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EMNLP 2016: all accepted papers

270 papers · page 1 of 3 · the most cited first · ← EMNLP 2016

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  1. SQuAD: 100,000+ Questions for Machine Comprehension of TextPranav Rajpurkar, Jian Zhang, Konstantin Lopyrev et al. · 🏆 ACL 2026 Test of Time Award6,190 citations · our summary
  2. Attention-based LSTM for Aspect-level Sentiment ClassificationYequan Wang, Minlie Huang, Xiaoyan Zhu et al.2,348 citations · our summary
  3. Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual GroundingAkira Fukui, Dong Huk Park, Daylen Yang et al.1,544 citations · our summary
  4. A Decomposable Attention Model for Natural Language InferenceAnkur Parikh, Oscar Täckström, Dipanjan Das et al.1,296 citations · our summary
  5. How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response GenerationChia-Wei Liu, Ryan Lowe, Iulian Serban et al.1,228 citations · our summary
  6. Deep Reinforcement Learning for Dialogue GenerationJiwei Li, Will Monroe, Alan Ritter et al.1,204 citations · our summary
  7. Long Short-Term Memory-Networks for Machine ReadingJianpeng Cheng, Li Dong, Mirella Lapata1,172 citations · our summary
  8. Aspect Level Sentiment Classification with Deep Memory NetworkDuyu Tang, Bing Qin, Ting Liu1,041 citations · our summary
  9. Key-Value Memory Networks for Directly Reading Documents ↗Alexander Miller, Adam Fisch, Jesse Dodge et al.996 citations
  10. Sequence-Level Knowledge DistillationYoon Kim, Alexander M. Rush819 citations · our summary
  11. Transfer Learning for Low-Resource Neural Machine Translation ↗Barret Zoph, Deniz Yuret, Jonathan May et al.788 citations
  12. Rationalizing Neural PredictionsTao Lei, Regina Barzilay, Tommi Jaakkola684 citations · our summary
  13. A Neural Approach to Automated Essay ScoringKaveh Taghipour, Hwee Tou Ng516 citations · our summary
  14. Sequence-to-Sequence Learning as Beam-Search Optimization ↗Sam Wiseman, Alexander M. Rush481 citations
  15. Neural Text Generation from Structured Data with Application to the Biography DomainRémi Lebret, David Grangier, Michael Auli444 citations · our summary
  16. Recursive Neural Conditional Random Fields for Aspect-based Sentiment AnalysisWenya Wang, Sinno Jialin Pan, Daniel Dahlmeier et al.435 citations · our summary
  17. Human Attention in Visual Question Answering: Do Humans and Deep Networks look at the same regions? ↗Abhishek Das, Harsh Agrawal, Larry Zitnick et al.427 citations
  18. Stance Detection with Bidirectional Conditional EncodingIsabelle Augenstein, Tim Rocktäschel, Andreas Vlachos et al.381 citations · our summary
  19. Learning principled bilingual mappings of word embeddings while preserving monolingual invarianceMikel Artetxe, Gorka Labaka, Eneko Agirre369 citations · our summary
  20. Inducing Domain-Specific Sentiment Lexicons from Unlabeled CorporaWilliam L. Hamilton, Kevin Clark, Jure Leskovec et al.355 citations · our summary
  21. Neural Sentiment Classification with User and Product Attention ↗Huimin Chen, Maosong Sun, Cunchao Tu et al.339 citations
  22. Deep Reinforcement Learning for Mention-Ranking Coreference ModelsKevin Clark, Christopher D. Manning328 citations · our summary
  23. Neural versus Phrase-Based Machine Translation Quality: a Case StudyLuisa Bentivogli, Arianna Bisazza, Mauro Cettolo et al.316 citations · our summary
