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EMNLP 2017: all accepted papers

351 papers · page 1 of 4 · the most cited first · ← EMNLP 2017

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  1. Tensor Fusion Network for Multimodal Sentiment AnalysisAmir Zadeh, Minghai Chen, Soujanya Poria et al.1,968 citations · our summary
  2. Adversarial Examples for Evaluating Reading Comprehension SystemsRobin Jia, Percy Liang1,356 citations · our summary
  3. RACE: Large-scale ReAding Comprehension Dataset From ExaminationsGuokun Lai, Qizhe Xie, Hanxiao Liu et al.1,000 citations · our summary
  4. Recurrent Attention Network on Memory for Aspect Sentiment AnalysisPeng Chen, Zhongqian Sun, Lidong Bing et al.995 citations · our summary
  5. Encoding Sentences with Graph Convolutional Networks for Semantic Role LabelingDiego Marcheggiani, Ivan Titov874 citations · our summary
  6. Adversarial Learning for Neural Dialogue GenerationJiwei Li, Will Monroe, Tianlin Shi et al.873 citations · our summary
  7. Truth of Varying Shades: Analyzing Language in Fake News and Political Fact-CheckingHannah Rashkin, Eunsol Choi, Jin Yea Jang et al.870 citations · our summary
  8. End-to-end Neural Coreference ResolutionKenton Lee, Luheng He, Mike Lewis et al.841 citations · our summary
  9. Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level ConstraintsJieyu Zhao, Tianlu Wang, Mark Yatskar et al.815 citations · our summary
  10. DeepPath: A Reinforcement Learning Method for Knowledge Graph ReasoningWenhan Xiong, Thien Hoang, William Yang Wang812 citations
  11. Position-aware Attention and Supervised Data Improve Slot FillingYuhao Zhang, Victor Zhong, Danqi Chen et al.798 citations
  12. Sparse Communication for Distributed Gradient DescentAlham Fikri Aji, Kenneth Heafield556 citations
  13. A Joint Many-Task Model: Growing a Neural Network for Multiple NLP TasksKazuma Hashimoto, Caiming Xiong, Yoshimasa Tsuruoka et al.530 citations · our summary
  14. Challenges in Data-to-Document GenerationSam Wiseman, Stuart Shieber, Alexander Rush518 citations · our summary
  15. Massive Exploration of Neural Machine Translation ArchitecturesDenny Britz, Anna Goldie, Minh-Thang Luong et al.482 citations · our summary
  16. Fast and Accurate Entity Recognition with Iterated Dilated ConvolutionsEmma Strubell, Patrick Verga, David Belanger et al.474 citations · our summary
  17. Reporting Score Distributions Makes a Difference: Performance Study of LSTM-networks for Sequence TaggingNils Reimers, Iryna Gurevych455 citations · our summary
  18. Using millions of emoji occurrences to learn any-domain representations for detecting sentiment, emotion and sarcasmBjarke Felbo, Alan Mislove, Anders Søgaard et al.431 citations · our summary
  19. Why We Need New Evaluation Metrics for NLGJekaterina Novikova, Ondřej Dušek, Amanda Cercas Curry et al.398 citations · our summary
  20. Deal or No Deal? End-to-End Learning of Negotiation DialoguesMike Lewis, Denis Yarats, Yann Dauphin et al.337 citations · our summary
  21. Sentence Simplification with Deep Reinforcement LearningXingxing Zhang, Mirella Lapata331 citations · our summary
  22. Deep Neural Solver for Math Word ProblemsYan Wang, Xiaojiang Liu, Shuming Shi329 citations
  23. Deep Joint Entity Disambiguation with Local Neural AttentionOctavian-Eugen Ganea, Thomas Hofmann327 citations
  24. DOC: Deep Open Classification of Text DocumentsLei Shu, Hu Xu, Bing Liu326 citations
  25. Depression and Self-Harm Risk Assessment in Online ForumsAndrew Yates, Arman Cohan, Nazli Goharian323 citations · our summary
  26. ParlAI: A Dialog Research Software PlatformAlexander Miller, Will Feng, Dhruv Batra et al. · System Demonstrations315 citations · our summary
  27. Question Generation for Question AnsweringNan Duan, Duyu Tang, Peng Chen et al.272 citations · our summary
  28. Learning how to Active Learn: A Deep Reinforcement Learning ApproachMeng Fang, Yuan Li, Trevor Cohn252 citations
  29. Deep Multi-Task Learning for Aspect Term Extraction with Memory InteractionXin Li, Wai Lam246 citations
  30. Unsupervised Pretraining for Sequence to Sequence LearningPrajit Ramachandran, Peter Liu, Quoc Le240 citations · our summary
  31. Neural Semantic Parsing with Type Constraints for Semi-Structured TablesJayant Krishnamurthy, Pradeep Dasigi, Matt Gardner229 citations
  32. Entity Linking via Joint Encoding of Types, Descriptions, and ContextNitish Gupta, Sameer Singh, Dan Roth227 citations · our summary
  33. Adversarial Training for Relation ExtractionYi Wu, David Bamman, Stuart Russell224 citations
