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EMNLP 2015: all accepted papers

320 papers · page 1 of 4 · the most cited first · ← EMNLP 2015

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  1. Effective Approaches to Attention-based Neural Machine TranslationThang Luong, Hieu Pham, Christopher D. Manning · 🏆 ACL 2025 Test of Time Award8,156 citations · our summary
  2. A large annotated corpus for learning natural language inference ↗Samuel R. Bowman, Gabor Angeli, Christopher Potts et al.3,291 citations
  3. A Neural Attention Model for Abstractive Sentence Summarization ↗Alexander M. Rush, Sumit Chopra, Jason Weston2,656 citations
  4. Document Modeling with Gated Recurrent Neural Network for Sentiment ClassificationDuyu Tang, Bing Qin, Ting Liu1,519 citations · our summary
  5. Distant Supervision for Relation Extraction via Piecewise Convolutional Neural Networks ↗Daojian Zeng, Kang Liu, Yubo Chen et al.1,149 citations
  6. Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue SystemsTsung-Hsien Wen, Milica Gašić, Nikola Mrkšić et al.874 citations · our summary
  7. WikiQA: A Challenge Dataset for Open-Domain Question AnsweringYi Yang, Wen-tau Yih, Christopher Meek811 citations · our summary
  8. Representing Text for Joint Embedding of Text and Knowledge BasesKristina Toutanova, Danqi Chen, Patrick Pantel et al.750 citations · our summary
  9. Classifying Relations via Long Short Term Memory Networks along Shortest Dependency PathsYan Xu, Lili Mou, Ge Li et al.653 citations · our summary
  10. Modeling Relation Paths for Representation Learning of Knowledge BasesYankai Lin, Zhiyuan Liu, Huanbo Luan et al.632 citations · our summary
  11. An Improved Non-monotonic Transition System for Dependency ParsingMatthew Honnibal, Mark Johnson602 citations · our summary
  12. Finding Function in Form: Compositional Character Models for Open Vocabulary Word Representation ↗Wang Ling, Chris Dyer, Alan W Black et al.541 citations
  13. Evaluation methods for unsupervised word embeddingsTobias Schnabel, Igor Labutov, David Mimno et al.540 citations · our summary
  14. Deep Convolutional Neural Network Textual Features and Multiple Kernel Learning for Utterance-level Multimodal Sentiment Analysis ↗Soujanya Poria, Erik Cambria, Alexander Gelbukh533 citations
  15. Fine-grained Opinion Mining with Recurrent Neural Networks and Word EmbeddingsPengfei Liu, Shafiq Joty, Helen Meng489 citations · our summary
  16. Named Entity Recognition for Chinese Social Media with Jointly Trained EmbeddingsNanyun Peng, Mark Dredze394 citations · our summary
  17. ASTD: Arabic Sentiment Tweets DatasetMahmoud Nabil, Mohamed Aly, Amir Atiya387 citations · our summary
  18. Multi-Perspective Sentence Similarity Modeling with Convolutional Neural NetworksHua He, Kevin Gimpel, Jimmy Lin378 citations · our summary
  19. LCSTS: A Large Scale Chinese Short Text Summarization Dataset ↗Baotian Hu, Qingcai Chen, Fangze Zhu316 citations
  20. Traversing Knowledge Graphs in Vector Space ↗Kelvin Guu, John Miller, Percy Liang315 citations
  21. That's So Annoying!!!: A Lexical and Frame-Semantic Embedding Based Data Augmentation Approach to Automatic Categorization of Annoying Behaviors using \#petpeeve TweetsWilliam Yang Wang, Diyi Yang312 citations · our summary
  22. Improved Transition-based Parsing by Modeling Characters instead of Words with LSTMsMiguel Ballesteros, Chris Dyer, Noah A. Smith285 citations · our summary
