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ACL 2017: all accepted papers

329 papers · page 1 of 4 · the most cited first · ← ACL 2017

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  1. Get To The Point: Summarization with Pointer-Generator NetworksAbigail See, Peter J. Liu, Christopher D. Manning · Long Papers3,707 citations
  2. TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading ComprehensionMandar Joshi, Eunsol Choi, Daniel Weld et al. · Long Papers1,601 citations · our summary
  3. “Liar, Liar Pants on Fire”: A New Benchmark Dataset for Fake News DetectionWilliam Yang Wang · Short Papers1,516 citations · our summary
  4. Reading Wikipedia to Answer Open-Domain QuestionsDanqi Chen, Adam Fisch, Jason Weston et al. · Long Papers1,499 citations · our summary
  5. Enhanced LSTM for Natural Language InferenceQian Chen, Xiaodan Zhu, Zhen-Hua Ling et al. · Long Papers1,113 citations
  6. Context-Dependent Sentiment Analysis in User-Generated VideosSoujanya Poria, Erik Cambria, Devamanyu Hazarika et al. · Long Papers894 citations · our summary
  7. Deep Pyramid Convolutional Neural Networks for Text CategorizationRie Johnson, Tong Zhang · Long Papers823 citations
  8. Joint Extraction of Entities and Relations Based on a Novel Tagging SchemeSuncong Zheng, Feng Wang, Hongyun Bao et al. · Long Papers787 citations · our summary
  9. Learning Discourse-level Diversity for Neural Dialog Models using Conditional Variational AutoencodersTiancheng Zhao, Ran Zhao, Maxine Eskenazi · Long Papers725 citations · our summary
  10. Learning to Ask: Neural Question Generation for Reading ComprehensionXinya Du, Junru Shao, Claire Cardie · Long Papers688 citations · our summary
  11. Gated Self-Matching Networks for Reading Comprehension and Question AnsweringWenhui Wang, Nan Yang, Furu Wei et al. · Long Papers666 citations · our summary
  12. Detect Rumors in Microblog Posts Using Propagation Structure via Kernel LearningJing Ma, Wei Gao, Kam-Fai Wong · Long Papers637 citations · our summary
  13. Semi-supervised sequence tagging with bidirectional language modelsMatthew E. Peters, Waleed Ammar, Chandra Bhagavatula et al. · Long Papers624 citations · our summary
  14. Adversarial Multi-task Learning for Text ClassificationPengfei Liu, Xipeng Qiu, Xuanjing Huang · Long Papers601 citations · our summary
  15. A Syntactic Neural Model for General-Purpose Code GenerationPengcheng Yin, Graham Neubig · Long Papers574 citations · our summary
  16. Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-Based ChatbotsYu Wu, Wei Wu, Chen Xing et al. · Long Papers506 citations · our summary
  17. Neural Belief Tracker: Data-Driven Dialogue State TrackingNikola Mrkšić, Diarmuid Ó Séaghdha, Tsung-Hsien Wen et al. · Long Papers459 citations
  18. Learning bilingual word embeddings with (almost) no bilingual dataMikel Artetxe, Gorka Labaka, Eneko Agirre · Long Papers455 citations · our summary
  19. Deep Semantic Role Labeling: What Works and What's NextLuheng He, Kenton Lee, Mike Lewis et al. · Long Papers420 citations · our summary
  20. An Unsupervised Neural Attention Model for Aspect ExtractionRuidan He, Wee Sun Lee, Hwee Tou Ng et al. · Long Papers408 citations · our summary
  21. A Convolutional Encoder Model for Neural Machine TranslationJonas Gehring, Michael Auli, David Grangier et al. · Long Papers405 citations · our summary
  22. Creating Training Corpora for NLG Micro-PlannersClaire Gardent, Anastasia Shimorina, Shashi Narayan et al. · Long Papers382 citations · our summary
  23. Neural Symbolic Machines: Learning Semantic Parsers on Freebase with Weak SupervisionChen Liang, Jonathan Berant, Quoc Le et al. · Long Papers381 citations
  24. EmoNet: Fine-Grained Emotion Detection with Gated Recurrent Neural NetworksMuhammad Abdul-Mageed, Lyle Ungar · Long Papers378 citations · our summary