  24. A Hierarchical Model of Reviews for Aspect-based Sentiment Analysis ↗Sebastian Ruder, Parsa Ghaffari, John G. Breslin304 citations
  25. Does String-Based Neural MT Learn Source Syntax?Xing Shi, Inkit Padhi, Kevin Knight300 citations · our summary
  26. Attention-based LSTM Network for Cross-Lingual Sentiment Classification ↗Xinjie Zhou, Xiaojun Wan, Jianguo Xiao297 citations
  27. Demographic Dialectal Variation in Social Media: A Case Study of African-American EnglishSu Lin Blodgett, Lisa Green, Brendan O'Connor289 citations · our summary
  28. Analyzing the Behavior of Visual Question Answering ModelsAishwarya Agrawal, Dhruv Batra, Devi Parikh283 citations · our summary
  29. Exploiting Source-side Monolingual Data in Neural Machine TranslationJiajun Zhang, Chengqing Zong277 citations · our summary
  30. Zero-Resource Translation with Multi-Lingual Neural Machine TranslationOrhan Firat, Baskaran Sankaran, Yaser Al-onaizan et al.261 citations · our summary
  31. How Transferable are Neural Networks in NLP Applications?Lili Mou, Zhao Meng, Rui Yan et al.259 citations · our summary
  32. Jointly Embedding Knowledge Graphs and Logical Rules ↗Shu Guo, Quan Wang, Lihong Wang et al.252 citations
  33. Rationale-Augmented Convolutional Neural Networks for Text Classification ↗Ye Zhang, Iain Marshall, Byron C. Wallace247 citations
  34. Cultural Shift or Linguistic Drift? Comparing Two Computational Measures of Semantic ChangeWilliam L. Hamilton, Jure Leskovec, Dan Jurafsky235 citations · our summary
  35. Multi-view Response Selection for Human-Computer Conversation ↗Xiangyang Zhou, Daxiang Dong, Hua Wu et al.224 citations
  36. Globally Coherent Text Generation with Neural Checklist ModelsChloé Kiddon, Luke Zettlemoyer, Yejin Choi219 citations · our summary
  37. SimVerb-3500: A Large-Scale Evaluation Set of Verb SimilarityDaniela Gerz, Ivan Vulić, Felix Hill et al.218 citations · our summary
  38. Controlling Output Length in Neural Encoder-DecodersYuta Kikuchi, Graham Neubig, Ryohei Sasano et al.216 citations · our summary
  39. Learning Sentence Embeddings with Auxiliary Tasks for Cross-Domain Sentiment Classification ↗Jianfei Yu, Jing Jiang212 citations
  40. Structured prediction models for RNN based sequence labeling in clinical text ↗Abhyuday Jagannatha, Hong Yu212 citations
  41. Variational Neural Machine TranslationBiao Zhang, Deyi Xiong, Jinsong Su et al.208 citations · our summary
  42. Automatic Features for Essay Scoring – An Empirical Study ↗Fei Dong, Yue Zhang203 citations
  43. Incorporating Discrete Translation Lexicons into Neural Machine TranslationPhilip Arthur, Graham Neubig, Satoshi Nakamura203 citations · our summary
  44. Keyphrase Extraction Using Deep Recurrent Neural Networks on Twitter ↗Qi Zhang, Yang Wang, Yeyun Gong et al.195 citations
  45. Language as a Latent Variable: Discrete Generative Models for Sentence CompressionYishu Miao, Phil Blunsom192 citations · our summary
  46. Cached Long Short-Term Memory Neural Networks for Document-Level Sentiment Classification ↗Jiacheng Xu, Danlu Chen, Xipeng Qiu et al.185 citations
  47. Event-Driven Emotion Cause Extraction with Corpus ConstructionLin Gui, Dongyin Wu, Ruifeng Xu et al.177 citations · our summary
  48. Context-Sensitive Lexicon Features for Neural Sentiment Analysis ↗Zhiyang Teng, Duy-Tin Vo, Yue Zhang176 citations