  23. Language Understanding for Text-based Games using Deep Reinforcement Learning ↗Karthik Narasimhan, Tejas Kulkarni, Regina Barzilay285 citations
  24. Long Short-Term Memory Neural Networks for Chinese Word SegmentationXinchi Chen, Xipeng Qiu, Chenxi Zhu et al.274 citations · our summary
  25. Semantic Relation Classification via Convolutional Neural Networks with Simple Negative Sampling ↗Kun Xu, Yansong Feng, Songfang Huang et al.268 citations
  26. Solving General Arithmetic Word ProblemsSubhro Roy, Dan Roth267 citations · our summary
  27. PhraseRNN: Phrase Recursive Neural Network for Aspect-based Sentiment Analysis ↗Thien Hai Nguyen, Kiyoaki Shirai257 citations
  28. Joint Entity Recognition and Disambiguation ↗Gang Luo, Xiaojiang Huang, Chin-Yew Lin et al.248 citations
  29. Sentence Compression by Deletion with LSTMsKatja Filippova, Enrique Alfonseca, Carlos A. Colmenares et al.241 citations · our summary
  30. Neural Networks for Open Domain Targeted Sentiment ↗Meishan Zhang, Yue Zhang, Duy-Tin Vo236 citations
  31. Do Multi-Sense Embeddings Improve Natural Language Understanding?Jiwei Li, Dan Jurafsky232 citations · our summary
  32. Joint Mention Extraction and Classification with Mention HypergraphsWei Lu, Dan Roth229 citations · our summary
  33. When Are Tree Structures Necessary for Deep Learning of Representations?Jiwei Li, Thang Luong, Dan Jurafsky et al.207 citations · our summary
  34. Automatically Solving Number Word Problems by Semantic Parsing and Reasoning ↗Shuming Shi, Yuehui Wang, Chin-Yew Lin et al.200 citations
  35. Show Me Your Evidence - an Automatic Method for Context Dependent Evidence DetectionRuty Rinott, Lena Dankin, Carlos Alzate Perez et al.199 citations · our summary
  36. Question-Answer Driven Semantic Role Labeling: Using Natural Language to Annotate Natural LanguageLuheng He, Mike Lewis, Luke Zettlemoyer195 citations · our summary
  37. Humor Recognition and Humor Anchor ExtractionDiyi Yang, Alon Lavie, Chris Dyer et al.192 citations · our summary
  38. Improved Relation Extraction with Feature-Rich Compositional Embedding Models ↗Matthew R. Gormley, Mo Yu, Mark Dredze191 citations
  39. Multi-Timescale Long Short-Term Memory Neural Network for Modelling Sentences and Documents ↗Pengfei Liu, Xipeng Qiu, Xinchi Chen et al.174 citations
  40. Better Document-level Sentiment Analysis from RST Discourse ParsingParminder Bhatia, Yangfeng Ji, Jacob Eisenstein167 citations · our summary
  41. Efficient and Expressive Knowledge Base Completion Using Subgraph Feature Extraction ↗Matt Gardner, Tom Mitchell166 citations
  42. Flexible Domain Adaptation for Automated Essay Scoring Using Correlated Linear Regression ↗Peter Phandi, Kian Ming A. Chai, Hwee Tou Ng165 citations
  43. Aligning Knowledge and Text Embeddings by Entity Descriptions ↗Huaping Zhong, Jianwen Zhang, Zhen Wang et al.160 citations
  44. Solving Geometry Problems: Combining Text and Diagram InterpretationMinjoon Seo, Hannaneh Hajishirzi, Ali Farhadi et al.154 citations · our summary
  45. Evaluation of Word Vector Representations by Subspace Alignment ↗Yulia Tsvetkov, Manaal Faruqui, Wang Ling et al.153 citations
  46. Hierarchical Recurrent Neural Network for Document Modeling ↗Rui Lin, Shujie Liu, Muyun Yang et al.153 citations
  47. Better Summarization Evaluation with Word Embeddings for ROUGEJun-Ping Ng, Viktoria Abrecht146 citations · our summary
