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ACL 2016: all accepted papers

364 papers · page 1 of 4 · the most cited first · ← ACL 2016

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  1. End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRFXuezhe Ma, Eduard Hovy · Long Papers2,499 citations
  2. Attention-Based Bidirectional Long Short-Term Memory Networks for Relation ClassificationPeng Zhou, Wei Shi, Jun Tian et al. · Short Papers2,012 citations · our summary
  3. Incorporating Copying Mechanism in Sequence-to-Sequence LearningJiatao Gu, Zhengdong Lu, Hang Li et al. · Long Papers1,446 citations · our summary
  4. End-to-End Relation Extraction using LSTMs on Sequences and Tree StructuresMakoto Miwa, Mohit Bansal · Long Papers1,322 citations · our summary
  5. Neural Relation Extraction with Selective Attention over InstancesYankai Lin, Shiqi Shen, Zhiyuan Liu et al. · Long Papers1,021 citations
  6. Diachronic Word Embeddings Reveal Statistical Laws of Semantic ChangeWilliam L. Hamilton, Jure Leskovec, Dan Jurafsky · Long Papers943 citations · our summary
  7. A Persona-Based Neural Conversation ModelJiwei Li, Michel Galley, Chris Brockett et al. · Long Papers871 citations
  8. Neural Summarization by Extracting Sentences and WordsJianpeng Cheng, Mirella Lapata · Long Papers790 citations · our summary
  9. Summarizing Source Code using a Neural Attention ModelSrinivasan Iyer, Ioannis Konstas, Alvin Cheung et al. · Long Papers701 citations
  10. Modeling Coverage for Neural Machine TranslationZhaopeng Tu, Zhengdong Lu, Yang Liu et al. · Long Papers692 citations · our summary
  11. Language to Logical Form with Neural AttentionLi Dong, Mirella Lapata · Long Papers690 citations · our summary
  12. Dimensional Sentiment Analysis Using a Regional CNN-LSTM ModelJin Wang, Liang-Chih Yu, K. Robert Lai et al. · Short Papers584 citations
  13. Harnessing Deep Neural Networks with Logic RulesZhiting Hu, Xuezhe Ma, Zhengzhong Liu et al. · Long Papers545 citations · our summary
  14. Neural Machine Translation of Rare Words with Subword UnitsRico Sennrich, Barry Haddow, Alexandra Birch · Long Papers · 🏆 ACL 2026 Test of Time Award536 citations · our summary
  15. A Thorough Examination of the CNN/Daily Mail Reading Comprehension TaskDanqi Chen, Jason Bolton, Christopher D. Manning · Long Papers491 citations · our summary
  16. Relation Classification via Multi-Level Attention CNNsLinlin Wang, Zhu Cao, Gerard de Melo et al. · Long Papers487 citations · our summary
  17. Pointing the Unknown WordsCaglar Gulcehre, Sungjin Ahn, Ramesh Nallapati et al. · Long Papers478 citations · our summary
  18. Globally Normalized Transition-Based Neural NetworksDaniel Andor, Chris Alberti, David Weiss et al. · Long Papers472 citations · our summary
  19. The Value of Semantic Parse Labeling for Knowledge Base Question AnsweringWen-tau Yih, Matthew Richardson, Chris Meek et al. · Short Papers461 citations · our summary
  20. Deep multi-task learning with low level tasks supervised at lower layersAnders Søgaard, Yoav Goldberg · Short Papers445 citations · our summary
  21. Data Recombination for Neural Semantic ParsingRobin Jia, Percy Liang · Long Papers434 citations
  22. Minimum Risk Training for Neural Machine TranslationShiqi Shen, Yong Cheng, Zhongjun He et al. · Long Papers375 citations · our summary
  23. TransG : A Generative Model for Knowledge Graph EmbeddingHan Xiao, Minlie Huang, Xiaoyan Zhu · Long Papers356 citations
  24. Achieving Open Vocabulary Neural Machine Translation with Hybrid Word-Character ModelsMinh-Thang Luong, Christopher D. Manning · Long Papers345 citations · our summary