  34. Learning to Predict Charges for Criminal Cases with Legal BasisBingfeng Luo, Yansong Feng, Jianbo Xu et al.223 citations
  35. Deep Recurrent Generative Decoder for Abstractive Text SummarizationPiji Li, Wai Lam, Lidong Bing et al.219 citations
  36. A Hybrid Convolutional Variational Autoencoder for Text GenerationStanislau Semeniuta, Aliaksei Severyn, Erhardt Barth210 citations
  37. Neural Sequence Learning Models for Word Sense DisambiguationAlessandro Raganato, Claudio Delli Bovi, Roberto Navigli197 citations
  38. Guided Open Vocabulary Image Captioning with Constrained Beam SearchPeter Anderson, Basura Fernando, Mark Johnson et al.193 citations · our summary
  39. Learning to Paraphrase for Question AnsweringLi Dong, Jonathan Mallinson, Siva Reddy et al.191 citations · our summary
  40. Exploiting Cross-Sentence Context for Neural Machine TranslationLongyue Wang, Zhaopeng Tu, Andy Way et al.190 citations · our summary
  41. Refining Word Embeddings for Sentiment AnalysisLiang-Chih Yu, Jin Wang, K. Robert Lai et al.188 citations
  42. Mapping Instructions and Visual Observations to Actions with Reinforcement LearningDipendra Misra, John Langford, Yoav Artzi185 citations
  43. Generating High-Quality and Informative Conversation Responses with Sequence-to-Sequence ModelsYuanlong Shao, Stephan Gouws, Denny Britz et al.179 citations · our summary
  44. A Question Answering Approach for Emotion Cause ExtractionLin Gui, Jiannan Hu, Yulan He et al.178 citations
  45. A causal framework for explaining the predictions of black-box sequence-to-sequence modelsDavid Alvarez-Melis, Tommi Jaakkola178 citations
  46. End-to-End Neural Relation Extraction with Global OptimizationMeishan Zhang, Yue Zhang, Guohong Fu178 citations
  47. Mimicking Word Embeddings using Subword RNNsYuval Pinter, Robert Guthrie, Jacob Eisenstein175 citations
  48. Composite Task-Completion Dialogue Policy Learning via Hierarchical Deep Reinforcement LearningBaolin Peng, Xiujun Li, Lihong Li et al.166 citations
  49. PACRR: A Position-Aware Neural IR Model for Relevance MatchingKai Hui, Andrew Yates, Klaus Berberich et al.164 citations
  50. Natural Language Does Not Emerge `Naturally' in Multi-Agent DialogSatwik Kottur, José Moura, Stefan Lee et al.161 citations
  51. NeuroNER: an easy-to-use program for named-entity recognition based on neural networksFranck Dernoncourt, Ji Young Lee, Peter Szolovits · System Demonstrations161 citations
  52. Supervised Learning of Universal Sentence Representations from Natural Language Inference DataAlexis Conneau, Douwe Kiela, Holger Schwenk et al.160 citations · our summary
  53. A Challenge Set Approach to Evaluating Machine TranslationPierre Isabelle, Colin Cherry, George Foster158 citations · our summary
  54. A Continuously Growing Dataset of Sentential ParaphrasesWuwei Lan, Siyu Qiu, Hua He et al.156 citations · our summary
  55. Incorporating Global Visual Features into Attention-based Neural Machine Translation.Iacer Calixto, Qun Liu155 citations
  56. Learning to select data for transfer learning with Bayesian OptimizationSebastian Ruder, Barbara Plank151 citations · our summary
  57. A Soft-label Method for Noise-tolerant Distantly Supervised Relation ExtractionTianyu Liu, Kexiang Wang, Baobao Chang et al.150 citations
  58. Magnets for Sarcasm: Making Sarcasm Detection Timely, Contextual and Very PersonalAniruddha Ghosh, Tony Veale147 citations · our summary
  59. MinIE: Minimizing Facts in Open Information ExtractionKiril Gashteovski, Rainer Gemulla, Luciano del Corro146 citations
  60. Cheap Translation for Cross-Lingual Named Entity RecognitionStephen Mayhew, Chen-Tse Tsai, Dan Roth145 citations · our summary
  61. Context-Aware Representations for Knowledge Base Relation ExtractionDaniil Sorokin, Iryna Gurevych144 citations
  62. Deeper Attention to Abusive User Content ModerationJohn Pavlopoulos, Prodromos Malakasiotis, Ion Androutsopoulos139 citations
  63. Outta Control: Laws of Semantic Change and Inherent Biases in Word Representation ModelsHaim Dubossarsky, Daphna Weinshall, Eitan Grossman134 citations · our summary
  64. Earth Mover's Distance Minimization for Unsupervised Bilingual Lexicon InductionMeng Zhang, Yang Liu, Huanbo Luan et al.130 citations
  65. Instance Weighting for Neural Machine Translation Domain AdaptationRui Wang, Masao Utiyama, Lemao Liu et al.129 citations · our summary
  66. Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual ResourcesJoo-Kyung Kim, Young-Bum Kim, Ruhi Sarikaya et al.125 citations
