra, Zachary C. Lipton275 citations · our summary
  48. Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in TextsRui Xia, Zixiang Ding · 🏆 Outstanding Paper269 citations
  49. Ranking Generated Summaries by Correctness: An Interesting but Challenging Application for Natural Language InferenceTobias Falke, Leonardo F. R. Ribeiro, Prasetya Ajie Utama et al.260 citations · our summary
  50. Cross-lingual Knowledge Graph Alignment via Graph Matching Neural NetworkKun Xu, Liwei Wang, Mo Yu et al.253 citations
  51. Disentangled Representation Learning for Non-Parallel Text Style TransferVineet John, Lili Mou, Hareesh Bahuleyan et al.253 citations · our summary
  52. Joint Slot Filling and Intent Detection via Capsule Neural NetworksChenwei Zhang, Yaliang Li, Nan Du et al.253 citations · our summary
  53. Inter-sentence Relation Extraction with Document-level Graph Convolutional Neural NetworkSunil Kumar Sahu, Fenia Christopoulou, Makoto Miwa et al.248 citations · our summary
  54. Dialogue Natural Language InferenceSean Welleck, Jason Weston, Arthur Szlam et al.243 citations · our summary
  55. Zero-Shot Entity Linking by Reading Entity DescriptionsLajanugen Logeswaran, Ming-Wei Chang, Kenton Lee et al. · 🏆 Outstanding Paper241 citations
  56. Robust Neural Machine Translation with Doubly Adversarial InputsYong Cheng, Lu Jiang, Wolfgang Macherey227 citations · our summary
  57. Towards Multimodal Sarcasm Detection (An \textitObviously Perfect Paper)Santiago Castro, Devamanyu Hazarika, Verónica Pérez-Rosas et al.227 citations · our summary
  58. A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot FillingHaihong E, Peiqing Niu, Zhongfu Chen et al.223 citations · our summary
  59. Open-Domain Targeted Sentiment Analysis via Span-Based Extraction and ClassificationMinghao Hu, Yuxing Peng, Zhen Huang et al.223 citations · our summary
  60. Persuasion for Good: Towards a Personalized Persuasive Dialogue System for Social GoodXuewei Wang, Weiyan Shi, Richard Kim et al.218 citations · our summary
  61. Transfer Capsule Network for Aspect Level Sentiment ClassificationZhuang Chen, Tieyun Qian218 citations
  62. Cognitive Graph for Multi-Hop Reading Comprehension at ScaleMing Ding, Chang Zhou, Qibin Chen et al.217 citations
  63. Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich MorphologyRan Zmigrod, Sabrina J. Mielke, Hanna Wallach et al.214 citations · our summary
  64. Representing Schema Structure with Graph Neural Networks for Text-to-SQL ParsingBen Bogin, Jonathan Berant, Matt Gardner210 citations · our summary
  65. Synthetic QA Corpora Generation with Roundtrip ConsistencyChris Alberti, Daniel Andor, Emily Pitler et al.209 citations · our summary
  66. BAM! Born-Again Multi-Task Networks for Natural Language UnderstandingKevin Clark, Minh-Thang Luong, Urvashi Khandelwal et al.208 citations · our summary
  67. Bridging the Gap between Training and Inference for Neural Machine TranslationWen Zhang, Yang Feng, Fandong Meng et al. · 🏆 Best Long Paper206 citations · our summary
  68. Multilingual Constituency Parsing with Self-Attention and Pre-TrainingNikita Kitaev, Steven Cao, Dan Klein200 citations · our summary
  69. JW300: A Wide-Coverage Parallel Corpus for Low-Resource LanguagesŽeljko Agić, Ivan Vulić199 citations · our summary
  70. Sparse Sequence-to-Sequence ModelsBen Peters, Vlad Niculae, André F. T. Martins196 citations
  71. GEAR: Graph-based Evidence Aggregating and Reasoning for Fact VerificationJie Zhou, Xu Han, Cheng Yang et al.194 citations · our summary
  72. Multi-hop Reading Comprehension through Question Decomposition and RescoringSewon Min, Victor Zhong, Luke Zettlemoyer et al.194 citations · our summary
  73. Large-Scale Multi-Label Text Classification on EU LegislationIlias Chalkidis, Emmanouil Fergadiotis, Prodromos Malakasiotis et al.191 citations · our summary