  25. Natural Language Inference by Tree-Based Convolution and Heuristic MatchingLili Mou, Rui Men, Ge Li et al. · Short Papers332 citations · our summary
  26. The Social Impact of Natural Language ProcessingDirk Hovy, Shannon L. Spruit · Short Papers315 citations · our summary
  27. A Character-level Decoder without Explicit Segmentation for Neural Machine TranslationJunyoung Chung, Kyunghyun Cho, Yoshua Bengio · Long Papers309 citations · our summary
  28. Improving Coreference Resolution by Learning Entity-Level Distributed RepresentationsKevin Clark, Christopher D. Manning · Long Papers303 citations · our summary
  29. Text Understanding with the Attention Sum Reader NetworkRudolf Kadlec, Martin Schmid, Ondrej Bajgar et al. · Long Papers295 citations · our summary
  30. Latent Predictor Networks for Code GenerationWang Ling, Phil Blunsom, Edward Grefenstette et al. · Long Papers289 citations
  31. Generating Factoid Questions With Recurrent Neural Networks: The 30M Factoid Question-Answer CorpusIulian Vlad Serban, Alberto García-Durán, Caglar Gulcehre et al. · Long Papers279 citations
  32. Question Answering on Freebase via Relation Extraction and Textual EvidenceKun Xu, Siva Reddy, Yansong Feng et al. · Long Papers279 citations · our summary
  33. The Creation and Analysis of a Website Privacy Policy CorpusShomir Wilson, Florian Schaub, Aswarth Abhilash Dara et al. · Long Papers275 citations · our summary
  34. Generating Natural Questions About an ImageNasrin Mostafazadeh, Ishan Misra, Jacob Devlin et al. · Long Papers265 citations · our summary
  35. Tree-to-Sequence Attentional Neural Machine TranslationAkiko Eriguchi, Kazuma Hashimoto, Yoshimasa Tsuruoka · Long Papers265 citations
  36. Embeddings for Word Sense Disambiguation: An Evaluation StudyIgnacio Iacobacci, Mohammad Taher Pilehvar, Roberto Navigli · Long Papers253 citations
  37. Improved Representation Learning for Question Answer MatchingMing Tan, Cicero dos Santos, Bing Xiang et al. · Long Papers250 citations
  38. Siamese CBOW: Optimizing Word Embeddings for Sentence RepresentationsTom Kenter, Alexey Borisov, Maarten de Rijke · Long Papers244 citations
  39. The LAMBADA dataset: Word prediction requiring a broad discourse contextDenis Paperno, Germán Kruszewski, Angeliki Lazaridou et al. · Long Papers241 citations · our summary
  40. Improving Named Entity Recognition for Chinese Social Media with Word Segmentation Representation LearningNanyun Peng, Mark Dredze · Short Papers230 citations
  41. A Fast Unified Model for Parsing and Sentence UnderstandingSamuel R. Bowman, Jon Gauthier, Abhinav Rastogi et al. · Long Papers226 citations
  42. Bidirectional Recurrent Convolutional Neural Network for Relation ClassificationRui Cai, Xiaodong Zhang, Houfeng Wang · Long Papers216 citations
  43. A Trainable Spaced Repetition Model for Language LearningBurr Settles, Brendan Meeder · Long Papers215 citations
  44. Improving Hypernymy Detection with an Integrated Path-based and Distributional MethodVered Shwartz, Yoav Goldberg, Ido Dagan · Long Papers210 citations · our summary
  45. Query Expansion with Locally-Trained Word EmbeddingsFernando Diaz, Bhaskar Mitra, Nick Craswell · Long Papers201 citations
  46. Inner Attention based Recurrent Neural Networks for Answer SelectionBingning Wang, Kang Liu, Jun Zhao · Long Papers194 citations
  47. Which argument is more convincing? Analyzing and predicting convincingness of Web arguments using bidirectional LSTMIvan Habernal, Iryna Gurevych · Long Papers190 citations · our summary
  48. Automatic Text Scoring Using Neural NetworksDimitrios Alikaniotis, Helen Yannakoudakis, Marek Rei · Long Papers183 citations · our summary