  49. Are Word Embedding-based Features Useful for Sarcasm Detection?Aditya Joshi, Vaibhav Tripathi, Kevin Patel et al.171 citations · our summary
  50. Charagram: Embedding Words and Sentences via Character n-gramsJohn Wieting, Mohit Bansal, Kevin Gimpel et al.168 citations · our summary
  51. Neural Headline Generation on Abstract Meaning Representation ↗Sho Takase, Jun Suzuki, Naoaki Okazaki et al.162 citations
  52. AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label Embedding ↗Xiang Ren, Wenqi He, Meng Qu et al.146 citations
  53. Improving Information Extraction by Acquiring External Evidence with Reinforcement Learning ↗Karthik Narasimhan, Adam Yala, Regina Barzilay146 citations
  54. Coverage Embedding Models for Neural Machine Translation ↗Haitao Mi, Baskaran Sankaran, Zhiguo Wang et al.143 citations
  55. Generating Topical Poetry ↗Marjan Ghazvininejad, Xing Shi, Yejin Choi et al.142 citations
  56. Encoding Temporal Information for Time-Aware Link Prediction ↗Tingsong Jiang, Tianyu Liu, Tao Ge et al.136 citations
  57. Lifted Rule Injection for Relation Embeddings ↗Thomas Demeester, Tim Rocktäschel, Sebastian Riedel136 citations
  58. Emotion Distribution Learning from Texts ↗Deyu Zhou, Xuan Zhang, Yin Zhou et al.132 citations
  59. Improving LSTM-based Video Description with Linguistic Knowledge Mined from Text ↗Subhashini Venugopalan, Lisa Anne Hendricks, Raymond Mooney et al.131 citations
  60. Supervised Attentions for Neural Machine TranslationHaitao Mi, Zhiguo Wang, Abe Ittycheriah131 citations · our summary
  61. Real-Time Speech Emotion and Sentiment Recognition for Interactive Dialogue Systems ↗Dario Bertero, Farhad Bin Siddique, Chien-Sheng Wu et al.126 citations
  62. Event Detection and Co-reference with Minimal SupervisionHaoruo Peng, Yangqiu Song, Dan Roth125 citations · our summary
  63. Universal Decompositional Semantics on Universal DependenciesAaron Steven White, Drew Reisinger, Keisuke Sakaguchi et al.122 citations · our summary
  64. Modeling Skip-Grams for Event Detection with Convolutional Neural Networks ↗Thien Huu Nguyen, Ralph Grishman120 citations
  65. Creating a Large Benchmark for Open Information Extraction ↗Gabriel Stanovsky, Ido Dagan119 citations
  66. Reasoning about Pragmatics with Neural Listeners and SpeakersJacob Andreas, Dan Klein116 citations · our summary
  67. Learning Crosslingual Word Embeddings without Bilingual Corpora ↗Long Duong, Hiroshi Kanayama, Tengfei Ma et al.114 citations
  68. Span-Based Constituency Parsing with a Structure-Label System and Provably Optimal Dynamic OraclesJames Cross, Liang Huang114 citations · our summary
  69. Who did What: A Large-Scale Person-Centered Cloze DatasetTakeshi Onishi, Hai Wang, Mohit Bansal et al.114 citations · our summary
  70. Leveraging Sentence-level Information with Encoder LSTM for Semantic Slot Filling ↗Gakuto Kurata, Bing Xiang, Bowen Zhou et al.113 citations
  71. The Effects of Data Size and Frequency Range on Distributional Semantic Models ↗Magnus Sahlgren, Alessandro Lenci112 citations
  72. Multi-Granularity Chinese Word Embedding ↗Rongchao Yin, Quan Wang, Peng Li et al.106 citations
  73. Character-Level Question Answering with Attention ↗Xiaodong He, David Golub105 citations
  74. Discourse Parsing with Attention-based Hierarchical Neural NetworksQi Li, Tianshi Li, Baobao Chang100 citations · our summary
  75. Gated Word-Character Recurrent Language Model ↗Yasumasa Miyamoto, Kyunghyun Cho100 citations
