---
title: "EMNLP 2015 — all accepted papers — the most cited first"
description: "All 320 papers of EMNLP 2015 · page 1 of 4, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/emnlp/2015/papers/"
---
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# EMNLP 2015: all accepted papers

320 papers · page 1 of 4 · the most cited first · [← EMNLP 2015](https://md.research.elamur.ai/free/en/venues/emnlp/2015/)

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1. **[Effective Approaches to Attention-based Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/luong-2015-effective-approaches-attention-based-neural/)**Thang Luong, Hieu Pham, Christopher D. Manning · 🏆 ACL 2025 Test of Time Award*8,156 citations · our summary*
2. **[A large annotated corpus for learning natural language inference ↗](https://aclanthology.org/D15-1075/)**Samuel R. Bowman, Gabor Angeli, Christopher Potts et al.*3,291 citations*
3. **[A Neural Attention Model for Abstractive Sentence Summarization ↗](https://aclanthology.org/D15-1044/)**Alexander M. Rush, Sumit Chopra, Jason Weston*2,656 citations*
4. **[Document Modeling with Gated Recurrent Neural Network for Sentiment Classification](https://md.research.elamur.ai/free/en/papers/tang-2015-document-modeling-gated-recurrent-neural/)**Duyu Tang, Bing Qin, Ting Liu*1,519 citations · our summary*
5. **[Distant Supervision for Relation Extraction via Piecewise Convolutional Neural Networks ↗](https://aclanthology.org/D15-1203/)**Daojian Zeng, Kang Liu, Yubo Chen et al.*1,149 citations*
6. **[Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems](https://md.research.elamur.ai/free/en/papers/wen-2015-semantically-conditioned-lstm-based-natural/)**Tsung-Hsien Wen, Milica Gašić, Nikola Mrkšić et al.*874 citations · our summary*
7. **[WikiQA: A Challenge Dataset for Open-Domain Question Answering](https://md.research.elamur.ai/free/en/papers/yang-2015-wikiqa-challenge-dataset-open-domain/)**Yi Yang, Wen-tau Yih, Christopher Meek*811 citations · our summary*
8. **[Representing Text for Joint Embedding of Text and Knowledge Bases](https://md.research.elamur.ai/free/en/papers/toutanova-2015-representing-text-joint-embedding-text/)**Kristina Toutanova, Danqi Chen, Patrick Pantel et al.*750 citations · our summary*
9. **[Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths](https://md.research.elamur.ai/free/en/papers/xu-2015-classifying-relations-long-short-term/)**Yan Xu, Lili Mou, Ge Li et al.*653 citations · our summary*
10. **[Modeling Relation Paths for Representation Learning of Knowledge Bases](https://md.research.elamur.ai/free/en/papers/lin-2015-modeling-relation-paths-representation-learning/)**Yankai Lin, Zhiyuan Liu, Huanbo Luan et al.*632 citations · our summary*
11. **[An Improved Non-monotonic Transition System for Dependency Parsing](https://md.research.elamur.ai/free/en/papers/honnibal-2015-improved-non-monotonic-transition-system/)**Matthew Honnibal, Mark Johnson*602 citations · our summary*
12. **[Finding Function in Form: Compositional Character Models for Open Vocabulary Word Representation ↗](https://aclanthology.org/D15-1176/)**Wang Ling, Chris Dyer, Alan W Black et al.*541 citations*
13. **[Evaluation methods for unsupervised word embeddings](https://md.research.elamur.ai/free/en/papers/schnabel-2015-evaluation-methods-unsupervised-word-embeddings/)**Tobias 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 ↗](https://aclanthology.org/D15-1303/)**Soujanya Poria, Erik Cambria, Alexander Gelbukh*533 citations*
