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EMNLP 2020: all accepted papers

787 papers · page 3 of 8 · the most cited first · ← EMNLP 2020

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  1. Masking as an Efficient Alternative to Finetuning for Pretrained Language Models ↗Mengjie Zhao, Tao Lin, Fei Mi et al.62 citations
  2. Text Graph Transformer for Document Classification ↗Haopeng Zhang, Jiawei Zhang62 citations
  3. Video2Commonsense: Generating Commonsense Descriptions to Enrich Video Captioning ↗Zhiyuan Fang, Tejas Gokhale, Pratyay Banerjee et al.62 citations
  4. Biomedical Event Extraction as Sequence Labeling ↗Alan Ramponi, Rob van der Goot, Rosario Lombardo et al.61 citations
  5. Contrastive Distillation on Intermediate Representations for Language Model Compression ↗Siqi Sun, Zhe Gan, Yuwei Fang et al.61 citations
  6. Entity Enhanced BERT Pre-training for Chinese NER ↗Chen Jia, Yuefeng Shi, Qinrong Yang et al.61 citations
  7. Few-Shot Learning for Opinion Summarization ↗Arthur Bražinskas, Mirella Lapata, Ivan Titov61 citations
  8. Pre-Training Transformers as Energy-Based Cloze Models ↗Kevin Clark, Minh-Thang Luong, Quoc Le et al.61 citations
  9. Fortifying Toxic Speech Detectors Against Veiled Toxicity ↗Xiaochuang Han, Yulia Tsvetkov60 citations
  10. Monolingual Adapters for Zero-Shot Neural Machine TranslationJerin Philip, Alexandre Berard, Matthias Gallé et al.60 citations · our summary
  11. Not Low-Resource Anymore: Aligner Ensembling, Batch Filtering, and New Datasets for Bengali-English Machine Translation ↗Tahmid Hasan, Abhik Bhattacharjee, Kazi Samin et al.60 citations
  12. PALM: Pre-training an Autoencoding&Autoregressive Language Model for Context-conditioned Generation ↗Bin Bi, Chenliang Li, Chen Wu et al.60 citations
  13. PowerTransformer: Unsupervised Controllable Revision for Biased Language Correction ↗Xinyao Ma, Maarten Sap, Hannah Rashkin et al.60 citations
  14. Analyzing Redundancy in Pretrained Transformer Models ↗Fahim Dalvi, Hassan Sajjad, Nadir Durrani et al.59 citations
  15. End-to-End Synthetic Data Generation for Domain Adaptation of Question Answering Systems ↗Siamak Shakeri, Cicero Nogueira dos Santos, Henghui Zhu et al.59 citations
  16. Improving AMR Parsing with Sequence-to-Sequence Pre-training ↗Dongqin Xu, Junhui Li, Muhua Zhu et al.59 citations
  17. Semantically-Aligned Universal Tree-Structured Solver for Math Word Problems ↗Jinghui Qin, Lihui Lin, Xiaodan Liang et al.59 citations
  18. Assessing Phrasal Representation and Composition in Transformers ↗Lang Yu, Allyson Ettinger58 citations
  19. Learning from Task DescriptionsOrion Weller, Nicholas Lourie, Matt Gardner et al.58 citations · our summary
  20. Short Text Topic Modeling with Topic Distribution Quantization and Negative Sampling Decoder ↗Xiaobao Wu, Chunping Li, Yan Zhu et al.58 citations
  21. Sub-Instruction Aware Vision-and-Language Navigation ↗Yicong Hong, Cristian Rodriguez, Qi Wu et al.58 citations
  22. APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task Learning ↗Liying Cheng, Lidong Bing, Qian Yu et al.57 citations
  23. Accurate Word Alignment Induction from Neural Machine Translation ↗Yun Chen, Yang Liu, Guanhua Chen et al.57 citations
  24. CSP:Code-Switching Pre-training for Neural Machine Translation ↗Zhen Yang, Bojie Hu, Ambyera Han et al.57 citations
