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Findings of the Association for Computational Linguistics 2020: all accepted papers

447 papers · page 1 of 5 · the most cited first · ← Findings of the Association for Computational Linguistics 2020

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  1. CodeBERT: A Pre-Trained Model for Programming and Natural LanguagesZhangyin Feng, Daya Guo, Duyu Tang et al.2,679 citations · our summary
  2. TinyBERT: Distilling BERT for Natural Language Understanding ↗Xiaoqi Jiao, Yichun Yin, Lifeng Shang et al.1,729 citations
  3. LEGAL-BERT: The Muppets straight out of Law SchoolIlias Chalkidis, Manos Fergadiotis, Prodromos Malakasiotis et al.994 citations · our summary
  4. TweetEval: Unified Benchmark and Comparative Evaluation for Tweet ClassificationFrancesco Barbieri, Jose Camacho-Collados, Luis Espinosa Anke et al.674 citations · our summary
  5. RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language ModelsSamuel Gehman, Suchin Gururangan, Maarten Sap et al.654 citations · our summary
  6. Revisiting Pre-Trained Models for Chinese Natural Language ProcessingYiming Cui, Wanxiang Che, Ting Liu et al.578 citations · our summary
  7. UNIFIEDQA: Crossing Format Boundaries with a Single QA SystemDaniel Khashabi, Sewon Min, Tushar Khot et al.489 citations · our summary
  8. PhoBERT: Pre-trained language models for VietnameseDat Quoc Nguyen, Anh Tuan Nguyen456 citations · our summary
  9. Document Ranking with a Pretrained Sequence-to-Sequence ModelRodrigo Nogueira, Zhiying Jiang, Ronak Pradeep et al.448 citations · our summary
  10. IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian LanguagesDivyanshu Kakwani, Anoop Kunchukuttan, Satish Golla et al.446 citations · our summary
  11. ProphetNet: Predicting Future N-gram for Sequence-to-SequencePre-trainingWeizhen Qi, Yu Yan, Yeyun Gong et al.374 citations · our summary
  12. COSMIC: COmmonSense knowledge for eMotion Identification in Conversations ↗Deepanway Ghosal, Navonil Majumder, Alexander Gelbukh et al.361 citations
  13. Evaluating Models' Local Decision Boundaries via Contrast SetsMatt Gardner, Yoav Artzi, Victoria Basmov et al.256 citations · our summary
  14. RobBERT: a Dutch RoBERTa-based Language ModelPieter Delobelle, Thomas Winters, Bettina Berendt235 citations · our summary
  15. CommonGen: A Constrained Text Generation Challenge for Generative Commonsense Reasoning ↗Bill Yuchen Lin, Wangchunshu Zhou, Ming Shen et al.231 citations
  16. Grid Tagging Scheme for Aspect-oriented Fine-grained Opinion Extraction ↗Zhen Wu, Chengcan Ying, Fei Zhao et al.225 citations
  17. HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual DataWenhu Chen, Hanwen Zha, Zhiyu Chen et al.201 citations · our summary
  18. Participatory Research for Low-resourced Machine Translation: A Case Study in African LanguagesWilhelmina Nekoto, Vukosi Marivate, Tshinondiwa Matsila et al.182 citations · our summary
  19. Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic ParsingXi Victoria Lin, Richard Socher, Caiming Xiong181 citations · our summary
  20. ConveRT: Efficient and Accurate Conversational Representations from TransformersMatthew Henderson, Iñigo Casanueva, Nikola Mrkšić et al.176 citations · our summary
  21. Event Extraction as Multi-turn Question AnsweringFayuan Li, Weihua Peng, Yuguang Chen et al.173 citations · our summary
  22. Byte Pair Encoding is Suboptimal for Language Model PretrainingKaj Bostrom, Greg Durrett172 citations · our summary
  23. Few-shot Natural Language Generation for Task-Oriented DialogBaolin Peng, Chenguang Zhu, Chunyuan Li et al.164 citations · our summary
