---
title: "EMNLP 2016 — all accepted papers — the most cited first"
description: "All 270 papers of EMNLP 2016 · page 1 of 3, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/emnlp/2016/papers/"
---
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# EMNLP 2016: all accepted papers

270 papers · page 1 of 3 · the most cited first · [← EMNLP 2016](https://md.research.elamur.ai/free/en/venues/emnlp/2016/)

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1. **[SQuAD: 100,000+ Questions for Machine Comprehension of Text](https://md.research.elamur.ai/free/en/papers/rajpurkar-2016-squad-100-000-questions-machine/)**Pranav Rajpurkar, Jian Zhang, Konstantin Lopyrev et al. · 🏆 ACL 2026 Test of Time Award*6,190 citations · our summary*
2. **[Attention-based LSTM for Aspect-level Sentiment Classification](https://md.research.elamur.ai/free/en/papers/wang-2016-attention-based-lstm-aspect-level/)**Yequan Wang, Minlie Huang, Xiaoyan Zhu et al.*2,348 citations · our summary*
3. **[Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding](https://md.research.elamur.ai/free/en/papers/fukui-2016-multimodal-compact-bilinear-pooling-visual/)**Akira Fukui, Dong Huk Park, Daylen Yang et al.*1,544 citations · our summary*
4. **[A Decomposable Attention Model for Natural Language Inference](https://md.research.elamur.ai/free/en/papers/parikh-2016-decomposable-attention-model-natural-language/)**Ankur 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 Generation](https://md.research.elamur.ai/free/en/papers/liu-2016-how-not-evaluate-your-dialogue/)**Chia-Wei Liu, Ryan Lowe, Iulian Serban et al.*1,228 citations · our summary*
6. **[Deep Reinforcement Learning for Dialogue Generation](https://md.research.elamur.ai/free/en/papers/li-2016-deep-reinforcement-learning-dialogue-generation/)**Jiwei Li, Will Monroe, Alan Ritter et al.*1,204 citations · our summary*
7. **[Long Short-Term Memory-Networks for Machine Reading](https://md.research.elamur.ai/free/en/papers/cheng-2016-long-short-term-memory-networks/)**Jianpeng Cheng, Li Dong, Mirella Lapata*1,172 citations · our summary*
8. **[Aspect Level Sentiment Classification with Deep Memory Network](https://md.research.elamur.ai/free/en/papers/tang-2016-aspect-level-sentiment-classification-deep/)**Duyu Tang, Bing Qin, Ting Liu*1,041 citations · our summary*
9. **[Key-Value Memory Networks for Directly Reading Documents ↗](https://aclanthology.org/D16-1147/)**Alexander Miller, Adam Fisch, Jesse Dodge et al.*996 citations*
10. **[Sequence-Level Knowledge Distillation](https://md.research.elamur.ai/free/en/papers/kim-2016-sequence-level-knowledge-distillation/)**Yoon Kim, Alexander M. Rush*819 citations · our summary*
11. **[Transfer Learning for Low-Resource Neural Machine Translation ↗](https://aclanthology.org/D16-1163/)**Barret Zoph, Deniz Yuret, Jonathan May et al.*788 citations*
12. **[Rationalizing Neural Predictions](https://md.research.elamur.ai/free/en/papers/lei-2016-rationalizing-neural-predictions/)**Tao Lei, Regina Barzilay, Tommi Jaakkola*684 citations · our summary*
13. **[A Neural Approach to Automated Essay Scoring](https://md.research.elamur.ai/free/en/papers/taghipour-2016-neural-approach-automated-essay-scoring/)**Kaveh Taghipour, Hwee Tou Ng*516 citations · our summary*
14. **[Sequence-to-Sequence Learning as Beam-Search Optimization ↗](https://aclanthology.org/D16-1137/)**Sam Wiseman, Alexander M. Rush*481 citations*