  49. Cross-lingual Models of Word Embeddings: An Empirical ComparisonShyam Upadhyay, Manaal Faruqui, Chris Dyer et al. · Long Papers177 citations · our summary
  50. Tweet2Vec: Character-Based Distributed Representations for Social MediaBhuwan Dhingra, Zhong Zhou, Dylan Fitzpatrick et al. · Short Papers176 citations
  51. Improving Neural Machine Translation Models with Monolingual DataRico Sennrich, Barry Haddow, Alexandra Birch · Long Papers170 citations
  52. Neural Semantic Role Labeling with Dependency Path EmbeddingsMichael Roth, Mirella Lapata · Long Papers170 citations · our summary
  53. Deep Reinforcement Learning with a Natural Language Action SpaceJi He, Jianshu Chen, Xiaodong He et al. · Long Papers164 citations
  54. Neural Word Segmentation Learning for ChineseDeng Cai, Hai Zhao · Long Papers157 citations
  55. Commonsense Knowledge Base CompletionXiang Li, Aynaz Taheri, Lifu Tu et al. · Long Papers155 citations · our summary
  56. Graph-based Dependency Parsing with Bidirectional LSTMWenhui Wang, Baobao Chang · Long Papers153 citations
  57. A Language-Independent Neural Network for Event DetectionXiaocheng Feng, Lifu Huang, Duyu Tang et al. · Short Papers147 citations · our summary
  58. Learning-Based Single-Document Summarization with Compression and Anaphoricity ConstraintsGreg Durrett, Taylor Berg-Kirkpatrick, Dan Klein · Long Papers146 citations · our summary
  59. CFO: Conditional Focused Neural Question Answering with Large-scale Knowledge BasesZihang Dai, Lei Li, Wei Xu · Long Papers141 citations
  60. On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue SystemsPei-Hao Su, Milica Gašić, Nikola Mrkšić et al. · Long Papers140 citations
  61. Investigating LSTMs for Joint Extraction of Opinion Entities and RelationsArzoo Katiyar, Claire Cardie · Long Papers139 citations
  62. Compositional Learning of Embeddings for Relation Paths in Knowledge Base and TextKristina Toutanova, Xi Victoria Lin, Wen-tau Yih et al. · Long Papers138 citations
  63. Discriminative Deep Random Walk for Network ClassificationJuzheng Li, Jun Zhu, Bo Zhang · Long Papers136 citations
  64. Hawkes Processes for Continuous Time Sequence Classification: an Application to Rumour Stance Classification in TwitterMichal Lukasik, P. K. Srijith, Duy Vu et al. · Short Papers136 citations
  65. Take and Took, Gaggle and Goose, Book and Read: Evaluating the Utility of Vector Differences for Lexical Relation LearningEkaterina Vylomova, Laura Rimell, Trevor Cohn et al. · Long Papers136 citations
  66. How well do Computers Solve Math Word Problems? Large-Scale Dataset Construction and EvaluationDanqing Huang, Shuming Shi, Chin-Yew Lin et al. · Long Papers135 citations
  67. Normalising Medical Concepts in Social Media Texts by Learning Semantic RepresentationNut Limsopatham, Nigel Collier · Long Papers133 citations
  68. Liberal Event Extraction and Event Schema InductionLifu Huang, Taylor Cassidy, Xiaocheng Feng et al. · Long Papers132 citations
  69. Learning Language Games through InteractionSida I. Wang, Percy Liang, Christopher D. Manning · Long Papers131 citations
  70. Learning To Use Formulas To Solve Simple Arithmetic ProblemsArindam Mitra, Chitta Baral · Long Papers127 citations · our summary
  71. Which Coreference Evaluation Metric Do You Trust? A Proposal for a Link-based Entity Aware MetricNafise Sadat Moosavi, Michael Strube · Long Papers125 citations · our summary
  72. Is This Post Persuasive? Ranking Argumentative Comments in Online ForumZhongyu Wei, Yang Liu, Yi Li · Short Papers122 citations
  73. WikiReading: A Novel Large-scale Language Understanding Task over WikipediaDaniel Hewlett, Alexandre Lacoste, Llion Jones et al. · Long Papers121 citations