15. **[Fine-grained Opinion Mining with Recurrent Neural Networks and Word Embeddings](https://md.research.elamur.ai/free/en/papers/liu-2015-fine-grained-opinion-mining-recurrent/)**Pengfei Liu, Shafiq Joty, Helen Meng*489 citations · our summary*
16. **[Named Entity Recognition for Chinese Social Media with Jointly Trained Embeddings](https://md.research.elamur.ai/free/en/papers/peng-2015-named-entity-recognition-chinese-social/)**Nanyun Peng, Mark Dredze*394 citations · our summary*
17. **[ASTD: Arabic Sentiment Tweets Dataset](https://md.research.elamur.ai/free/en/papers/nabil-2015-astd-arabic-sentiment-tweets-dataset/)**Mahmoud Nabil, Mohamed Aly, Amir Atiya*387 citations · our summary*
18. **[Multi-Perspective Sentence Similarity Modeling with Convolutional Neural Networks](https://md.research.elamur.ai/free/en/papers/he-2015-multi-perspective-sentence-similarity-modeling/)**Hua He, Kevin Gimpel, Jimmy Lin*378 citations · our summary*
19. **[LCSTS: A Large Scale Chinese Short Text Summarization Dataset ↗](https://aclanthology.org/D15-1229/)**Baotian Hu, Qingcai Chen, Fangze Zhu*316 citations*
20. **[Traversing Knowledge Graphs in Vector Space ↗](https://aclanthology.org/D15-1038/)**Kelvin Guu, John Miller, Percy Liang*315 citations*
21. **[That's So Annoying!!!: A Lexical and Frame-Semantic Embedding Based Data Augmentation Approach to Automatic Categorization of Annoying Behaviors using \#petpeeve Tweets](https://md.research.elamur.ai/free/en/papers/wang-2015-that-s-so-annoying-lexical/)**William Yang Wang, Diyi Yang*312 citations · our summary*
22. **[Improved Transition-based Parsing by Modeling Characters instead of Words with LSTMs](https://md.research.elamur.ai/free/en/papers/ballesteros-2015-improved-transition-based-parsing-modeling/)**Miguel Ballesteros, Chris Dyer, Noah A. Smith*285 citations · our summary*
23. **[Language Understanding for Text-based Games using Deep Reinforcement Learning ↗](https://aclanthology.org/D15-1001/)**Karthik Narasimhan, Tejas Kulkarni, Regina Barzilay*285 citations*
24. **[Long Short-Term Memory Neural Networks for Chinese Word Segmentation](https://md.research.elamur.ai/free/en/papers/chen-2015-long-short-term-memory-neural/)**Xinchi Chen, Xipeng Qiu, Chenxi Zhu et al.*274 citations · our summary*
25. **[Semantic Relation Classification via Convolutional Neural Networks with Simple Negative Sampling ↗](https://aclanthology.org/D15-1062/)**Kun Xu, Yansong Feng, Songfang Huang et al.*268 citations*
26. **[Solving General Arithmetic Word Problems](https://md.research.elamur.ai/free/en/papers/roy-2015-solving-general-arithmetic-word-problems/)**Subhro Roy, Dan Roth*267 citations · our summary*
27. **[PhraseRNN: Phrase Recursive Neural Network for Aspect-based Sentiment Analysis ↗](https://aclanthology.org/D15-1298/)**Thien Hai Nguyen, Kiyoaki Shirai*257 citations*
28. **[Joint Entity Recognition and Disambiguation ↗](https://aclanthology.org/D15-1104/)**Gang Luo, Xiaojiang Huang, Chin-Yew Lin et al.*248 citations*
29. **[Sentence Compression by Deletion with LSTMs](https://md.research.elamur.ai/free/en/papers/filippova-2015-sentence-compression-deletion-lstms/)**Katja Filippova, Enrique Alfonseca, Carlos A. Colmenares et al.*241 citations · our summary*