15. **[Neural Text Generation from Structured Data with Application to the Biography Domain](https://md.research.elamur.ai/free/en/papers/lebret-2016-neural-text-generation-structured-data/)**Rémi Lebret, David Grangier, Michael Auli*444 citations · our summary*
16. **[Recursive Neural Conditional Random Fields for Aspect-based Sentiment Analysis](https://md.research.elamur.ai/free/en/papers/wang-2016-recursive-neural-conditional-random-fields/)**Wenya 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? ↗](https://aclanthology.org/D16-1092/)**Abhishek Das, Harsh Agrawal, Larry Zitnick et al.*427 citations*
18. **[Stance Detection with Bidirectional Conditional Encoding](https://md.research.elamur.ai/free/en/papers/augenstein-2016-stance-detection-bidirectional-conditional-encoding/)**Isabelle Augenstein, Tim Rocktäschel, Andreas Vlachos et al.*381 citations · our summary*
19. **[Learning principled bilingual mappings of word embeddings while preserving monolingual invariance](https://md.research.elamur.ai/free/en/papers/artetxe-2016-learning-principled-bilingual-mappings-word/)**Mikel Artetxe, Gorka Labaka, Eneko Agirre*369 citations · our summary*
20. **[Inducing Domain-Specific Sentiment Lexicons from Unlabeled Corpora](https://md.research.elamur.ai/free/en/papers/hamilton-2016-inducing-domain-specific-sentiment-lexicons/)**William L. Hamilton, Kevin Clark, Jure Leskovec et al.*355 citations · our summary*
21. **[Neural Sentiment Classification with User and Product Attention ↗](https://aclanthology.org/D16-1171/)**Huimin Chen, Maosong Sun, Cunchao Tu et al.*339 citations*
22. **[Deep Reinforcement Learning for Mention-Ranking Coreference Models](https://md.research.elamur.ai/free/en/papers/clark-2016-deep-reinforcement-learning-mention-ranking/)**Kevin Clark, Christopher D. Manning*328 citations · our summary*
23. **[Neural versus Phrase-Based Machine Translation Quality: a Case Study](https://md.research.elamur.ai/free/en/papers/bentivogli-2016-neural-versus-phrase-based-machine/)**Luisa Bentivogli, Arianna Bisazza, Mauro Cettolo et al.*316 citations · our summary*
24. **[A Hierarchical Model of Reviews for Aspect-based Sentiment Analysis ↗](https://aclanthology.org/D16-1103/)**Sebastian Ruder, Parsa Ghaffari, John G. Breslin*304 citations*
25. **[Does String-Based Neural MT Learn Source Syntax?](https://md.research.elamur.ai/free/en/papers/shi-2016-does-string-based-neural-mt/)**Xing Shi, Inkit Padhi, Kevin Knight*300 citations · our summary*
26. **[Attention-based LSTM Network for Cross-Lingual Sentiment Classification ↗](https://aclanthology.org/D16-1024/)**Xinjie Zhou, Xiaojun Wan, Jianguo Xiao*297 citations*
27. **[Demographic Dialectal Variation in Social Media: A Case Study of African-American English](https://md.research.elamur.ai/free/en/papers/blodgett-2016-demographic-dialectal-variation-social-media/)**Su Lin Blodgett, Lisa Green, Brendan O'Connor*289 citations · our summary*
28. **[Analyzing the Behavior of Visual Question Answering Models](https://md.research.elamur.ai/free/en/papers/agrawal-2016-analyzing-behavior-visual-question-answering/)**Aishwarya Agrawal, Dhruv Batra, Devi Parikh*283 citations · our summary*
29. **[Exploiting Source-side Monolingual Data in Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/zhang-2016-exploiting-source-side-monolingual-data/)**Jiajun Zhang, Chengqing Zong*277 citations · our summary*