  74. DocChat: An Information Retrieval Approach for Chatbot Engines Using Unstructured DocumentsZhao Yan, Nan Duan, Junwei Bao et al. · Long Papers118 citations
  75. Leveraging FrameNet to Improve Automatic Event DetectionShulin Liu, Yubo Chen, Shizhu He et al. · Long Papers118 citations · our summary
  76. Collective Entity Resolution with Multi-Focal AttentionAmir Globerson, Nevena Lazic, Soumen Chakrabarti et al. · Long Papers116 citations
  77. Strategies for Training Large Vocabulary Neural Language ModelsWenlin Chen, David Grangier, Michael Auli · Long Papers115 citations
  78. Transition-Based Neural Word SegmentationMeishan Zhang, Yue Zhang, Guohong Fu · Long Papers115 citations
  79. Cross-Lingual Sentiment Classification with Bilingual Document Representation LearningXinjie Zhou, Xiaojun Wan, Jianguo Xiao · Long Papers114 citations
  80. Integrating Distributional Lexical Contrast into Word Embeddings for Antonym-Synonym DistinctionKim Anh Nguyen, Sabine Schulte im Walde, Ngoc Thang Vu · Short Papers105 citations
  81. Compositional Sequence Labeling Models for Error Detection in Learner WritingMarek Rei, Helen Yannakoudakis · Long Papers102 citations · our summary
  82. Generative Topic Embedding: a Continuous Representation of DocumentsShaohua Li, Tat-Seng Chua, Jun Zhu et al. · Long Papers102 citations
  83. Learning Word Meta-EmbeddingsWenpeng Yin, Hinrich Schütze · Long Papers100 citations
  84. Identifying Causal Relations Using Parallel Wikipedia ArticlesChristopher Hidey, Kathy McKeown · Long Papers98 citations · our summary
  85. On the Role of Seed Lexicons in Learning Bilingual Word EmbeddingsIvan Vulić, Anna Korhonen · Long Papers98 citations
  86. Cross-Lingual Image Caption GenerationTakashi Miyazaki, Nobuyuki Shimizu · Long Papers97 citations
  87. Neural Networks For Negation Scope DetectionFederico Fancellu, Adam Lopez, Bonnie Webber · Long Papers92 citations
  88. Sentiment Domain Adaptation with Multiple SourcesFangzhao Wu, Yongfeng Huang · Long Papers91 citations
  89. Learning Multiview Embeddings of Twitter UsersAdrian Benton, Raman Arora, Mark Dredze · Short Papers88 citations
  90. Multimodal Pivots for Image Caption TranslationJulian Hitschler, Shigehiko Schamoni, Stefan Riezler · Long Papers88 citations
  91. Semi-Supervised Learning for Neural Machine TranslationYong Cheng, Wei Xu, Zhongjun He et al. · Long Papers87 citations · our summary
  92. Simpler Context-Dependent Logical Forms via Model ProjectionsReginald Long, Panupong Pasupat, Percy Liang · Long Papers85 citations
  93. Implicit Discourse Relation Detection via a Deep Architecture with Gated Relevance NetworkJifan Chen, Qi Zhang, Pengfei Liu et al. · Long Papers83 citations · our summary
  94. Nonparametric Spherical Topic Modeling with Word EmbeddingsKayhan Batmanghelich, Ardavan Saeedi, Karthik Narasimhan et al. · Short Papers83 citations
  95. Sequence-based Structured Prediction for Semantic ParsingChunyang Xiao, Marc Dymetman, Claire Gardent · Long Papers83 citations
  96. Semantic classifications for detection of verb metaphorsBeata Beigman Klebanov, Chee Wee Leong, E. Dario Gutierrez et al. · Short Papers81 citations
  97. Simple PPDB: A Paraphrase Database for SimplificationEllie Pavlick, Chris Callison-Burch · Short Papers80 citations
  98. Connotation Frames: A Data-Driven InvestigationHannah Rashkin, Sameer Singh, Yejin Choi · Long Papers78 citations
  99. Hunting for Troll Comments in News Community ForumsTodor Mihaylov, Preslav Nakov · Short Papers76 citations
  100. Weakly Supervised Part-of-speech Tagging Using Eye-tracking DataMaria Barrett, Joachim Bingel, Frank Keller et al. · Short Papers76 citations

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