  74. Style Transformer: Unpaired Text Style Transfer without Disentangled Latent RepresentationNing Dai, Jianze Liang, Xipeng Qiu et al.190 citations · our summary
  75. Strategies for Structuring Story GenerationAngela Fan, Mike Lewis, Yann Dauphin188 citations
  76. Sentence Centrality Revisited for Unsupervised SummarizationHao Zheng, Mirella Lapata185 citations · our summary
  77. Graph Neural Networks with Generated Parameters for Relation ExtractionHao Zhu, Yankai Lin, Zhiyuan Liu et al.182 citations
  78. Personalizing Dialogue Agents via Meta-LearningAndrea Madotto, Zhaojiang Lin, Chien-Sheng Wu et al.181 citations · our summary
  79. STACL: Simultaneous Translation with Implicit Anticipation and Controllable Latency using Prefix-to-Prefix FrameworkMingbo Ma, Liang Huang, Hao Xiong et al.181 citations · our summary
  80. How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some MisconceptionsGoran Glavaš, Robert Litschko, Sebastian Ruder et al.180 citations
  81. When a Good Translation is Wrong in Context: Context-Aware Machine Translation Improves on Deixis, Ellipsis, and Lexical CohesionElena Voita, Rico Sennrich, Ivan Titov180 citations · our summary
  82. Simple and Effective Text Matching with Richer Alignment FeaturesRunqi Yang, Jianhai Zhang, Xing Gao et al.173 citations
  83. BIGPATENT: A Large-Scale Dataset for Abstractive and Coherent SummarizationEva Sharma, Chen Li, Lu Wang172 citations · our summary
  84. SUMBT: Slot-Utterance Matching for Universal and Scalable Belief TrackingHwaran Lee, Jinsik Lee, Tae-Yoon Kim172 citations · our summary
  85. Dynamically Fused Graph Network for Multi-hop ReasoningLin Qiu, Yunxuan Xiao, Yanru Qu et al.171 citations · our summary
  86. Barack's Wife Hillary: Using Knowledge Graphs for Fact-Aware Language ModelingRobert Logan, Nelson F. Liu, Matthew E. Peters et al.167 citations
  87. Massively Multilingual Transfer for NERAfshin Rahimi, Yuan Li, Trevor Cohn167 citations · our summary
  88. Searching for Effective Neural Extractive Summarization: What Works and What's NextMing Zhong, Pengfei Liu, Danqing Wang et al.164 citations · our summary
  89. Rumor Detection by Exploiting User Credibility Information, Attention and Multi-task LearningQuanzhi Li, Qiong Zhang, Luo Si162 citations
  90. Monotonic Infinite Lookback Attention for Simultaneous Machine TranslationNaveen Arivazhagan, Colin Cherry, Wolfgang Macherey et al.160 citations · our summary
  91. Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous GraphsMing Tu, Guangtao Wang, Jing Huang et al.160 citations
  92. Towards Explainable NLP: A Generative Explanation Framework for Text ClassificationHui Liu, Qingyu Yin, William Yang Wang160 citations
  93. Stay on the Path: Instruction Fidelity in Vision-and-Language NavigationVihan Jain, Gabriel Magalhaes, Alexander Ku et al.156 citations
  94. Towards Scalable and Reliable Capsule Networks for Challenging NLP ApplicationsWei Zhao, Haiyun Peng, Steffen Eger et al.155 citations
  95. Revisiting Low-Resource Neural Machine Translation: A Case StudyRico Sennrich, Biao Zhang154 citations
  96. Classification and Clustering of Arguments with Contextualized Word EmbeddingsNils Reimers, Benjamin Schiller, Tilman Beck et al.152 citations · our summary
  97. MultiQA: An Empirical Investigation of Generalization and Transfer in Reading ComprehensionAlon Talmor, Jonathan Berant152 citations · our summary
  98. Learning from Dialogue after Deployment: Feed Yourself, Chatbot!Braden Hancock, Antoine Bordes, Pierre-Emmanuel Mazare et al.151 citations
  99. Neural Aspect and Opinion Term Extraction with Mined Rules as Weak SupervisionHongliang Dai, Yangqiu Song151 citations
  100. Choosing Transfer Languages for Cross-Lingual LearningYu-Hsiang Lin, Chian-Yu Chen, Jean Lee et al.149 citations · our summary

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