  48. Re-evaluating Automatic Summarization with BLEU and 192 Shades of ROUGEYvette Graham143 citations · our summary
  49. Broad-coverage CCG Semantic Parsing with AMRYoav Artzi, Kenton Lee, Luke Zettlemoyer142 citations · our summary
  50. Not All Contexts Are Created Equal: Better Word Representations with Variable Attention ↗Wang Ling, Chu-Cheng Lin, Yulia Tsvetkov et al.138 citations
  51. Joint prediction in MST-style discourse parsing for argumentation miningAndreas Peldszus, Manfred Stede137 citations · our summary
  52. Specializing Word Embeddings for Similarity or Relatedness ↗Douwe Kiela, Felix Hill, Stephen Clark137 citations
  53. Topical Coherence for Graph-based Extractive Summarization ↗Daraksha Parveen, Hans-Martin Ramsl, Michael Strube131 citations
  54. Joint Lemmatization and Morphological Tagging with LemmingThomas Müller, Ryan Cotterell, Alexander Fraser et al.130 citations · our summary
  55. Measuring Prerequisite Relations Among Concepts ↗Chen Liang, Zhaohui Wu, Wenyi Huang et al.125 citations
  56. Molding CNNs for text: non-linear, non-consecutive convolutions ↗Tao Lei, Regina Barzilay, Tommi Jaakkola121 citations
  57. Semantic Role Labeling with Neural Network Factors ↗Nicholas FitzGerald, Oscar Täckström, Kuzman Ganchev et al.119 citations
  58. GhostWriter: Using an LSTM for Automatic Rap Lyric Generation ↗Peter Potash, Alexey Romanov, Anna Rumshisky117 citations
  59. Sarcastic or Not: Word Embeddings to Predict the Literal or Sarcastic Meaning of WordsDebanjan Ghosh, Weiwei Guo, Smaranda Muresan116 citations · our summary
  60. Shallow Convolutional Neural Network for Implicit Discourse Relation RecognitionBiao Zhang, Jinsong Su, Deyi Xiong et al.112 citations · our summary
  61. Learn to Solve Algebra Word Problems Using Quadratic Programming ↗Lipu Zhou, Shuaixiang Dai, Liwei Chen101 citations
  62. Confounds and Consequences in Geotagged Twitter Data ↗Umashanthi Pavalanathan, Jacob Eisenstein100 citations
  63. Mise en Place: Unsupervised Interpretation of Instructional Recipes ↗Chloé Kiddon, Ganesa Thandavam Ponnuraj, Luke Zettlemoyer et al.96 citations
  64. Trans-gram, Fast Cross-lingual Word-embeddings ↗Jocelyn Coulmance, Jean-Marc Marty, Guillaume Wenzek et al.96 citations
  65. Experiments in Open Domain Deception Detection ↗Verónica Pérez-Rosas, Rada Mihalcea95 citations
  66. Composing Relationships with Translations ↗Alberto García-Durán, Antoine Bordes, Nicolas Usunier94 citations
  67. Morphological Analysis for Unsegmented Languages using Recurrent Neural Network Language Model ↗Hajime Morita, Daisuke Kawahara, Sadao Kurohashi93 citations
  68. Script Induction as Language Modeling ↗Rachel Rudinger, Pushpendre Rastogi, Francis Ferraro et al.93 citations
  69. Posterior calibration and exploratory analysis for natural language processing modelsKhanh Nguyen, Brendan O'Connor92 citations · our summary
  70. Component-Enhanced Chinese Character Embeddings ↗Yanran Li, Wenjie Li, Fei Sun et al.91 citations
  71. Verbal and Nonverbal Clues for Real-life Deception Detection ↗Verónica Pérez-Rosas, Mohamed Abouelenien, Rada Mihalcea et al.90 citations
  72. Multi- and Cross-Modal Semantics Beyond Vision: Grounding in Auditory Perception ↗Douwe Kiela, Stephen Clark89 citations
  73. A Model of Zero-Shot Learning of Spoken Language Understanding ↗Majid Yazdani, James Henderson87 citations
  74. An Analysis of Domestic Abuse Discourse on Reddit ↗Nicolas Schrading, Cecilia Ovesdotter Alm, Ray Ptucha et al.86 citations
