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EMNLP 2018: all accepted papers

584 papers · page 1 of 6 · the most cited first · ← EMNLP 2018

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  1. SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text ProcessingTaku Kudo, John Richardson · System Demonstrations2,869 citations · our summary
  2. HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question AnsweringZhilin Yang, Peng Qi, Saizheng Zhang et al.1,735 citations · our summary
  3. Universal Sentence Encoder for EnglishDaniel Cer, Yinfei Yang, Sheng-yi Kong et al. · System Demonstrations1,277 citations · our summary
  4. Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization ↗Shashi Narayan, Shay B. Cohen, Mirella Lapata1,171 citations
  5. MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling ↗Paweł Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng et al.1,002 citations
  6. Understanding Back-Translation at Scale ↗Sergey Edunov, Myle Ott, Michael Auli et al.993 citations
  7. Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL TaskTao Yu, Rui Zhang, Kai Yang et al.980 citations · our summary
  8. XNLI: Evaluating Cross-lingual Sentence Representations ↗Alexis Conneau, Ruty Rinott, Guillaume Lample et al.915 citations
  9. Graph Convolution over Pruned Dependency Trees Improves Relation ExtractionYuhao Zhang, Peng Qi, Christopher D. Manning847 citations · our summary
  10. Generating Natural Language Adversarial ExamplesMoustafa Alzantot, Yash Sharma, Ahmed Elgohary et al.787 citations · our summary
  11. SWAG: A Large-Scale Adversarial Dataset for Grounded Commonsense Inference ↗Rowan Zellers, Yonatan Bisk, Roy Schwartz et al.690 citations
  12. Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph ConstructionYi Luan, Luheng He, Mari Ostendorf et al.673 citations · our summary
  13. Bottom-Up Abstractive SummarizationSebastian Gehrmann, Yuntian Deng, Alexander Rush667 citations · our summary
  14. QuAC: Question Answering in ContextEunsol Choi, He He, Mohit Iyyer et al.667 citations · our summary
  15. Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering ↗Todor Mihaylov, Peter Clark, Tushar Khot et al.649 citations
  16. Cross-lingual Knowledge Graph Alignment via Graph Convolutional NetworksZhichun Wang, Qingsong Lv, Xiaohan Lan et al.622 citations · our summary
  17. Phrase-Based & Neural Unsupervised Machine Translation ↗Guillaume Lample, Myle Ott, Alexis Conneau et al.615 citations
  18. FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation ↗Xu Han, Hao Zhu, Pengfei Yu et al.613 citations
  19. Learning Sequence Encoders for Temporal Knowledge Graph Completion ↗Alberto García-Durán, Sebastijan Dumančić, Mathias Niepert588 citations
  20. TVQA: Localized, Compositional Video Question AnsweringJie Lei, Licheng Yu, Mohit Bansal et al.527 citations · our summary
  21. Multi-grained Attention Network for Aspect-Level Sentiment ClassificationFeifan Fan, Yansong Feng, Dongyan Zhao520 citations · our summary
  22. HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding ↗Shib Sankar Dasgupta, Swayambhu Nath Ray, Partha Talukdar483 citations
  23. Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text ↗Haitian Sun, Bhuwan Dhingra, Manzil Zaheer et al.466 citations
  24. ICON: Interactive Conversational Memory Network for Multimodal Emotion DetectionDevamanyu Hazarika, Soujanya Poria, Rada Mihalcea et al.452 citations · our summary
  25. Dissecting Contextual Word Embeddings: Architecture and RepresentationMatthew E. Peters, Mark Neumann, Luke Zettlemoyer et al.426 citations · our summary
  26. Linguistically-Informed Self-Attention for Semantic Role LabelingEmma Strubell, Patrick Verga, Daniel Andor et al.406 citations · our summary
  27. Object Hallucination in Image CaptioningAnna Rohrbach, Lisa Anne Hendricks, Kaylee Burns et al.403 citations · our summary
  28. Multi-Hop Knowledge Graph Reasoning with Reward Shaping ↗Xi Victoria Lin, Richard Socher, Caiming Xiong399 citations
  29. Jointly Multiple Events Extraction via Attention-based Graph Information AggregationXiao Liu, Zhunchen Luo, Heyan Huang397 citations · our summary
  30. Investigating Capsule Networks with Dynamic Routing for Text Classification ↗Wei Zhao, Jianbo Ye, Min Yang et al.366 citations
  31. Semi-Supervised Sequence Modeling with Cross-View TrainingKevin Clark, Minh-Thang Luong, Christopher D. Manning et al.366 citations · our summary
  32. Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative RefinementJason Lee, Elman Mansimov, Kyunghyun Cho364 citations · our summary