  24. TLDR: Extreme Summarization of Scientific DocumentsIsabel Cachola, Kyle Lo, Arman Cohan et al.162 citations · our summary
  25. Blockwise Self-Attention for Long Document Understanding ↗Jiezhong Qiu, Hao Ma, Omer Levy et al.161 citations
  26. ConceptBert: Concept-Aware Representation for Visual Question Answering ↗François Gardères, Maryam Ziaeefard, Baptiste Abeloos et al.149 citations
  27. WikiLingua: A New Benchmark Dataset for Cross-Lingual Abstractive SummarizationFaisal Ladhak, Esin Durmus, Claire Cardie et al.149 citations · our summary
  28. Modeling Intra and Inter-modality Incongruity for Multi-Modal Sarcasm DetectionHongliang Pan, Zheng Lin, Peng Fu et al.147 citations · our summary
  29. E-BERT: Efficient-Yet-Effective Entity Embeddings for BERT ↗Nina Poerner, Ulli Waltinger, Hinrich Schütze143 citations
  30. Privacy-Preserving News Recommendation Model Learning ↗Tao Qi, Fangzhao Wu, Chuhan Wu et al.138 citations
  31. ZEN: Pre-training Chinese Text Encoder Enhanced by N-gram Representations ↗Shizhe Diao, Jiaxin Bai, Yan Song et al.137 citations
  32. Enhancing Automated Essay Scoring Performance via Fine-tuning Pre-trained Language Models with Combination of Regression and Ranking ↗Ruosong Yang, Jiannong Cao, Zhiyuan Wen et al.131 citations
  33. A Hierarchical Network for Abstractive Meeting Summarization with Cross-Domain Pretraining ↗Chenguang Zhu, Ruochen Xu, Michael Zeng et al.128 citations
  34. A Multi-task Learning Framework for Opinion Triplet Extraction ↗Chen Zhang, Qiuchi Li, Dawei Song et al.127 citations
  35. AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling ↗Libo Qin, Xiao Xu, Wanxiang Che et al.123 citations
  36. Reducing Sentiment Bias in Language Models via Counterfactual Evaluation ↗Po-Sen Huang, Huan Zhang, Ray Jiang et al.120 citations
  37. Rethinking Self-Attention: Towards Interpretability in Neural Parsing ↗Khalil Mrini, Franck Dernoncourt, Quan Hung Tran et al.118 citations
  38. Edge-Enhanced Graph Convolution Networks for Event Detection with Syntactic Relation ↗Shiyao Cui, Bowen Yu, Tingwen Liu et al.114 citations
  39. Generative Data Augmentation for Commonsense ReasoningYiben Yang, Chaitanya Malaviya, Jared Fernandez et al.108 citations · our summary
  40. Improve Transformer Models with Better Relative Position Embeddings ↗Zhiheng Huang, Davis Liang, Peng Xu et al.106 citations
  41. HoVer: A Dataset for Many-Hop Fact Extraction And Claim VerificationYichen Jiang, Shikha Bordia, Zheng Zhong et al.105 citations · our summary
  42. Exploring Versatile Generative Language Model Via Parameter-Efficient Transfer LearningZhaojiang Lin, Andrea Madotto, Pascale Fung97 citations · our summary
  43. Reducing Quantity Hallucinations in Abstractive SummarizationZheng Zhao, Shay B. Cohen, Bonnie Webber97 citations · our summary
  44. Reevaluating Adversarial Examples in Natural LanguageJohn Morris, Eli Lifland, Jack Lanchantin et al.92 citations · our summary
  45. Evaluating Factuality in Generation with Dependency-level EntailmentTanya Goyal, Greg Durrett89 citations · our summary
  46. BERT-MK: Integrating Graph Contextualized Knowledge into Pre-trained Language Models ↗Bin He, Di Zhou, Jinghui Xiao et al.88 citations
  47. Towards Controllable Biases in Language GenerationEmily Sheng, Kai-Wei Chang, Prem Natarajan et al.88 citations · our summary
  48. Extending Multilingual BERT to Low-Resource Languages ↗Zihan Wang, Karthikeyan K, Stephen Mayhew et al.86 citations