  75. FINET: Context-Aware Fine-Grained Named Entity Typing ↗Luciano Del Corro, Abdalghani Abujabal, Rainer Gemulla et al.86 citations
  76. Discriminative Neural Sentence Modeling by Tree-Based Convolution ↗Lili Mou, Hao Peng, Ge Li et al.85 citations
  77. Alignment-Based Compositional Semantics for Instruction Following ↗Jacob Andreas, Dan Klein81 citations
  78. Summarization Based on Embedding Distributions ↗Hayato Kobayashi, Masaki Noguchi, Taichi Yatsuka78 citations
  79. Scientific Article Summarization Using Citation-Context and Article's Discourse Structure ↗Arman Cohan, Nazli Goharian76 citations
  80. On the Role of Discourse Markers for Discriminating Claims and Premises in Argumentative Discourse ↗Judith Eckle-Kohler, Roland Kluge, Iryna Gurevych75 citations
  81. Exploiting Debate Portals for Semi-Supervised Argumentation Mining in User-Generated Web Discourse ↗Ivan Habernal, Iryna Gurevych71 citations
  82. Joint Prediction for Entity/Event-Level Sentiment Analysis using Probabilistic Soft Logic Models ↗Lingjia Deng, Janyce Wiebe71 citations
  83. Distributional vectors encode referential attributes ↗Abhijeet Gupta, Gemma Boleda, Marco Baroni et al.70 citations
  84. A Survey of Current Datasets for Vision and Language Research ↗Francis Ferraro, Nasrin Mostafazadeh, Ting-Hao Huang et al.67 citations
  85. Corpus-level Fine-grained Entity Typing Using Contextual Information ↗Yadollah Yaghoobzadeh, Hinrich Schütze66 citations
  86. Density-Driven Cross-Lingual Transfer of Dependency Parsers ↗Mohammad Sadegh Rasooli, Michael Collins65 citations
  87. Event Detection and Factuality Assessment with Non-Expert Supervision ↗Kenton Lee, Yoav Artzi, Yejin Choi et al.64 citations
  88. Parsing English into Abstract Meaning Representation Using Syntax-Based Machine TranslationMichael Pust, Ulf Hermjakob, Kevin Knight et al.63 citations · our summary
  89. Phrase-based Compressive Cross-Language Summarization ↗Jin-ge Yao, Xiaojun Wan, Jianguo Xiao63 citations
  90. A Baseline Temporal Tagger for all Languages ↗Jannik Strötgen, Michael Gertz62 citations
  91. Comparing Word Representations for Implicit Discourse Relation ClassificationChloé Braud, Pascal Denis62 citations · our summary
  92. Higher-order logical inference with compositional semantics ↗Koji Mineshima, Pascual Martínez-Gómez, Yusuke Miyao et al.62 citations
  93. Detecting Risks in the Banking System by Sentiment Analysis ↗Clemens Nopp, Allan Hanbury61 citations
  94. Hierarchical Low-Rank Tensors for Multilingual Transfer Parsing ↗Yuan Zhang, Regina Barzilay61 citations
  95. Mr. Bennet, his coachman, and the Archbishop walk into a bar but only one of them gets recognized: On The Difficulty of Detecting Characters in Literary Texts ↗Hardik Vala, David Jurgens, Andrew Piper et al.61 citations
  96. Syntax-Aware Multi-Sense Word Embeddings for Deep Compositional Models of Meaning ↗Jianpeng Cheng, Dimitri Kartsaklis61 citations
  97. SLSA: A Sentiment Lexicon for Standard Arabic ↗Ramy Eskander, Owen Rambow60 citations
  98. Arabic Diacritization with Recurrent Neural NetworksYonatan Belinkov, James Glass59 citations · our summary
  99. What's in an Embedding? Analyzing Word Embeddings through Multilingual Evaluation ↗Arne Köhn58 citations
  100. Classifying Tweet Level Judgements of Rumours in Social Media ↗Michal Lukasik, Trevor Cohn, Kalina Bontcheva57 citations

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