  67. DLATK: Differential Language Analysis ToolKitH. Andrew Schwartz, Salvatore Giorgi, Maarten Sap et al. · System Demonstrations123 citations
  68. Learning Language Representations for Typology PredictionChaitanya Malaviya, Graham Neubig, Patrick Littell120 citations · our summary
  69. Sparsity and Noise: Where Knowledge Graph Embeddings Fall ShortJay Pujara, Eriq Augustine, Lise Getoor120 citations
  70. Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter ComponentsJinxing Yu, Xun Jian, Hao Xin et al.118 citations
  71. Reinforced Video Captioning with Entailment RewardsRamakanth Pasunuru, Mohit Bansal118 citations
  72. Capturing User and Product Information for Document Level Sentiment Analysis with Deep Memory NetworkZi-Yi Dou115 citations
  73. A Multilayer Perceptron based Ensemble Technique for Fine-grained Financial Sentiment AnalysisMd Shad Akhtar, Abhishek Kumar, Deepanway Ghosal et al.114 citations
  74. Deep Residual Learning for Weakly-Supervised Relation ExtractionYi Yao Huang, William Yang Wang114 citations
  75. Neural Net Models of Open-domain Discourse CoherenceJiwei Li, Dan Jurafsky112 citations · our summary
  76. Task-Oriented Query Reformulation with Reinforcement LearningRodrigo Nogueira, Kyunghyun Cho111 citations
  77. Inter-Weighted Alignment Network for Sentence Pair ModelingGehui Shen, Yunlun Yang, Zhi-Hong Deng110 citations
  78. Dict2vec : Learning Word Embeddings using Lexical DictionariesJulien Tissier, Christophe Gravier, Amaury Habrard107 citations
  79. Reinforcement Learning for Bandit Neural Machine Translation with Simulated Human FeedbackKhanh Nguyen, Hal Daumé III, Jordan Boyd-Graber106 citations
  80. Multi-modal Summarization for Asynchronous Collection of Text, Image, Audio and VideoHaoran Li, Junnan Zhu, Cong Ma et al.104 citations
  81. Multi-task Attention-based Neural Networks for Implicit Discourse Relationship Representation and IdentificationMan Lan, Jianxiang Wang, Yuanbin Wu et al.103 citations · our summary
  82. A Structured Learning Approach to Temporal Relation ExtractionQiang Ning, Zhili Feng, Dan Roth101 citations
  83. The strange geometry of skip-gram with negative samplingDavid Mimno, Laure Thompson99 citations
  84. Using Context Information for Dialog Act Classification in DNN FrameworkYang Liu, Kun Han, Zhao Tan et al.98 citations · our summary
  85. Learning Generic Sentence Representations Using Convolutional Neural NetworksZhe Gan, Yunchen Pu, Ricardo Henao et al.96 citations
  86. Identifying Where to Focus in Reading Comprehension for Neural Question GenerationXinya Du, Claire Cardie95 citations
  87. Dynamic Entity Representations in Neural Language ModelsYangfeng Ji, Chenhao Tan, Sebastian Martschat et al.94 citations · our summary
  88. Regularization techniques for fine-tuning in neural machine translationAntonio Valerio Miceli Barone, Barry Haddow, Ulrich Germann et al.94 citations · our summary
  89. Incorporating Relation Paths in Neural Relation ExtractionWenyuan Zeng, Yankai Lin, Zhiyuan Liu et al.93 citations
  90. Part-of-Speech Tagging for Twitter with Adversarial Neural NetworksTao Gui, Qi Zhang, Haoran Huang et al.92 citations
  91. Learning Chinese Word Representations From Glyphs Of CharactersTzu-Ray Su, Hung-Yi Lee91 citations
  92. Learning Fine-Grained Expressions to Solve Math Word ProblemsDanqing Huang, Shuming Shi, Chin-Yew Lin et al.91 citations
  93. Neural Response Generation via GAN with an Approximate Embedding LayerZhen Xu, Bingquan Liu, Baoxun Wang et al.89 citations
  94. Story Comprehension for Predicting What Happens NextSnigdha Chaturvedi, Haoruo Peng, Dan Roth89 citations
  95. Integrating Order Information and Event Relation for Script Event PredictionZhongqing Wang, Yue Zhang, Ching-Yun Chang87 citations
  96. Hierarchical Embeddings for Hypernymy Detection and DirectionalityKim Anh Nguyen, Maximilian Köper, Sabine Schulte im Walde et al.86 citations
  97. Document-Level Multi-Aspect Sentiment Classification as Machine ComprehensionYichun Yin, Yangqiu Song, Ming Zhang84 citations
  98. What is the Essence of a Claim? Cross-Domain Claim IdentificationJohannes Daxenberger, Steffen Eger, Ivan Habernal et al.84 citations
  99. Global Normalization of Convolutional Neural Networks for Joint Entity and Relation ClassificationHeike Adel, Hinrich Schütze83 citations
  100. A Cognition Based Attention Model for Sentiment AnalysisYunfei Long, Qin Lu, Rong Xiang et al.81 citations

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