  25. Separating Facts from Fiction: Linguistic Models to Classify Suspicious and Trusted News Posts on TwitterSvitlana Volkova, Kyle Shaffer, Jin Yea Jang et al. · Short Papers375 citations
  26. An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global KnowledgeYanchao Hao, Yuanzhe Zhang, Kang Liu et al. · Long Papers359 citations
  27. Gated-Attention Readers for Text ComprehensionBhuwan Dhingra, Hanxiao Liu, Zhilin Yang et al. · Long Papers356 citations
  28. Deep Keyphrase GenerationRui Meng, Sanqiang Zhao, Shuguang Han et al. · Long Papers351 citations · our summary
  29. Towards an Automatic Turing Test: Learning to Evaluate Dialogue ResponsesRyan Lowe, Michael Noseworthy, Iulian Vlad Serban et al. · Long Papers336 citations · our summary
  30. PositionRank: An Unsupervised Approach to Keyphrase Extraction from Scholarly DocumentsCorina Florescu, Cornelia Caragea · Long Papers331 citations
  31. Learning a Neural Semantic Parser from User FeedbackSrinivasan Iyer, Ioannis Konstas, Alvin Cheung et al. · Long Papers330 citations
  32. Abstractive Document Summarization with a Graph-Based Attentional Neural ModelJiwei Tan, Xiaojun Wan, Jianguo Xiao · Long Papers325 citations · our summary
  33. Hybrid Code Networks: practical and efficient end-to-end dialog control with supervised and reinforcement learningJason D. Williams, Kavosh Asadi, Geoffrey Zweig · Long Papers324 citations
  34. Program Induction by Rationale Generation: Learning to Solve and Explain Algebraic Word ProblemsWang Ling, Dani Yogatama, Chris Dyer et al. · Long Papers317 citations
  35. Improved Neural Relation Detection for Knowledge Base Question AnsweringMo Yu, Wenpeng Yin, Kazi Saidul Hasan et al. · Long Papers314 citations
  36. Abstract Syntax Networks for Code Generation and Semantic ParsingMaxim Rabinovich, Mitchell Stern, Dan Klein · Long Papers312 citations
  37. Cross-lingual Name Tagging and Linking for 282 LanguagesXiaoman Pan, Boliang Zhang, Jonathan May et al. · Long Papers312 citations · our summary
  38. Lexically Constrained Decoding for Sequence Generation Using Grid Beam SearchChris Hokamp, Qun Liu · Long Papers303 citations · our summary
  39. Beyond Binary Labels: Political Ideology Prediction of Twitter UsersDaniel Preoţiuc-Pietro, Ye Liu, Daniel Hopkins et al. · Long Papers289 citations
  40. Automatic Annotation and Evaluation of Error Types for Grammatical Error CorrectionChristopher Bryant, Mariano Felice, Ted Briscoe · Long Papers283 citations · our summary
  41. Going out on a limb: Joint Extraction of Entity Mentions and Relations without Dependency TreesArzoo Katiyar, Claire Cardie · Long Papers279 citations
  42. Towards End-to-End Reinforcement Learning of Dialogue Agents for Information AccessBhuwan Dhingra, Lihong Li, Xiujun Li et al. · Long Papers272 citations · our summary
  43. Selective Encoding for Abstractive Sentence SummarizationQingyu Zhou, Nan Yang, Furu Wei et al. · Long Papers265 citations · our summary
  44. What do Neural Machine Translation Models Learn about Morphology?Yonatan Belinkov, Nadir Durrani, Fahim Dalvi et al. · Long Papers261 citations · our summary
  45. Semi-supervised Multitask Learning for Sequence LabelingMarek Rei · Long Papers257 citations
  46. Adversarial Training for Unsupervised Bilingual Lexicon InductionMeng Zhang, Yang Liu, Huanbo Luan et al. · Long Papers256 citations · our summary
  47. Leveraging Knowledge Bases in LSTMs for Improving Machine ReadingBishan Yang, Tom Mitchell · Long Papers255 citations
  48. Neural AMR: Sequence-to-Sequence Models for Parsing and GenerationIoannis Konstas, Srinivasan Iyer, Mark Yatskar et al. · Long Papers252 citations · our summary
  49. Data Augmentation for Low-Resource Neural Machine TranslationMarzieh Fadaee, Arianna Bisazza, Christof Monz · Short Papers251 citations · our summary