  25. Detecting Cross-Modal Inconsistency to Defend Against Neural Fake News ↗Reuben Tan, Bryan Plummer, Kate Saenko57 citations
  26. Digital Voicing of Silent Speech ↗David Gaddy, Dan Klein · 🏆 Best Paper57 citations
  27. Dynamic Context Selection for Document-level Neural Machine Translation via Reinforcement Learning ↗Xiaomian Kang, Yang Zhao, Jiajun Zhang et al.57 citations
  28. Multimodal Joint Attribute Prediction and Value Extraction for E-commerce Product ↗Tiangang Zhu, Yue Wang, Haoran Li et al.57 citations
  29. How do Decisions Emerge across Layers in Neural Models? Interpretation with Differentiable Masking ↗Nicola De Cao, Michael Sejr Schlichtkrull, Wilker Aziz et al.56 citations
  30. More Bang for Your Buck: Natural Perturbation for Robust Question Answering ↗Daniel Khashabi, Tushar Khot, Ashish Sabharwal56 citations
  31. Multi-task Learning for Multilingual Neural Machine Translation ↗Yiren Wang, ChengXiang Zhai, Hany Hassan56 citations
  32. Multistage Fusion with Forget Gate for Multimodal Summarization in Open-Domain Videos ↗Nayu Liu, Xian Sun, Hongfeng Yu et al.56 citations
  33. T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted Attack ↗Boxin Wang, Hengzhi Pei, Boyuan Pan et al.56 citations
  34. Augmented Natural Language for Generative Sequence Labeling ↗Ben Athiwaratkun, Cicero Nogueira dos Santos, Jason Krone et al.55 citations
  35. Enhancing Aspect Term Extraction with Soft Prototypes ↗Zhuang Chen, Tieyun Qian55 citations
  36. Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start ↗Wenpeng Yin, Nazneen Fatema Rajani, Dragomir Radev et al.55 citations
  37. Weakly-Supervised Aspect-Based Sentiment Analysis via Joint Aspect-Sentiment Topic Embedding ↗Jiaxin Huang, Yu Meng, Fang Guo et al.55 citations
  38. Analyzing Individual Neurons in Pre-trained Language Models ↗Nadir Durrani, Hassan Sajjad, Fahim Dalvi et al.54 citations
  39. Calibrated Language Model Fine-Tuning for In- and Out-of-Distribution Data ↗Lingkai Kong, Haoming Jiang, Yuchen Zhuang et al.54 citations
  40. Counterfactual Generator: A Weakly-Supervised Method for Named Entity Recognition ↗Xiangji Zeng, Yunliang Li, Yuchen Zhai et al.54 citations
  41. Learning Collaborative Agents with Rule Guidance for Knowledge Graph Reasoning ↗Deren Lei, Gangrong Jiang, Xiaotao Gu et al.54 citations
  42. Mitigating Gender Bias for Neural Dialogue Generation with Adversarial Learning ↗Haochen Liu, Wentao Wang, Yiqi Wang et al.54 citations
  43. Structure Aware Negative Sampling in Knowledge Graphs ↗Kian Ahrabian, Aarash Feizi, Yasmin Salehi et al.54 citations
  44. Template Guided Text Generation for Task-Oriented Dialogue ↗Mihir Kale, Abhinav Rastogi54 citations
  45. Unsupervised Text Style Transfer with Padded Masked Language Models ↗Eric Malmi, Aliaksei Severyn, Sascha Rothe54 citations
  46. CLIRMatrix: A massively large collection of bilingual and multilingual datasets for Cross-Lingual Information Retrieval ↗Shuo Sun, Kevin Duh53 citations
  47. Does my multimodal model learn cross-modal interactions? It's harder to tell than you might think! ↗Jack Hessel, Lillian Lee53 citations
  48. Self-Supervised Knowledge Triplet Learning for Zero-Shot Question Answering ↗Pratyay Banerjee, Chitta Baral53 citations
  49. Knowledge Graph Alignment with Entity-Pair Embedding ↗Zhichun Wang, Jinjian Yang, Xiaoju Ye52 citations