30. **[Zero-Resource Translation with Multi-Lingual Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/firat-2016-zero-resource-translation-multi-lingual/)**Orhan Firat, Baskaran Sankaran, Yaser Al-onaizan et al.*261 citations · our summary*
31. **[How Transferable are Neural Networks in NLP Applications?](https://md.research.elamur.ai/free/en/papers/mou-2016-how-transferable-are-neural-networks/)**Lili Mou, Zhao Meng, Rui Yan et al.*259 citations · our summary*
32. **[Jointly Embedding Knowledge Graphs and Logical Rules ↗](https://aclanthology.org/D16-1019/)**Shu Guo, Quan Wang, Lihong Wang et al.*252 citations*
33. **[Rationale-Augmented Convolutional Neural Networks for Text Classification ↗](https://aclanthology.org/D16-1076/)**Ye Zhang, Iain Marshall, Byron C. Wallace*247 citations*
34. **[Cultural Shift or Linguistic Drift? Comparing Two Computational Measures of Semantic Change](https://md.research.elamur.ai/free/en/papers/hamilton-2016-cultural-shift-or-linguistic-drift/)**William L. Hamilton, Jure Leskovec, Dan Jurafsky*235 citations · our summary*
35. **[Multi-view Response Selection for Human-Computer Conversation ↗](https://aclanthology.org/D16-1036/)**Xiangyang Zhou, Daxiang Dong, Hua Wu et al.*224 citations*
36. **[Globally Coherent Text Generation with Neural Checklist Models](https://md.research.elamur.ai/free/en/papers/kiddon-2016-globally-coherent-text-generation-neural/)**Chloé Kiddon, Luke Zettlemoyer, Yejin Choi*219 citations · our summary*
37. **[SimVerb-3500: A Large-Scale Evaluation Set of Verb Similarity](https://md.research.elamur.ai/free/en/papers/gerz-2016-simverb-3500-large-scale-evaluation/)**Daniela Gerz, Ivan Vulić, Felix Hill et al.*218 citations · our summary*
38. **[Controlling Output Length in Neural Encoder-Decoders](https://md.research.elamur.ai/free/en/papers/kikuchi-2016-controlling-output-length-neural-encoder/)**Yuta Kikuchi, Graham Neubig, Ryohei Sasano et al.*216 citations · our summary*
39. **[Learning Sentence Embeddings with Auxiliary Tasks for Cross-Domain Sentiment Classification ↗](https://aclanthology.org/D16-1023/)**Jianfei Yu, Jing Jiang*212 citations*
40. **[Structured prediction models for RNN based sequence labeling in clinical text ↗](https://aclanthology.org/D16-1082/)**Abhyuday Jagannatha, Hong Yu*212 citations*
41. **[Variational Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/zhang-2016-variational-neural-machine-translation/)**Biao Zhang, Deyi Xiong, Jinsong Su et al.*208 citations · our summary*
42. **[Automatic Features for Essay Scoring – An Empirical Study ↗](https://aclanthology.org/D16-1115/)**Fei Dong, Yue Zhang*203 citations*
43. **[Incorporating Discrete Translation Lexicons into Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/arthur-2016-incorporating-discrete-translation-lexicons-into/)**Philip Arthur, Graham Neubig, Satoshi Nakamura*203 citations · our summary*
44. **[Keyphrase Extraction Using Deep Recurrent Neural Networks on Twitter ↗](https://aclanthology.org/D16-1080/)**Qi Zhang, Yang Wang, Yeyun Gong et al.*195 citations*
45. **[Language as a Latent Variable: Discrete Generative Models for Sentence Compression](https://md.research.elamur.ai/free/en/papers/miao-2016-language-as-latent-variable-discrete/)**Yishu Miao, Phil Blunsom*192 citations · our summary*