30. **[Neural Networks for Open Domain Targeted Sentiment ↗](https://aclanthology.org/D15-1073/)**Meishan Zhang, Yue Zhang, Duy-Tin Vo*236 citations*
31. **[Do Multi-Sense Embeddings Improve Natural Language Understanding?](https://md.research.elamur.ai/free/en/papers/li-2015-do-multi-sense-embeddings-improve/)**Jiwei Li, Dan Jurafsky*232 citations · our summary*
32. **[Joint Mention Extraction and Classification with Mention Hypergraphs](https://md.research.elamur.ai/free/en/papers/lu-2015-joint-mention-extraction-classification-mention/)**Wei Lu, Dan Roth*229 citations · our summary*
33. **[When Are Tree Structures Necessary for Deep Learning of Representations?](https://md.research.elamur.ai/free/en/papers/li-2015-when-are-tree-structures-necessary/)**Jiwei Li, Thang Luong, Dan Jurafsky et al.*207 citations · our summary*
34. **[Automatically Solving Number Word Problems by Semantic Parsing and Reasoning ↗](https://aclanthology.org/D15-1135/)**Shuming Shi, Yuehui Wang, Chin-Yew Lin et al.*200 citations*
35. **[Show Me Your Evidence - an Automatic Method for Context Dependent Evidence Detection](https://md.research.elamur.ai/free/en/papers/rinott-2015-show-me-your-evidence-automatic/)**Ruty 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 Language](https://md.research.elamur.ai/free/en/papers/he-2015-question-answer-driven-semantic-role/)**Luheng He, Mike Lewis, Luke Zettlemoyer*195 citations · our summary*
37. **[Humor Recognition and Humor Anchor Extraction](https://md.research.elamur.ai/free/en/papers/yang-2015-humor-recognition-humor-anchor-extraction/)**Diyi Yang, Alon Lavie, Chris Dyer et al.*192 citations · our summary*
38. **[Improved Relation Extraction with Feature-Rich Compositional Embedding Models ↗](https://aclanthology.org/D15-1205/)**Matthew R. Gormley, Mo Yu, Mark Dredze*191 citations*
39. **[Multi-Timescale Long Short-Term Memory Neural Network for Modelling Sentences and Documents ↗](https://aclanthology.org/D15-1280/)**Pengfei Liu, Xipeng Qiu, Xinchi Chen et al.*174 citations*
40. **[Better Document-level Sentiment Analysis from RST Discourse Parsing](https://md.research.elamur.ai/free/en/papers/bhatia-2015-better-document-level-sentiment-analysis/)**Parminder Bhatia, Yangfeng Ji, Jacob Eisenstein*167 citations · our summary*
41. **[Efficient and Expressive Knowledge Base Completion Using Subgraph Feature Extraction ↗](https://aclanthology.org/D15-1173/)**Matt Gardner, Tom Mitchell*166 citations*
42. **[Flexible Domain Adaptation for Automated Essay Scoring Using Correlated Linear Regression ↗](https://aclanthology.org/D15-1049/)**Peter Phandi, Kian Ming A. Chai, Hwee Tou Ng*165 citations*
43. **[Aligning Knowledge and Text Embeddings by Entity Descriptions ↗](https://aclanthology.org/D15-1031/)**Huaping Zhong, Jianwen Zhang, Zhen Wang et al.*160 citations*
44. **[Solving Geometry Problems: Combining Text and Diagram Interpretation](https://md.research.elamur.ai/free/en/papers/seo-2015-solving-geometry-problems-combining-text/)**Minjoon Seo, Hannaneh Hajishirzi, Ali Farhadi et al.*154 citations · our summary*
45. **[Evaluation of Word Vector Representations by Subspace Alignment ↗](https://aclanthology.org/D15-1243/)**Yulia Tsvetkov, Manaal Faruqui, Wang Ling et al.*153 citations*
