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EMNLP 2021: all accepted papers

895 papers · page 3 of 9 · the most cited first · ← EMNLP 2021

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  1. Document-Level Text Simplification: Dataset, Criteria and Baseline ↗Renliang Sun, Hanqi Jin, Xiaojun Wan36 citations
  2. English Machine Reading Comprehension Datasets: A SurveyDaria Dzendzik, Jennifer Foster, Carl Vogel36 citations · our summary
  3. Knowledge-Aware Graph-Enhanced GPT-2 for Dialogue State Tracking ↗Weizhe Lin, Bo-Hsiang Tseng, Bill Byrne36 citations
  4. Learning from Noisy Labels for Entity-Centric Information Extraction ↗Wenxuan Zhou, Muhao Chen36 citations
  5. FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models ↗Rakesh Chada, Pradeep Natarajan35 citations
  6. Parallel Refinements for Lexically Constrained Text Generation with BART ↗Xingwei He35 citations
  7. Revisiting Self-training for Few-shot Learning of Language Model ↗Yiming Chen, Yan Zhang, Chen Zhang et al.35 citations
  8. Robust Open-Vocabulary Translation from Visual Text Representations ↗Elizabeth Salesky, David Etter, Matt Post35 citations
  9. Vision-and-Language or Vision-for-Language? On Cross-Modal Influence in Multimodal Transformers ↗Stella Frank, Emanuele Bugliarello, Desmond Elliott35 citations
  10. Broaden the Vision: Geo-Diverse Visual Commonsense Reasoning ↗Da Yin, Liunian Harold Li, Ziniu Hu et al.34 citations
  11. Improving Unsupervised Question Answering via Summarization-Informed Question Generation ↗Chenyang Lyu, Lifeng Shang, Yvette Graham et al.34 citations
  12. MapRE: An Effective Semantic Mapping Approach for Low-resource Relation Extraction ↗Manqing Dong, Chunguang Pan, Zhipeng Luo34 citations
  13. Multi-Modal Open-Domain Dialogue ↗Kurt Shuster, Eric Michael Smith, Da Ju et al.34 citations
  14. Perturbation CheckLists for Evaluating NLG Evaluation Metrics ↗Ananya B. Sai, Tanay Dixit, Dev Yashpal Sheth et al.34 citations
  15. Progressively Guide to Attend: An Iterative Alignment Framework for Temporal Sentence Grounding ↗Daizong Liu, Xiaoye Qu, Pan Zhou34 citations
  16. SpellBERT: A Lightweight Pretrained Model for Chinese Spelling Check ↗Tuo Ji, Hang Yan, Xipeng Qiu34 citations
  17. Consistent Accelerated Inference via Confident Adaptive Transformers ↗Tal Schuster, Adam Fisch, Tommi Jaakkola et al.33 citations
  18. Dimensional Emotion Detection from Categorical Emotion ↗Sungjoon Park, Jiseon Kim, Seonghyeon Ye et al.32 citations
  19. ECONET: Effective Continual Pretraining of Language Models for Event Temporal Reasoning ↗Rujun Han, Xiang Ren, Nanyun Peng32 citations
  20. ESTER: A Machine Reading Comprehension Dataset for Reasoning about Event Semantic Relations ↗Rujun Han, I-Hung Hsu, Jiao Sun et al.32 citations
  21. Lawyers are Dishonest? Quantifying Representational Harms in Commonsense Knowledge Resources ↗Ninareh Mehrabi, Pei Zhou, Fred Morstatter et al.32 citations
  22. Learning Logic Rules for Document-Level Relation Extraction ↗Dongyu Ru, Changzhi Sun, Jiangtao Feng et al.32 citations
  23. RockNER: A Simple Method to Create Adversarial Examples for Evaluating the Robustness of Named Entity Recognition Models ↗Bill Yuchen Lin, Wenyang Gao, Jun Yan et al.32 citations
  24. Zero-Shot Cross-Lingual Transfer of Neural Machine Translation with Multilingual Pretrained Encoders ↗Guanhua Chen, Shuming Ma, Yun Chen et al.32 citations
  25. Highly Parallel Autoregressive Entity Linking with Discriminative Correction ↗Nicola De Cao, Wilker Aziz, Ivan Titov31 citations