  50. Table Fact Verification with Structure-Aware Transformer ↗Hongzhi Zhang, Yingyao Wang, Sirui Wang et al.52 citations
  51. Emotion-Cause Pair Extraction as Sequence Labeling Based on A Novel Tagging Scheme ↗Chaofa Yuan, Chuang Fan, Jianzhu Bao et al.51 citations
  52. Identifying Elements Essential for BERT's MultilingualityPhilipp Dufter, Hinrich Schütze51 citations · our summary
  53. Intrinsic Evaluation of Summarization Datasets ↗Rishi Bommasani, Claire Cardie51 citations
  54. Semi-supervised New Event Type Induction and Event Detection ↗Lifu Huang, Heng Ji51 citations
  55. Coarse-to-Fine Pre-training for Named Entity Recognition ↗Xue Mengge, Bowen Yu, Zhenyu Zhang et al.50 citations
  56. Look at the First Sentence: Position Bias in Question AnsweringMiyoung Ko, Jinhyuk Lee, Hyunjae Kim et al.50 citations · our summary
  57. Unsupervised Reference-Free Summary Quality Evaluation via Contrastive Learning ↗Hanlu Wu, Tengfei Ma, Lingfei Wu et al.50 citations
  58. Widget Captioning: Generating Natural Language Description for Mobile User Interface Elements ↗Yang Li, Gang Li, Luheng He et al.50 citations
  59. A Probabilistic End-To-End Task-Oriented Dialog Model with Latent Belief States towards Semi-Supervised Learning ↗Yichi Zhang, Zhijian Ou, Min Hu et al.49 citations
  60. AxCell: Automatic Extraction of Results from Machine Learning Papers ↗Marcin Kardas, Piotr Czapla, Pontus Stenetorp et al.49 citations
  61. Dynamic Data Selection and Weighting for Iterative Back-Translation ↗Zi-Yi Dou, Antonios Anastasopoulos, Graham Neubig49 citations
  62. Efficient Meta Lifelong-Learning with Limited Memory ↗Zirui Wang, Sanket Vaibhav Mehta, Barnabas Poczos et al.49 citations
  63. Incomplete Utterance Rewriting as Semantic Segmentation ↗Qian Liu, Bei Chen, Jian-Guang Lou et al.49 citations
  64. Introducing Syntactic Structures into Target Opinion Word Extraction with Deep Learning ↗Amir Pouran Ben Veyseh, Nasim Nouri, Franck Dernoncourt et al.49 citations
  65. Losing Heads in the Lottery: Pruning Transformer Attention in Neural Machine Translation ↗Maximiliana Behnke, Kenneth Heafield49 citations
  66. A Simple Yet Strong Pipeline for HotpotQA ↗Dirk Groeneveld, Tushar Khot, Mausam et al.48 citations
  67. Coupled Hierarchical Transformer for Stance-Aware Rumor Verification in Social Media Conversations ↗Jianfei Yu, Jing Jiang, Ling Min Serena Khoo et al.48 citations
  68. Interpretable Multi-dataset Evaluation for Named Entity Recognition ↗Jinlan Fu, Pengfei Liu, Graham Neubig48 citations
  69. Modularized Transfomer-based Ranking Framework ↗Luyu Gao, Zhuyun Dai, Jamie Callan48 citations
  70. Multi-Instance Multi-Label Learning Networks for Aspect-Category Sentiment Analysis ↗Yuncong Li, Cunxiang Yin, Sheng-hua Zhong et al.48 citations
  71. Multi-document Summarization with Maximal Marginal Relevance-guided Reinforcement Learning ↗Yuning Mao, Yanru Qu, Yiqing Xie et al.48 citations
  72. On the Ability and Limitations of Transformers to Recognize Formal LanguagesSatwik Bhattamishra, Kabir Ahuja, Navin Goyal48 citations · our summary
  73. Question Directed Graph Attention Network for Numerical Reasoning over Text ↗Kunlong Chen, Weidi Xu, Xingyi Cheng et al.48 citations
  74. RussianSuperGLUE: A Russian Language Understanding Evaluation Benchmark ↗Tatiana Shavrina, Alena Fenogenova, Emelyanov Anton et al.48 citations
  75. Friendly Topic Assistant for Transformer Based Abstractive Summarization ↗Zhengjue Wang, Zhibin Duan, Hao Zhang et al.47 citations