  33. Learning Gender-Neutral Word EmbeddingsJieyu Zhao, Yichao Zhou, Zeyu Li et al.345 citations · our summary
  34. Legal Judgment Prediction via Topological LearningHaoxi Zhong, Zhipeng Guo, Cunchao Tu et al.344 citations · our summary
  35. Loss in Translation: Learning Bilingual Word Mapping with a Retrieval CriterionArmand Joulin, Piotr Bojanowski, Tomas Mikolov et al.344 citations · our summary
  36. OpenKE: An Open Toolkit for Knowledge Embedding ↗Xu Han, Shulin Cao, Xin Lv et al. · System Demonstrations335 citations
  37. Targeted Syntactic Evaluation of Language Models ↗Rebecca Marvin, Tal Linzen330 citations
  38. Temporally Grounding Natural Sentence in Video ↗Jingyuan Chen, Xinpeng Chen, Lin Ma et al.328 citations
  39. Meta-Learning for Low-Resource Neural Machine TranslationJiatao Gu, Yong Wang, Yun Chen et al.325 citations · our summary
  40. DeClarE: Debunking Fake News and False Claims using Evidence-Aware Deep LearningKashyap Popat, Subhabrata Mukherjee, Andrew Yates et al.315 citations · our summary
  41. Reducing Gender Bias in Abusive Language DetectionJi Ho Park, Jamin Shin, Pascale Fung315 citations · our summary
  42. Unsupervised Statistical Machine TranslationMikel Artetxe, Gorka Labaka, Eneko Agirre315 citations · our summary
  43. CARER: Contextualized Affect Representations for Emotion RecognitionElvis Saravia, Hsien-Chi Toby Liu, Yen-Hao Huang et al.308 citations · our summary
  44. Simple Recurrent Units for Highly Parallelizable Recurrence ↗Tao Lei, Yu Zhang, Sida I. Wang et al.289 citations
  45. Has Machine Translation Achieved Human Parity? A Case for Document-level EvaluationSamuel Läubli, Rico Sennrich, Martin Volk283 citations · our summary
  46. One-Shot Relational Learning for Knowledge Graphs ↗Wenhan Xiong, Mo Yu, Shiyu Chang et al.283 citations
  47. Paragraph-level Neural Question Generation with Maxout Pointer and Gated Self-attention NetworksYao Zhao, Xiaochuan Ni, Yuanyuan Ding et al.281 citations · our summary
  48. Gromov-Wasserstein Alignment of Word Embedding SpacesDavid Alvarez-Melis, Tommi Jaakkola275 citations · our summary
  49. Why Self-Attention? A Targeted Evaluation of Neural Machine Translation Architectures ↗Gongbo Tang, Mathias Müller, Annette Rios et al.273 citations
  50. RESIDE: Improving Distantly-Supervised Neural Relation Extraction using Side Information ↗Shikhar Vashishth, Rishabh Joshi, Sai Suman Prayaga et al.258 citations
  51. Document-Level Neural Machine Translation with Hierarchical Attention NetworksLesly Miculicich, Dhananjay Ram, Nikolaos Pappas et al.256 citations · our summary
  52. Predicting Factuality of Reporting and Bias of News Media SourcesRamy Baly, Georgi Karadzhov, Dimitar Alexandrov et al.254 citations · our summary
  53. Pathologies of Neural Models Make Interpretations Difficult ↗Shi Feng, Eric Wallace, Alvin Grissom II et al.245 citations
  54. Improving the Transformer Translation Model with Document-Level ContextJiacheng Zhang, Huanbo Luan, Maosong Sun et al.240 citations · our summary
  55. Adversarial Removal of Demographic Attributes from Text DataYanai Elazar, Yoav Goldberg237 citations · our summary
  56. Deep Exhaustive Model for Nested Named Entity RecognitionMohammad Golam Sohrab, Makoto Miwa235 citations · our summary
  57. How Much Reading Does Reading Comprehension Require? A Critical Investigation of Popular BenchmarksDivyansh Kaushik, Zachary C. Lipton228 citations · our summary
  58. Learning Named Entity Tagger using Domain-Specific DictionaryJingbo Shang, Liyuan Liu, Xiaotao Gu et al.227 citations · our summary
  59. Training Millions of Personalized Dialogue AgentsPierre-Emmanuel Mazaré, Samuel Humeau, Martin Raison et al.226 citations · our summary
  60. Multimodal Language Analysis with Recurrent Multistage Fusion ↗Paul Pu Liang, Ziyin Liu, AmirAli Bagher Zadeh et al.215 citations
  61. Lessons from Natural Language Inference in the Clinical DomainAlexey Romanov, Chaitanya Shivade212 citations · our summary
  62. Paraphrase Generation with Deep Reinforcement LearningZichao Li, Xin Jiang, Lifeng Shang et al.201 citations · our summary
  63. N-ary Relation Extraction using Graph-State LSTM ↗Linfeng Song, Yue Zhang, Zhiguo Wang et al.200 citations
  64. TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation ↗Pengcheng Yin, Graham Neubig · System Demonstrations200 citations
  65. Chargrid: Towards Understanding 2D Documents ↗Anoop R Katti, Christian Reisswig, Cordula Guder et al.199 citations
  66. SyntaxSQLNet: Syntax Tree Networks for Complex and Cross-Domain Text-to-SQL Task ↗Tao Yu, Michihiro Yasunaga, Kai Yang et al.199 citations