46. **[Cached Long Short-Term Memory Neural Networks for Document-Level Sentiment Classification ↗](https://aclanthology.org/D16-1172/)**Jiacheng Xu, Danlu Chen, Xipeng Qiu et al.*185 citations*
47. **[Event-Driven Emotion Cause Extraction with Corpus Construction](https://md.research.elamur.ai/free/en/papers/gui-2016-event-driven-emotion-cause-extraction/)**Lin Gui, Dongyin Wu, Ruifeng Xu et al.*177 citations · our summary*
48. **[Context-Sensitive Lexicon Features for Neural Sentiment Analysis ↗](https://aclanthology.org/D16-1169/)**Zhiyang Teng, Duy-Tin Vo, Yue Zhang*176 citations*
49. **[Are Word Embedding-based Features Useful for Sarcasm Detection?](https://md.research.elamur.ai/free/en/papers/joshi-2016-are-word-embedding-based-features/)**Aditya Joshi, Vaibhav Tripathi, Kevin Patel et al.*171 citations · our summary*
50. **[Charagram: Embedding Words and Sentences via Character n-grams](https://md.research.elamur.ai/free/en/papers/wieting-2016-charagram-embedding-words-sentences-character/)**John Wieting, Mohit Bansal, Kevin Gimpel et al.*168 citations · our summary*
51. **[Neural Headline Generation on Abstract Meaning Representation ↗](https://aclanthology.org/D16-1112/)**Sho Takase, Jun Suzuki, Naoaki Okazaki et al.*162 citations*
52. **[AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label Embedding ↗](https://aclanthology.org/D16-1144/)**Xiang Ren, Wenqi He, Meng Qu et al.*146 citations*
53. **[Improving Information Extraction by Acquiring External Evidence with Reinforcement Learning ↗](https://aclanthology.org/D16-1261/)**Karthik Narasimhan, Adam Yala, Regina Barzilay*146 citations*
54. **[Coverage Embedding Models for Neural Machine Translation ↗](https://aclanthology.org/D16-1096/)**Haitao Mi, Baskaran Sankaran, Zhiguo Wang et al.*143 citations*
55. **[Generating Topical Poetry ↗](https://aclanthology.org/D16-1126/)**Marjan Ghazvininejad, Xing Shi, Yejin Choi et al.*142 citations*
56. **[Encoding Temporal Information for Time-Aware Link Prediction ↗](https://aclanthology.org/D16-1260/)**Tingsong Jiang, Tianyu Liu, Tao Ge et al.*136 citations*
57. **[Lifted Rule Injection for Relation Embeddings ↗](https://aclanthology.org/D16-1146/)**Thomas Demeester, Tim Rocktäschel, Sebastian Riedel*136 citations*
58. **[Emotion Distribution Learning from Texts ↗](https://aclanthology.org/D16-1061/)**Deyu Zhou, Xuan Zhang, Yin Zhou et al.*132 citations*
59. **[Improving LSTM-based Video Description with Linguistic Knowledge Mined from Text ↗](https://aclanthology.org/D16-1204/)**Subhashini Venugopalan, Lisa Anne Hendricks, Raymond Mooney et al.*131 citations*
60. **[Supervised Attentions for Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/mi-2016-supervised-attentions-neural-machine-translation/)**Haitao Mi, Zhiguo Wang, Abe Ittycheriah*131 citations · our summary*
61. **[Real-Time Speech Emotion and Sentiment Recognition for Interactive Dialogue Systems ↗](https://aclanthology.org/D16-1110/)**Dario Bertero, Farhad Bin Siddique, Chien-Sheng Wu et al.*126 citations*
62. **[Event Detection and Co-reference with Minimal Supervision](https://md.research.elamur.ai/free/en/papers/peng-2016-event-detection-co-reference-minimal/)**Haoruo Peng, Yangqiu Song, Dan Roth*125 citations · our summary*