  26. OSCaR: Orthogonal Subspace Correction and Rectification of Biases in Word Embeddings ↗Sunipa Dev, Tao Li, Jeff M Phillips et al.31 citations
  27. Simple Conversational Data Augmentation for Semi-supervised Abstractive Dialogue Summarization ↗Jiaao Chen, Diyi Yang31 citations
  28. BiQUE: Biquaternionic Embeddings of Knowledge Graphs ↗Jia Guo, Stanley Kok30 citations
  29. ConvFiT: Conversational Fine-Tuning of Pretrained Language Models ↗Ivan Vulić, Pei-Hao Su, Samuel Coope et al.30 citations
  30. Improving Multimodal fusion via Mutual Dependency Maximisation ↗Pierre Colombo, Emile Chapuis, Matthieu Labeau et al.30 citations
  31. Learning to Rewrite for Non-Autoregressive Neural Machine Translation ↗Xinwei Geng, Xiaocheng Feng, Bing Qin30 citations
  32. Multi-granularity Textual Adversarial Attack with Behavior Cloning ↗Yangyi Chen, Jin Su, Wei Wei30 citations
  33. Relational World Knowledge Representation in Contextual Language Models: A Review ↗Tara Safavi, Danai Koutra30 citations
  34. Controllable Semantic Parsing via Retrieval Augmentation ↗Panupong Pasupat, Yuan Zhang, Kelvin Guu29 citations
  35. ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning ↗Swarnadeep Saha, Prateek Yadav, Lisa Bauer et al.29 citations
  36. Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning ↗Weijiang Yu, Yingpeng Wen, Fudan Zheng et al.29 citations
  37. Improving Zero-Shot Cross-Lingual Transfer Learning via Robust Training ↗Kuan-Hao Huang, Wasi Ahmad, Nanyun Peng et al.29 citations
  38. LightTag: Text Annotation Platform ↗Tal Perry · System Demonstrations29 citations
  39. MindCraft: Theory of Mind Modeling for Situated Dialogue in Collaborative Tasks ↗Cristian-Paul Bara, Sky CH-Wang, Joyce Chai29 citations
  40. Shortcutted Commonsense: Data Spuriousness in Deep Learning of Commonsense Reasoning ↗Ruben Branco, António Branco, João António Rodrigues et al.29 citations
  41. Timeline Summarization based on Event Graph Compression via Time-Aware Optimal Transport ↗Manling Li, Tengfei Ma, Mo Yu et al.29 citations
  42. When Attention Meets Fast Recurrence: Training Language Models with Reduced Compute ↗Tao Lei29 citations
  43. (Mis)alignment Between Stance Expressed in Social Media Data and Public Opinion Surveys ↗Kenneth Joseph, Sarah Shugars, Ryan Gallagher et al.28 citations
  44. Artificial Text Detection via Examining the Topology of Attention Maps ↗Laida Kushnareva, Daniil Cherniavskii, Vladislav Mikhailov et al.28 citations
  45. Asking Questions Like Educational Experts: Automatically Generating Question-Answer Pairs on Real-World Examination Data ↗Fanyi Qu, Xin Jia, Yunfang Wu28 citations
  46. Data and Parameter Scaling Laws for Neural Machine Translation ↗Mitchell A Gordon, Kevin Duh, Jared Kaplan28 citations
  47. DialogueCSE: Dialogue-based Contrastive Learning of Sentence Embeddings ↗Che Liu, Rui Wang, Jinghua Liu et al.28 citations
  48. Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP ↗Trapit Bansal, Karthick Prasad Gunasekaran, Tong Wang et al.28 citations
  49. Effective Sequence-to-Sequence Dialogue State Tracking ↗Jeffrey Zhao, Mahdis Mahdieh, Ye Zhang et al.28 citations
  50. LM-Critic: Language Models for Unsupervised Grammatical Error Correction ↗Michihiro Yasunaga, Jure Leskovec, Percy Liang28 citations
  51. Low Frequency Names Exhibit Bias and Overfitting in Contextualizing Language Models ↗Robert Wolfe, Aylin Caliskan28 citations
  52. Machine Translation Decoding beyond Beam Search ↗Rémi Leblond, Jean-Baptiste Alayrac, Laurent Sifre et al.28 citations
  53. Multilingual Unsupervised Neural Machine Translation with Denoising Adapters ↗Ahmet Üstün, Alexandre Berard, Laurent Besacier et al.28 citations