  50. CANE: Context-Aware Network Embedding for Relation ModelingCunchao Tu, Han Liu, Zhiyuan Liu et al. · Long Papers243 citations
  51. Exploiting Argument Information to Improve Event Detection via Supervised Attention MechanismsShulin Liu, Yubo Chen, Kang Liu et al. · Long Papers237 citations · our summary
  52. An Empirical Comparison of Domain Adaptation Methods for Neural Machine TranslationChenhui Chu, Raj Dabre, Sadao Kurohashi · Short Papers212 citations · our summary
  53. Search-based Neural Structured Learning for Sequential Question AnsweringMohit Iyyer, Wen-tau Yih, Ming-Wei Chang · Long Papers203 citations · our summary
  54. AliMe Chat: A Sequence to Sequence and Rerank based Chatbot EngineMinghui Qiu, Feng-Lin Li, Siyu Wang et al. · Short Papers195 citations
  55. Exploring Neural Text Simplification ModelsSergiu Nisioi, Sanja Štajner, Simone Paolo Ponzetto et al. · Short Papers194 citations · our summary
  56. A Minimal Span-Based Neural Constituency ParserMitchell Stern, Jacob Andreas, Dan Klein · Long Papers189 citations · our summary
  57. Doubly-Attentive Decoder for Multi-modal Neural Machine TranslationIacer Calixto, Qun Liu, Nick Campbell · Long Papers182 citations
  58. Linguistically Regularized LSTM for Sentiment ClassificationQiao Qian, Minlie Huang, Jinhao Lei et al. · Long Papers176 citations
  59. A Corpus of Natural Language for Visual ReasoningAlane Suhr, Mike Lewis, James Yeh et al. · Short Papers175 citations
  60. Learning Symmetric Collaborative Dialogue Agents with Dynamic Knowledge Graph EmbeddingsHe He, Anusha Balakrishnan, Mihail Eric et al. · Long Papers175 citations
  61. Adversarial Multi-Criteria Learning for Chinese Word SegmentationXinchi Chen, Zhan Shi, Xipeng Qiu et al. · Long Papers173 citations
  62. Attention-over-Attention Neural Networks for Reading ComprehensionYiming Cui, Zhipeng Chen, Si Wei et al. · Long Papers171 citations
  63. Best-Worst Scaling More Reliable than Rating Scales: A Case Study on Sentiment Intensity AnnotationSvetlana Kiritchenko, Saif Mohammad · Short Papers170 citations · our summary
  64. Diversity driven attention model for query-based abstractive summarizationPreksha Nema, Mitesh M. Khapra, Anirban Laha et al. · Long Papers170 citations
  65. Visualizing and Understanding Neural Machine TranslationYanzhuo Ding, Yang Liu, Huanbo Luan et al. · Long Papers168 citations
  66. Coarse-to-Fine Question Answering for Long DocumentsEunsol Choi, Daniel Hewlett, Jakob Uszkoreit et al. · Long Papers167 citations
  67. Neural End-to-End Learning for Computational Argumentation MiningSteffen Eger, Johannes Daxenberger, Iryna Gurevych · Long Papers167 citations · our summary
  68. Automatically Labeled Data Generation for Large Scale Event ExtractionYubo Chen, Shulin Liu, Xiang Zhang et al. · Long Papers163 citations · our summary
  69. From Language to Programs: Bridging Reinforcement Learning and Maximum Marginal LikelihoodKelvin Guu, Panupong Pasupat, Evan Liu et al. · Long Papers158 citations · our summary
  70. Affect-LM: A Neural Language Model for Customizable Affective Text GenerationSayan Ghosh, Mathieu Chollet, Eugene Laksana et al. · Long Papers157 citations
  71. Question Answering on Knowledge Bases and Text using Universal Schema and Memory NetworksRajarshi Das, Manzil Zaheer, Siva Reddy et al. · Short Papers154 citations
  72. Towards String-To-Tree Neural Machine TranslationRoee Aharoni, Yoav Goldberg · Short Papers147 citations · our summary
  73. Deep Multitask Learning for Semantic Dependency ParsingHao Peng, Sam Thomson, Noah A. Smith · Long Papers146 citations · our summary
  74. Learning to Parse and Translate Improves Neural Machine TranslationAkiko Eriguchi, Yoshimasa Tsuruoka, Kyunghyun Cho · Short Papers144 citations · our summary