46. **[Hierarchical Recurrent Neural Network for Document Modeling ↗](https://aclanthology.org/D15-1106/)**Rui Lin, Shujie Liu, Muyun Yang et al.*153 citations*
47. **[Better Summarization Evaluation with Word Embeddings for ROUGE](https://md.research.elamur.ai/free/en/papers/ng-2015-better-summarization-evaluation-word-embeddings/)**Jun-Ping Ng, Viktoria Abrecht*146 citations · our summary*
48. **[Re-evaluating Automatic Summarization with BLEU and 192 Shades of ROUGE](https://md.research.elamur.ai/free/en/papers/graham-2015-re-evaluating-automatic-summarization-bleu/)**Yvette Graham*143 citations · our summary*
49. **[Broad-coverage CCG Semantic Parsing with AMR](https://md.research.elamur.ai/free/en/papers/artzi-2015-broad-coverage-ccg-semantic-parsing/)**Yoav Artzi, Kenton Lee, Luke Zettlemoyer*142 citations · our summary*
50. **[Not All Contexts Are Created Equal: Better Word Representations with Variable Attention ↗](https://aclanthology.org/D15-1161/)**Wang Ling, Chu-Cheng Lin, Yulia Tsvetkov et al.*138 citations*
51. **[Joint prediction in MST-style discourse parsing for argumentation mining](https://md.research.elamur.ai/free/en/papers/peldszus-2015-joint-prediction-mst-style-discourse/)**Andreas Peldszus, Manfred Stede*137 citations · our summary*
52. **[Specializing Word Embeddings for Similarity or Relatedness ↗](https://aclanthology.org/D15-1242/)**Douwe Kiela, Felix Hill, Stephen Clark*137 citations*
53. **[Topical Coherence for Graph-based Extractive Summarization ↗](https://aclanthology.org/D15-1226/)**Daraksha Parveen, Hans-Martin Ramsl, Michael Strube*131 citations*
54. **[Joint Lemmatization and Morphological Tagging with Lemming](https://md.research.elamur.ai/free/en/papers/muller-2015-joint-lemmatization-morphological-tagging-lemming/)**Thomas Müller, Ryan Cotterell, Alexander Fraser et al.*130 citations · our summary*
55. **[Measuring Prerequisite Relations Among Concepts ↗](https://aclanthology.org/D15-1193/)**Chen Liang, Zhaohui Wu, Wenyi Huang et al.*125 citations*
56. **[Molding CNNs for text: non-linear, non-consecutive convolutions ↗](https://aclanthology.org/D15-1180/)**Tao Lei, Regina Barzilay, Tommi Jaakkola*121 citations*
57. **[Semantic Role Labeling with Neural Network Factors ↗](https://aclanthology.org/D15-1112/)**Nicholas FitzGerald, Oscar Täckström, Kuzman Ganchev et al.*119 citations*
58. **[GhostWriter: Using an LSTM for Automatic Rap Lyric Generation ↗](https://aclanthology.org/D15-1221/)**Peter Potash, Alexey Romanov, Anna Rumshisky*117 citations*
59. **[Sarcastic or Not: Word Embeddings to Predict the Literal or Sarcastic Meaning of Words](https://md.research.elamur.ai/free/en/papers/ghosh-2015-sarcastic-or-not-word-embeddings/)**Debanjan Ghosh, Weiwei Guo, Smaranda Muresan*116 citations · our summary*
60. **[Shallow Convolutional Neural Network for Implicit Discourse Relation Recognition](https://md.research.elamur.ai/free/en/papers/zhang-2015-shallow-convolutional-neural-network-implicit/)**Biao Zhang, Jinsong Su, Deyi Xiong et al.*112 citations · our summary*
61. **[Learn to Solve Algebra Word Problems Using Quadratic Programming ↗](https://aclanthology.org/D15-1096/)**Lipu Zhou, Shuaixiang Dai, Liwei Chen*101 citations*
62. **[Confounds and Consequences in Geotagged Twitter Data ↗](https://aclanthology.org/D15-1256/)**Umashanthi Pavalanathan, Jacob Eisenstein*100 citations*