63. **[Universal Decompositional Semantics on Universal Dependencies](https://md.research.elamur.ai/free/en/papers/white-2016-universal-decompositional-semantics-universal-dependencies/)**Aaron Steven White, Drew Reisinger, Keisuke Sakaguchi et al.*122 citations · our summary*
64. **[Modeling Skip-Grams for Event Detection with Convolutional Neural Networks ↗](https://aclanthology.org/D16-1085/)**Thien Huu Nguyen, Ralph Grishman*120 citations*
65. **[Creating a Large Benchmark for Open Information Extraction ↗](https://aclanthology.org/D16-1252/)**Gabriel Stanovsky, Ido Dagan*119 citations*
66. **[Reasoning about Pragmatics with Neural Listeners and Speakers](https://md.research.elamur.ai/free/en/papers/andreas-2016-reasoning-about-pragmatics-neural-listeners/)**Jacob Andreas, Dan Klein*116 citations · our summary*
67. **[Learning Crosslingual Word Embeddings without Bilingual Corpora ↗](https://aclanthology.org/D16-1136/)**Long Duong, Hiroshi Kanayama, Tengfei Ma et al.*114 citations*
68. **[Span-Based Constituency Parsing with a Structure-Label System and Provably Optimal Dynamic Oracles](https://md.research.elamur.ai/free/en/papers/cross-2016-span-based-constituency-parsing-structure/)**James Cross, Liang Huang*114 citations · our summary*
69. **[Who did What: A Large-Scale Person-Centered Cloze Dataset](https://md.research.elamur.ai/free/en/papers/onishi-2016-who-did-what-large-scale/)**Takeshi Onishi, Hai Wang, Mohit Bansal et al.*114 citations · our summary*
70. **[Leveraging Sentence-level Information with Encoder LSTM for Semantic Slot Filling ↗](https://aclanthology.org/D16-1223/)**Gakuto Kurata, Bing Xiang, Bowen Zhou et al.*113 citations*
71. **[The Effects of Data Size and Frequency Range on Distributional Semantic Models ↗](https://aclanthology.org/D16-1099/)**Magnus Sahlgren, Alessandro Lenci*112 citations*
72. **[Multi-Granularity Chinese Word Embedding ↗](https://aclanthology.org/D16-1100/)**Rongchao Yin, Quan Wang, Peng Li et al.*106 citations*
73. **[Character-Level Question Answering with Attention ↗](https://aclanthology.org/D16-1166/)**Xiaodong He, David Golub*105 citations*
74. **[Discourse Parsing with Attention-based Hierarchical Neural Networks](https://md.research.elamur.ai/free/en/papers/li-2016-discourse-parsing-attention-based-hierarchical/)**Qi Li, Tianshi Li, Baobao Chang*100 citations · our summary*
75. **[Gated Word-Character Recurrent Language Model ↗](https://aclanthology.org/D16-1209/)**Yasumasa Miyamoto, Kyunghyun Cho*100 citations*
76. **[On Generating Characteristic-rich Question Sets for QA Evaluation ↗](https://aclanthology.org/D16-1054/)**Yu Su, Huan Sun, Brian Sadler et al.*97 citations*
77. **[Parsing as Language Modeling ↗](https://aclanthology.org/D16-1257/)**Do Kook Choe, Eugene Charniak*96 citations*
78. **[What makes a convincing argument? Empirical analysis and detecting attributes of convincingness in Web argumentation](https://md.research.elamur.ai/free/en/papers/habernal-2016-what-makes-convincing-argument-empirical/)**Ivan Habernal, Iryna Gurevych*95 citations · our summary*
79. **[Phonologically Aware Neural Model for Named Entity Recognition in Low Resource Transfer Settings ↗](https://aclanthology.org/D16-1153/)**Akash Bharadwaj, David Mortensen, Chris Dyer et al.*88 citations*
80. **[Recognizing Implicit Discourse Relations via Repeated Reading: Neural Networks with Multi-Level Attention](https://md.research.elamur.ai/free/en/papers/liu-2016-recognizing-implicit-discourse-relations-repeated/)**Yang Liu, Sujian Li*85 citations · our summary*