  49. Fixed Encoder Self-Attention Patterns in Transformer-Based Machine Translation ↗Alessandro Raganato, Yves Scherrer, Jörg Tiedemann86 citations
  50. Learning Robust and Multilingual Speech Representations ↗Kazuya Kawakami, Luyu Wang, Chris Dyer et al.86 citations
  51. Understanding tables with intermediate pre-trainingJulian Eisenschlos, Syrine Krichene, Thomas Müller86 citations · our summary
  52. MedICaT: A Dataset of Medical Images, Captions, and Textual References ↗Sanjay Subramanian, Lucy Lu Wang, Ben Bogin et al.82 citations
  53. OCNLI: Original Chinese Natural Language InferenceHai Hu, Kyle Richardson, Liang Xu et al.80 citations · our summary
  54. BERT-QE: Contextualized Query Expansion for Document Re-ranking ↗Zhi Zheng, Kai Hui, Ben He et al.77 citations
  55. Controlled Hallucinations: Learning to Generate Faithfully from Noisy Data ↗Katja Filippova74 citations
  56. Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information ↗Yuyang Nie, Yuanhe Tian, Yan Song et al.74 citations
  57. exBERT: Extending Pre-trained Models with Domain-specific Vocabulary Under Constrained Training Resources ↗Wen Tai, H. T. Kung, Xin Dong et al.74 citations
  58. Dr. Summarize: Global Summarization of Medical Dialogue by Exploiting Local Structures. ↗Anirudh Joshi, Namit Katariya, Xavier Amatriain et al.70 citations
  59. Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering ↗Peifeng Wang, Nanyun Peng, Filip Ilievski et al.67 citations
  60. Enhance Robustness of Sequence Labelling with Masked Adversarial Training ↗Luoxin Chen, Xinyue Liu, Weitong Ruan et al.67 citations
  61. Graph-to-Tree Neural Networks for Learning Structured Input-Output Translation with Applications to Semantic Parsing and Math Word Problem ↗Shucheng Li, Lingfei Wu, Shiwei Feng et al.65 citations
  62. BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QA ↗Nora Kassner, Hinrich Schütze63 citations
  63. FQuAD: French Question Answering Dataset ↗Martin d'Hoffschmidt, Wacim Belblidia, Quentin Heinrich et al.63 citations
  64. Efficient Context and Schema Fusion Networks for Multi-Domain Dialogue State Tracking ↗Su Zhu, Jieyu Li, Lu Chen et al.62 citations
  65. Open Domain Question Answering based on Text Enhanced Knowledge Graph with Hyperedge Infusion ↗Jiale Han, Bo Cheng, Xu Wang62 citations
  66. Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language?Peter Hase, Shiyue Zhang, Harry Xie et al.61 citations · our summary
  67. No Gestures Left Behind: Learning Relationships between Spoken Language and Freeform Gestures ↗Chaitanya Ahuja, Dong Won Lee, Ryo Ishii et al.61 citations
  68. On the Language Neutrality of Pre-trained Multilingual RepresentationsJindřich Libovický, Rudolf Rosa, Alexander Fraser61 citations · our summary
  69. Thinking Like a Skeptic: Defeasible Inference in Natural Language ↗Rachel Rudinger, Vered Shwartz, Jena D. Hwang et al.61 citations
  70. Fully Quantized Transformer for Machine Translation ↗Gabriele Prato, Ella Charlaix, Mehdi Rezagholizadeh59 citations
  71. Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems ↗Andrea Madotto, Samuel Cahyawijaya, Genta Indra Winata et al.59 citations
  72. FELIX: Flexible Text Editing Through Tagging and Insertion ↗Jonathan Mallinson, Aliaksei Severyn, Eric Malmi et al.58 citations
  73. How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers? ↗Shayne Longpre, Yu Wang, Chris DuBois58 citations
  74. KorNLI and KorSTS: New Benchmark Datasets for Korean Natural Language Understanding ↗Jiyeon Ham, Yo Joong Choe, Kyubyong Park et al.58 citations
  75. What's so special about BERT's layers? A closer look at the NLP pipeline in monolingual and multilingual models ↗Wietse de Vries, Andreas van Cranenburgh, Malvina Nissim58 citations