63. **[Mise en Place: Unsupervised Interpretation of Instructional Recipes ↗](https://aclanthology.org/D15-1114/)**Chloé Kiddon, Ganesa Thandavam Ponnuraj, Luke Zettlemoyer et al.*96 citations*
64. **[Trans-gram, Fast Cross-lingual Word-embeddings ↗](https://aclanthology.org/D15-1131/)**Jocelyn Coulmance, Jean-Marc Marty, Guillaume Wenzek et al.*96 citations*
65. **[Experiments in Open Domain Deception Detection ↗](https://aclanthology.org/D15-1133/)**Verónica Pérez-Rosas, Rada Mihalcea*95 citations*
66. **[Composing Relationships with Translations ↗](https://aclanthology.org/D15-1034/)**Alberto García-Durán, Antoine Bordes, Nicolas Usunier*94 citations*
67. **[Morphological Analysis for Unsegmented Languages using Recurrent Neural Network Language Model ↗](https://aclanthology.org/D15-1276/)**Hajime Morita, Daisuke Kawahara, Sadao Kurohashi*93 citations*
68. **[Script Induction as Language Modeling ↗](https://aclanthology.org/D15-1195/)**Rachel Rudinger, Pushpendre Rastogi, Francis Ferraro et al.*93 citations*
69. **[Posterior calibration and exploratory analysis for natural language processing models](https://md.research.elamur.ai/free/en/papers/nguyen-2015-posterior-calibration-exploratory-analysis-natural/)**Khanh Nguyen, Brendan O'Connor*92 citations · our summary*
70. **[Component-Enhanced Chinese Character Embeddings ↗](https://aclanthology.org/D15-1098/)**Yanran Li, Wenjie Li, Fei Sun et al.*91 citations*
71. **[Verbal and Nonverbal Clues for Real-life Deception Detection ↗](https://aclanthology.org/D15-1281/)**Verónica Pérez-Rosas, Mohamed Abouelenien, Rada Mihalcea et al.*90 citations*
72. **[Multi- and Cross-Modal Semantics Beyond Vision: Grounding in Auditory Perception ↗](https://aclanthology.org/D15-1293/)**Douwe Kiela, Stephen Clark*89 citations*
73. **[A Model of Zero-Shot Learning of Spoken Language Understanding ↗](https://aclanthology.org/D15-1027/)**Majid Yazdani, James Henderson*87 citations*
74. **[An Analysis of Domestic Abuse Discourse on Reddit ↗](https://aclanthology.org/D15-1309/)**Nicolas Schrading, Cecilia Ovesdotter Alm, Ray Ptucha et al.*86 citations*
75. **[FINET: Context-Aware Fine-Grained Named Entity Typing ↗](https://aclanthology.org/D15-1103/)**Luciano Del Corro, Abdalghani Abujabal, Rainer Gemulla et al.*86 citations*
76. **[Discriminative Neural Sentence Modeling by Tree-Based Convolution ↗](https://aclanthology.org/D15-1279/)**Lili Mou, Hao Peng, Ge Li et al.*85 citations*
77. **[Alignment-Based Compositional Semantics for Instruction Following ↗](https://aclanthology.org/D15-1138/)**Jacob Andreas, Dan Klein*81 citations*
78. **[Summarization Based on Embedding Distributions ↗](https://aclanthology.org/D15-1232/)**Hayato Kobayashi, Masaki Noguchi, Taichi Yatsuka*78 citations*
79. **[Scientific Article Summarization Using Citation-Context and Article's Discourse Structure ↗](https://aclanthology.org/D15-1045/)**Arman Cohan, Nazli Goharian*76 citations*
80. **[On the Role of Discourse Markers for Discriminating Claims and Premises in Argumentative Discourse ↗](https://aclanthology.org/D15-1267/)**Judith Eckle-Kohler, Roland Kluge, Iryna Gurevych*75 citations*
81. **[Exploiting Debate Portals for Semi-Supervised Argumentation Mining in User-Generated Web Discourse ↗](https://aclanthology.org/D15-1255/)**Ivan Habernal, Iryna Gurevych*71 citations*