  76. Learning Variational Word Masks to Improve the Interpretability of Neural Text Classifiers ↗Hanjie Chen, Yangfeng Ji47 citations
  77. PRover: Proof Generation for Interpretable Reasoning over RulesSwarnadeep Saha, Sayan Ghosh, Shashank Srivastava et al.47 citations · our summary
  78. Train No Evil: Selective Masking for Task-Guided Pre-Training ↗Yuxian Gu, Zhengyan Zhang, Xiaozhi Wang et al.47 citations
  79. Transformer Based Multi-Source Domain Adaptation ↗Dustin Wright, Isabelle Augenstein47 citations
  80. UNION: An Unreferenced Metric for Evaluating Open-ended Story Generation ↗Jian Guan, Minlie Huang47 citations
  81. Will I Sound Like Me? Improving Persona Consistency in Dialogues through Pragmatic Self-ConsciousnessHyunwoo Kim, Byeongchang Kim, Gunhee Kim47 citations · our summary
  82. GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue Systems ↗Shiquan Yang, Rui Zhang, Sarah Erfani46 citations
  83. Improving Neural Topic Models using Knowledge Distillation ↗Alexander Hoyle, Pranav Goel, Philip Resnik46 citations
  84. Investigating African-American Vernacular English in Transformer-Based Text GenerationSophie Groenwold, Lily Ou, Aesha Parekh et al.46 citations · our summary
  85. LAReQA: Language-Agnostic Answer Retrieval from a Multilingual Pool ↗Uma Roy, Noah Constant, Rami Al-Rfou et al.46 citations
  86. Modeling Protagonist Emotions for Emotion-Aware Storytelling ↗Faeze Brahman, Snigdha Chaturvedi46 citations
  87. Neural Deepfake Detection with Factual Structure of Text ↗Wanjun Zhong, Duyu Tang, Zenan Xu et al.46 citations
  88. Program Enhanced Fact Verification with Verbalization and Graph Attention Network ↗Xiaoyu Yang, Feng Nie, Yufei Feng et al.46 citations
  89. ProtoQA: A Question Answering Dataset for Prototypical Common-Sense Reasoning ↗Michael Boratko, Xiang Lorraine Li, Tim O'Gorman et al.46 citations
  90. Unsupervised Discovery of Implicit Gender Bias ↗Anjalie Field, Yulia Tsvetkov46 citations
  91. What is More Likely to Happen Next? Video-and-Language Future Event Prediction ↗Jie Lei, Licheng Yu, Tamara Berg et al.46 citations
  92. Which *BERT? A Survey Organizing Contextualized Encoders ↗Patrick Xia, Shijie Wu, Benjamin Van Durme46 citations
  93. XL-AMR: Enabling Cross-Lingual AMR Parsing with Transfer Learning Techniques ↗Rexhina Blloshmi, Rocco Tripodi, Roberto Navigli46 citations
  94. Generating similes effortlessly like a Pro: A Style Transfer Approach for Simile Generation ↗Tuhin Chakrabarty, Smaranda Muresan, Nanyun Peng45 citations
  95. KERMIT: Complementing Transformer Architectures with Encoders of Explicit Syntactic Interpretations ↗Fabio Massimo Zanzotto, Andrea Santilli, Leonardo Ranaldi et al.45 citations
  96. Multi-modal Multi-label Emotion Detection with Modality and Label Dependence ↗Dong Zhang, Xincheng Ju, Junhui Li et al.45 citations
  97. Blank Language Models ↗Tianxiao Shen, Victor Quach, Regina Barzilay et al.44 citations
  98. DuSQL: A Large-Scale and Pragmatic Chinese Text-to-SQL DatasetLijie Wang, Ao Zhang, Kun Wu et al.44 citations · our summary
  99. Local Additivity Based Data Augmentation for Semi-supervised NER ↗Jiaao Chen, Zhenghui Wang, Ran Tian et al.44 citations
  100. Quantifying Intimacy in Language ↗Jiaxin Pei, David Jurgens44 citations

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