  75. A Teacher-Student Framework for Zero-Resource Neural Machine TranslationYun Chen, Yang Liu, Yong Cheng et al. · Long Papers141 citations
  76. Semi-Supervised QA with Generative Domain-Adaptive NetsZhilin Yang, Junjie Hu, Ruslan Salakhutdinov et al. · Long Papers140 citations
  77. Improved Neural Machine Translation with a Syntax-Aware Encoder and DecoderHuadong Chen, Shujian Huang, David Chiang et al. · Long Papers139 citations · our summary
  78. A Local Detection Approach for Named Entity Recognition and Mention DetectionMingbin Xu, Hui Jiang, Sedtawut Watcharawittayakul · Long Papers135 citations
  79. Prerequisite Relation Learning for Concepts in MOOCsLiangming Pan, Chengjiang Li, Juanzi Li et al. · Long Papers135 citations
  80. Modeling Source Syntax for Neural Machine TranslationJunhui Li, Deyi Xiong, Zhaopeng Tu et al. · Long Papers132 citations
  81. Weakly Supervised Cross-Lingual Named Entity Recognition via Effective Annotation and Representation ProjectionJian Ni, Georgiana Dinu, Radu Florian · Long Papers129 citations · our summary
  82. A Neural Architecture for Generating Natural Language Descriptions from Source Code ChangesPablo Loyola, Edison Marrese-Taylor, Yutaka Matsuo · Short Papers127 citations
  83. Joint CTC/attention decoding for end-to-end speech recognitionTakaaki Hori, Shinji Watanabe, John Hershey · Long Papers127 citations
  84. Representations of language in a model of visually grounded speech signalGrzegorz Chrupała, Lieke Gelderloos, Afra Alishahi · Long Papers126 citations
  85. How to Make Context More Useful? An Empirical Study on Context-Aware Neural Conversational ModelsZhiliang Tian, Rui Yan, Lili Mou et al. · Short Papers125 citations
  86. Question Answering through Transfer Learning from Large Fine-grained Supervision DataSewon Min, Minjoon Seo, Hannaneh Hajishirzi · Short Papers122 citations
  87. Lifelong Learning CRF for Supervised Aspect ExtractionLei Shu, Hu Xu, Bing Liu · Short Papers120 citations
  88. Improved Word Representation Learning with SememesYilin Niu, Ruobing Xie, Zhiyuan Liu et al. · Long Papers119 citations
  89. Classifying Temporal Relations by Bidirectional LSTM over Dependency PathsFei Cheng, Yusuke Miyao · Short Papers118 citations
  90. Neural Discourse Structure for Text CategorizationYangfeng Ji, Noah A. Smith · Long Papers118 citations · our summary
  91. Neural Word Segmentation with Rich PretrainingJie Yang, Yue Zhang, Fei Dong · Long Papers118 citations
  92. Generating Natural Answers by Incorporating Copying and Retrieving Mechanisms in Sequence-to-Sequence LearningShizhu He, Cao Liu, Kang Liu et al. · Long Papers114 citations
  93. Learning Cognitive Features from Gaze Data for Sentiment and Sarcasm Classification using Convolutional Neural NetworkAbhijit Mishra, Kuntal Dey, Pushpak Bhattacharyya · Long Papers113 citations · our summary
  94. STAIR Captions: Constructing a Large-Scale Japanese Image Caption DatasetYuya Yoshikawa, Yutaro Shigeto, Akikazu Takeuchi · Short Papers113 citations
  95. Morphological Inflection Generation with Hard Monotonic AttentionRoee Aharoni, Yoav Goldberg · Long Papers110 citations · our summary
  96. Sequence-to-Dependency Neural Machine TranslationShuangzhi Wu, Dongdong Zhang, Nan Yang et al. · Long Papers107 citations
  97. Neural Relation Extraction with Multi-lingual AttentionYankai Lin, Zhiyuan Liu, Maosong Sun · Long Papers106 citations
  98. Multi-Task Video Captioning with Video and Entailment GenerationRamakanth Pasunuru, Mohit Bansal · Long Papers105 citations
  99. An Interpretable Knowledge Transfer Model for Knowledge Base CompletionQizhe Xie, Xuezhe Ma, Zihang Dai et al. · Long Papers103 citations
  100. Learning Word-Like Units from Joint Audio-Visual AnalysisDavid Harwath, James Glass · Long Papers102 citations

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