82. **[Joint Prediction for Entity/Event-Level Sentiment Analysis using Probabilistic Soft Logic Models ↗](https://aclanthology.org/D15-1018/)**Lingjia Deng, Janyce Wiebe*71 citations*
83. **[Distributional vectors encode referential attributes ↗](https://aclanthology.org/D15-1002/)**Abhijeet Gupta, Gemma Boleda, Marco Baroni et al.*70 citations*
84. **[A Survey of Current Datasets for Vision and Language Research ↗](https://aclanthology.org/D15-1021/)**Francis Ferraro, Nasrin Mostafazadeh, Ting-Hao Huang et al.*67 citations*
85. **[Corpus-level Fine-grained Entity Typing Using Contextual Information ↗](https://aclanthology.org/D15-1083/)**Yadollah Yaghoobzadeh, Hinrich Schütze*66 citations*
86. **[Density-Driven Cross-Lingual Transfer of Dependency Parsers ↗](https://aclanthology.org/D15-1039/)**Mohammad Sadegh Rasooli, Michael Collins*65 citations*
87. **[Event Detection and Factuality Assessment with Non-Expert Supervision ↗](https://aclanthology.org/D15-1189/)**Kenton Lee, Yoav Artzi, Yejin Choi et al.*64 citations*
88. **[Parsing English into Abstract Meaning Representation Using Syntax-Based Machine Translation](https://md.research.elamur.ai/free/en/papers/pust-2015-parsing-english-into-abstract-meaning/)**Michael Pust, Ulf Hermjakob, Kevin Knight et al.*63 citations · our summary*
89. **[Phrase-based Compressive Cross-Language Summarization ↗](https://aclanthology.org/D15-1012/)**Jin-ge Yao, Xiaojun Wan, Jianguo Xiao*63 citations*
90. **[A Baseline Temporal Tagger for all Languages ↗](https://aclanthology.org/D15-1063/)**Jannik Strötgen, Michael Gertz*62 citations*
91. **[Comparing Word Representations for Implicit Discourse Relation Classification](https://md.research.elamur.ai/free/en/papers/braud-2015-comparing-word-representations-implicit-discourse/)**Chloé Braud, Pascal Denis*62 citations · our summary*
92. **[Higher-order logical inference with compositional semantics ↗](https://aclanthology.org/D15-1244/)**Koji Mineshima, Pascual Martínez-Gómez, Yusuke Miyao et al.*62 citations*
93. **[Detecting Risks in the Banking System by Sentiment Analysis ↗](https://aclanthology.org/D15-1071/)**Clemens Nopp, Allan Hanbury*61 citations*
94. **[Hierarchical Low-Rank Tensors for Multilingual Transfer Parsing ↗](https://aclanthology.org/D15-1213/)**Yuan Zhang, Regina Barzilay*61 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 ↗](https://aclanthology.org/D15-1088/)**Hardik Vala, David Jurgens, Andrew Piper et al.*61 citations*
96. **[Syntax-Aware Multi-Sense Word Embeddings for Deep Compositional Models of Meaning ↗](https://aclanthology.org/D15-1177/)**Jianpeng Cheng, Dimitri Kartsaklis*61 citations*
97. **[SLSA: A Sentiment Lexicon for Standard Arabic ↗](https://aclanthology.org/D15-1304/)**Ramy Eskander, Owen Rambow*60 citations*
98. **[Arabic Diacritization with Recurrent Neural Networks](https://md.research.elamur.ai/free/en/papers/belinkov-2015-arabic-diacritization-recurrent-neural-networks/)**Yonatan Belinkov, James Glass*59 citations · our summary*
99. **[What's in an Embedding? Analyzing Word Embeddings through Multilingual Evaluation ↗](https://aclanthology.org/D15-1246/)**Arne Köhn*58 citations*
100. **[Classifying Tweet Level Judgements of Rumours in Social Media ↗](https://aclanthology.org/D15-1311/)**Michal Lukasik, Trevor Cohn, Kalina Bontcheva*57 citations*

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