81. **[A Graph Degeneracy-based Approach to Keyword Extraction ↗](https://aclanthology.org/D16-1191/)**Antoine Tixier, Fragkiskos Malliaros, Michalis Vazirgiannis*83 citations*
82. **[Speculation and Negation Scope Detection via Convolutional Neural Networks ↗](https://aclanthology.org/D16-1078/)**Zhong Qian, Peifeng Li, Qiaoming Zhu et al.*81 citations*
83. **[Neural Generation of Regular Expressions from Natural Language with Minimal Domain Knowledge ↗](https://aclanthology.org/D16-1197/)**Nicholas Locascio, Karthik Narasimhan, Eduardo DeLeon et al.*78 citations*
84. **[Online Segment to Segment Neural Transduction ↗](https://aclanthology.org/D16-1138/)**Lei Yu, Jan Buys, Phil Blunsom*77 citations*
85. **[Deep Neural Networks with Massive Learned Knowledge ↗](https://aclanthology.org/D16-1173/)**Zhiting Hu, Zichao Yang, Ruslan Salakhutdinov et al.*76 citations*
86. **[Recurrent Residual Learning for Sequence Classification ↗](https://aclanthology.org/D16-1093/)**Yiren Wang, Fei Tian*75 citations*
87. **[Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network ↗](https://aclanthology.org/D16-1039/)**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 ↗](https://aclanthology.org/D16-1234/)**Stephen Roller, Katrin Erk*70 citations*
89. **[Memory-enhanced Decoder for Neural Machine Translation ↗](https://aclanthology.org/D16-1027/)**Mingxuan Wang, Zhengdong Lu, Hang Li et al.*69 citations*
90. **[Natural Language Comprehension with the EpiReader ↗](https://aclanthology.org/D16-1013/)**Adam Trischler, Zheng Ye, Xingdi Yuan et al.*69 citations*
91. **[Distilling an Ensemble of Greedy Dependency Parsers into One MST Parser ↗](https://aclanthology.org/D16-1180/)**Adhiguna Kuncoro, Miguel Ballesteros, Lingpeng Kong et al.*67 citations*
92. **[Why Neural Translations are the Right Length ↗](https://aclanthology.org/D16-1248/)**Xing Shi, Kevin Knight, Deniz Yuret*67 citations*
93. **[Conditional Generation and Snapshot Learning in Neural Dialogue Systems ↗](https://aclanthology.org/D16-1233/)**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? ↗](https://aclanthology.org/D16-1121/)**Koustav Rudra, Shruti Rijhwani, Rafiya Begum et al.*66 citations*
95. **[Semantic Parsing with Semi-Supervised Sequential Autoencoders ↗](https://aclanthology.org/D16-1116/)**Tomáš Kočiský, Gábor Melis, Edward Grefenstette et al.*65 citations*
96. **[A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification](https://md.research.elamur.ai/free/en/papers/qin-2016-stacking-gated-neural-architecture-implicit/)**Lianhui Qin, Zhisong Zhang, Hai Zhao*62 citations · our summary*
97. **[Improving Semantic Parsing via Answer Type Inference ↗](https://aclanthology.org/D16-1015/)**Semih Yavuz, Izzeddin Gur, Yu Su et al.*62 citations*
98. **[Addressee and Response Selection for Multi-Party Conversation ↗](https://aclanthology.org/D16-1231/)**Hiroki Ouchi, Yuta Tsuboi*61 citations*
99. **[Sort Story: Sorting Jumbled Images and Captions into Stories ↗](https://aclanthology.org/D16-1091/)**Harsh Agrawal, Arjun Chandrasekaran, Dhruv Batra et al.*60 citations*
100. **[De-Conflated Semantic Representations ↗](https://aclanthology.org/D16-1174/)**Mohammad Taher Pilehvar, Nigel Collier*58 citations*

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