  76. On Generating Characteristic-rich Question Sets for QA Evaluation ↗Yu Su, Huan Sun, Brian Sadler et al.97 citations
  77. Parsing as Language Modeling ↗Do Kook Choe, Eugene Charniak96 citations
  78. What makes a convincing argument? Empirical analysis and detecting attributes of convincingness in Web argumentationIvan Habernal, Iryna Gurevych95 citations · our summary
  79. Phonologically Aware Neural Model for Named Entity Recognition in Low Resource Transfer Settings ↗Akash Bharadwaj, David Mortensen, Chris Dyer et al.88 citations
  80. Recognizing Implicit Discourse Relations via Repeated Reading: Neural Networks with Multi-Level AttentionYang Liu, Sujian Li85 citations · our summary
  81. A Graph Degeneracy-based Approach to Keyword Extraction ↗Antoine Tixier, Fragkiskos Malliaros, Michalis Vazirgiannis83 citations
  82. Speculation and Negation Scope Detection via Convolutional Neural Networks ↗Zhong Qian, Peifeng Li, Qiaoming Zhu et al.81 citations
  83. Neural Generation of Regular Expressions from Natural Language with Minimal Domain Knowledge ↗Nicholas Locascio, Karthik Narasimhan, Eduardo DeLeon et al.78 citations
  84. Online Segment to Segment Neural Transduction ↗Lei Yu, Jan Buys, Phil Blunsom77 citations
  85. Deep Neural Networks with Massive Learned Knowledge ↗Zhiting Hu, Zichao Yang, Ruslan Salakhutdinov et al.76 citations
  86. Recurrent Residual Learning for Sequence Classification ↗Yiren Wang, Fei Tian75 citations
  87. Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network ↗Anh Tuan Luu, Yi Tay, Siu Cheung Hui et al.71 citations
  88. Relations such as Hypernymy: Identifying and Exploiting Hearst Patterns in Distributional Vectors for Lexical Entailment ↗Stephen Roller, Katrin Erk70 citations
  89. Memory-enhanced Decoder for Neural Machine Translation ↗Mingxuan Wang, Zhengdong Lu, Hang Li et al.69 citations
  90. Natural Language Comprehension with the EpiReader ↗Adam Trischler, Zheng Ye, Xingdi Yuan et al.69 citations
  91. Distilling an Ensemble of Greedy Dependency Parsers into One MST Parser ↗Adhiguna Kuncoro, Miguel Ballesteros, Lingpeng Kong et al.67 citations
  92. Why Neural Translations are the Right Length ↗Xing Shi, Kevin Knight, Deniz Yuret67 citations
  93. Conditional Generation and Snapshot Learning in Neural Dialogue Systems ↗Tsung-Hsien Wen, Milica Gašić, Nikola Mrkšić et al.66 citations
  94. Understanding Language Preference for Expression of Opinion and Sentiment: What do Hindi-English Speakers do on Twitter? ↗Koustav Rudra, Shruti Rijhwani, Rafiya Begum et al.66 citations
  95. Semantic Parsing with Semi-Supervised Sequential Autoencoders ↗Tomáš Kočiský, Gábor Melis, Edward Grefenstette et al.65 citations
  96. A Stacking Gated Neural Architecture for Implicit Discourse Relation ClassificationLianhui Qin, Zhisong Zhang, Hai Zhao62 citations · our summary
  97. Improving Semantic Parsing via Answer Type Inference ↗Semih Yavuz, Izzeddin Gur, Yu Su et al.62 citations
  98. Addressee and Response Selection for Multi-Party Conversation ↗Hiroki Ouchi, Yuta Tsuboi61 citations
  99. Sort Story: Sorting Jumbled Images and Captions into Stories ↗Harsh Agrawal, Arjun Chandrasekaran, Dhruv Batra et al.60 citations
  100. De-Conflated Semantic Representations ↗Mohammad Taher Pilehvar, Nigel Collier58 citations

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