  67. Modeling Localness for Self-Attention NetworksBaosong Yang, Zhaopeng Tu, Derek F. Wong et al.196 citations · our summary
  68. Adversarial Transfer Learning for Chinese Named Entity Recognition with Self-Attention Mechanism ↗Pengfei Cao, Yubo Chen, Kang Liu et al.195 citations
  69. Zero-shot User Intent Detection via Capsule Neural NetworksCongying Xia, Chenwei Zhang, Xiaohui Yan et al.195 citations · our summary
  70. SwitchOut: an Efficient Data Augmentation Algorithm for Neural Machine TranslationXinyi Wang, Hieu Pham, Zihang Dai et al.194 citations · our summary
  71. A Dataset for Document Grounded ConversationsKangyan Zhou, Shrimai Prabhumoye, Alan W Black191 citations · our summary
  72. Multi-Head Attention with Disagreement Regularization ↗Jian Li, Zhaopeng Tu, Baosong Yang et al.190 citations
  73. emrQA: A Large Corpus for Question Answering on Electronic Medical RecordsAnusri Pampari, Preethi Raghavan, Jennifer Liang et al.187 citations · our summary
  74. Contextual Inter-modal Attention for Multi-modal Sentiment Analysis ↗Deepanway Ghosal, Md Shad Akhtar, Dushyant Chauhan et al.185 citations
  75. Rapid Adaptation of Neural Machine Translation to New LanguagesGraham Neubig, Junjie Hu185 citations · our summary
  76. Answer-focused and Position-aware Neural Question GenerationXingwu Sun, Jing Liu, Yajuan Lyu et al.184 citations · our summary
  77. Learning Neural Templates for Text GenerationSam Wiseman, Stuart Shieber, Alexander Rush184 citations · our summary
  78. Parameterized Convolutional Neural Networks for Aspect Level Sentiment Classification ↗Binxuan Huang, Kathleen Carley184 citations
  79. Few-Shot and Zero-Shot Multi-Label Learning for Structured Label SpacesAnthony Rios, Ramakanth Kavuluru181 citations · our summary
  80. MSMO: Multimodal Summarization with Multimodal OutputJunnan Zhu, Haoran Li, Tianshang Liu et al.179 citations · our summary
  81. Semantic Parsing for Task Oriented Dialog using Hierarchical RepresentationsSonal Gupta, Rushin Shah, Mrinal Mohit et al.179 citations · our summary
  82. Summarizing Opinions: Aspect Extraction Meets Sentiment Prediction and They Are Both Weakly SupervisedStefanos Angelidis, Mirella Lapata178 citations · our summary
  83. Deep Bayesian Active Learning for Natural Language Processing: Results of a Large-Scale Empirical Study ↗Aditya Siddhant, Zachary C. Lipton172 citations
  84. A Self-Attentive Model with Gate Mechanism for Spoken Language Understanding ↗Changliang Li, Liang Li, Ji Qi171 citations
  85. Mapping Language to Code in Programmatic Context ↗Srinivasan Iyer, Ioannis Konstas, Alvin Cheung et al.170 citations
  86. Spherical Latent Spaces for Stable Variational Autoencoders ↗Jiacheng Xu, Greg Durrett170 citations
  87. Neural Segmental Hypergraphs for Overlapping Mention Recognition ↗Bailin Wang, Wei Lu169 citations
  88. Unsupervised Multilingual Word Embeddings ↗Xilun Chen, Claire Cardie166 citations
  89. The Importance of Being Recurrent for Modeling Hierarchical Structure ↗Ke Tran, Arianna Bisazza, Christof Monz164 citations
  90. Improving Abstraction in Text Summarization ↗Wojciech Kryściński, Romain Paulus, Caiming Xiong et al.163 citations
  91. Knowledge Base Question Answering via Encoding of Complex Query Graphs ↗Kangqi Luo, Fengli Lin, Xusheng Luo et al.163 citations
  92. Multi-Source Domain Adaptation with Mixture of Experts ↗Jiang Guo, Darsh Shah, Regina Barzilay163 citations
  93. Neural Latent Extractive Document SummarizationXingxing Zhang, Mirella Lapata, Furu Wei et al.163 citations · our summary
  94. BanditSum: Extractive Summarization as a Contextual Bandit ↗Yue Dong, Yikang Shen, Eric Crawford et al.162 citations
  95. Commonsense for Generative Multi-Hop Question Answering TasksLisa Bauer, Yicheng Wang, Mohit Bansal161 citations · our summary
  96. A Study of Reinforcement Learning for Neural Machine TranslationLijun Wu, Fei Tian, Tao Qin et al.157 citations · our summary
  97. Adapting the Neural Encoder-Decoder Framework from Single to Multi-Document Summarization ↗Logan Lebanoff, Kaiqiang Song, Fei Liu157 citations
  98. Towards Exploiting Background Knowledge for Building Conversation SystemsNikita Moghe, Siddhartha Arora, Suman Banerjee et al.157 citations · our summary
  99. Neural Cross-Lingual Named Entity Recognition with Minimal ResourcesJiateng Xie, Zhilin Yang, Graham Neubig et al.156 citations · our summary
  100. Getting Gender Right in Neural Machine TranslationEva Vanmassenhove, Christian Hardmeier, Andy Way153 citations · our summary

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