  76. Learning to Generate Clinically Coherent Chest X-Ray Reports ↗Justin Lovelace, Bobak Mortazavi57 citations
  77. Question Answering with Long Multiple-Span Answers ↗Ming Zhu, Aman Ahuja, Da-Cheng Juan et al.57 citations
  78. UNQOVERing Stereotyping Biases via Underspecified QuestionsTao Li, Daniel Khashabi, Tushar Khot et al.57 citations · our summary
  79. Continual Learning for Natural Language Generation in Task-oriented Dialog Systems ↗Fei Mi, Liangwei Chen, Mengjie Zhao et al.56 citations
  80. Identifying Spurious Correlations for Robust Text Classification ↗Zhao Wang, Aron Culotta56 citations
  81. PolicyQA: A Reading Comprehension Dataset for Privacy Policies ↗Wasi Ahmad, Jianfeng Chi, Yuan Tian et al.55 citations
  82. Transition-based Parsing with Stack-Transformers ↗Ramón Fernandez Astudillo, Miguel Ballesteros, Tahira Naseem et al.53 citations
  83. Biomedical Event Extraction with Hierarchical Knowledge Graphs ↗Kung-Hsiang Huang, Mu Yang, Nanyun Peng52 citations
  84. DomBERT: Domain-oriented Language Model for Aspect-based Sentiment Analysis ↗Hu Xu, Bing Liu, Lei Shu et al.51 citations
  85. Empirical Studies of Institutional Federated Learning For Natural Language Processing ↗Xinghua Zhu, Jianzong Wang, Zhenhou Hong et al.51 citations
  86. Logic2Text: High-Fidelity Natural Language Generation from Logical Forms ↗Zhiyu Chen, Wenhu Chen, Hanwen Zha et al.51 citations
  87. Minimize Exposure Bias of Seq2Seq Models in Joint Entity and Relation Extraction ↗Ranran Haoran Zhang, Qianying Liu, Aysa Xuemo Fan et al.51 citations
  88. Natural Language Rationales with Full-Stack Visual Reasoning: From Pixels to Semantic Frames to Commonsense Graphs ↗Ana Marasović, Chandra Bhagavatula, Jae sung Park et al.51 citations
  89. A Pilot Study of Text-to-SQL Semantic Parsing for Vietnamese ↗Anh Tuan Nguyen, Mai Hoang Dao, Dat Quoc Nguyen50 citations
  90. Detecting Stance in Media On Global Warming ↗Yiwei Luo, Dallas Card, Dan Jurafsky50 citations
  91. Differentially Private Representation for NLP: Formal Guarantee and An Empirical Study on Privacy and Fairness ↗Lingjuan Lyu, Xuanli He, Yitong Li49 citations
  92. TED: A Pretrained Unsupervised Summarization Model with Theme Modeling and Denoising ↗Ziyi Yang, Chenguang Zhu, Robert Gmyr et al.49 citations
  93. Improving Aspect-based Sentiment Analysis with Gated Graph Convolutional Networks and Syntax-based Regulation ↗Amir Pouran Ben Veyseh, Nasim Nouri, Franck Dernoncourt et al.48 citations
  94. Improving Compositional Generalization in Semantic Parsing ↗Inbar Oren, Jonathan Herzig, Nitish Gupta et al.48 citations
  95. Pretrain-KGE: Learning Knowledge Representation from Pretrained Language Models ↗Zhiyuan Zhang, Xiaoqian Liu, Yi Zhang et al.47 citations
  96. Learning to Model and Ignore Dataset Bias with Mixed Capacity Ensembles ↗Christopher Clark, Mark Yatskar, Luke Zettlemoyer46 citations
  97. Plug-and-Play Conversational Models ↗Andrea Madotto, Etsuko Ishii, Zhaojiang Lin et al.46 citations
  98. TextHide: Tackling Data Privacy in Language Understanding Tasks ↗Yangsibo Huang, Zhao Song, Danqi Chen et al.46 citations
  99. On the Potential of Lexico-logical Alignments for Semantic Parsing to SQL Queries ↗Tianze Shi, Chen Zhao, Jordan Boyd-Graber et al.45 citations
  100. SimAlign: High Quality Word Alignments Without Parallel Training Data Using Static and Contextualized Embeddings ↗Masoud Jalili Sabet, Philipp Dufter, François Yvon et al.45 citations

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