  54. Abstract, Rationale, Stance: A Joint Model for Scientific Claim Verification ↗Zhiwei Zhang, Jiyi Li, Fumiyo Fukumoto et al.27 citations
  55. Back to Square One: Artifact Detection, Training and Commonsense Disentanglement in the Winograd Schema ↗Yanai Elazar, Hongming Zhang, Yoav Goldberg et al.27 citations
  56. Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT Compression ↗Canwen Xu, Wangchunshu Zhou, Tao Ge et al.27 citations
  57. DILBERT: Customized Pre-Training for Domain Adaptation with Category Shift, with an Application to Aspect Extraction ↗Entony Lekhtman, Yftah Ziser, Roi Reichart27 citations
  58. Data Augmentation with Hierarchical SQL-to-Question Generation for Cross-domain Text-to-SQL Parsing ↗Kun Wu, Lijie Wang, Zhenghua Li et al.27 citations
  59. Enriching and Controlling Global Semantics for Text Summarization ↗Thong Nguyen, Anh Tuan Luu, Truc Lu et al.27 citations
  60. Fine-grained Entity Typing via Label Reasoning ↗Qing Liu, Hongyu Lin, Xinyan Xiao et al.27 citations
  61. Implicit Sentiment Analysis with Event-centered Text Representation ↗Deyu Zhou, Jianan Wang, Linhai Zhang et al.27 citations
  62. Improving Neural Machine Translation by Bidirectional Training ↗Liang Ding, Di Wu, Dacheng Tao27 citations
  63. Incorporating Residual and Normalization Layers into Analysis of Masked Language Models ↗Goro Kobayashi, Tatsuki Kuribayashi, Sho Yokoi et al.27 citations
  64. Iterative GNN-based Decoder for Question Generation ↗Zichu Fei, Qi Zhang, Yaqian Zhou27 citations
  65. Learning Opinion Summarizers by Selecting Informative Reviews ↗Arthur Bražinskas, Mirella Lapata, Ivan Titov27 citations
  66. Lifelong Event Detection with Knowledge Transfer ↗Pengfei Yu, Heng Ji, Prem Natarajan27 citations
  67. Multi-Class Grammatical Error Detection for Correction: A Tale of Two Systems ↗Zheng Yuan, Shiva Taslimipoor, Christopher Davis et al.27 citations
  68. Phrase Retrieval Learns Passage Retrieval, Too ↗Jinhyuk Lee, Alexander Wettig, Danqi Chen27 citations
  69. RICA: Evaluating Robust Inference Capabilities Based on Commonsense Axioms ↗Pei Zhou, Rahul Khanna, Seyeon Lee et al.27 citations
  70. Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing ↗Jiawei Zhou, Tahira Naseem, Ramón Fernandez Astudillo et al.27 citations
  71. Thinking Clearly, Talking Fast: Concept-Guided Non-Autoregressive Generation for Open-Domain Dialogue Systems ↗Yicheng Zou, Zhihua Liu, Xingwu Hu et al.27 citations
  72. A Bag of Tricks for Dialogue Summarization ↗Muhammad Khalifa, Miguel Ballesteros, Kathleen McKeown26 citations
  73. A Relation-Oriented Clustering Method for Open Relation Extraction ↗Jun Zhao, Tao Gui, Qi Zhang et al.26 citations
  74. A Semantic Feature-Wise Transformation Relation Network for Automatic Short Answer Grading ↗Zhaohui Li, Yajur Tomar, Rebecca J. Passonneau26 citations
  75. Automatic Text Evaluation through the Lens of Wasserstein Barycenters ↗Pierre Colombo, Guillaume Staerman, Chloé Clavel et al.26 citations
  76. CSDS: A Fine-Grained Chinese Dataset for Customer Service Dialogue Summarization ↗Haitao Lin, Liqun Ma, Junnan Zhu et al.26 citations
  77. Conditional probing: measuring usable information beyond a baseline ↗John Hewitt, Kawin Ethayarajh, Percy Liang et al.26 citations
  78. Cross Attention Augmented Transducer Networks for Simultaneous Translation ↗Dan Liu, Mengge Du, Xiaoxi Li et al.26 citations
  79. How much pretraining data do language models need to learn syntax? ↗Laura Pérez-Mayos, Miguel Ballesteros, Leo Wanner26 citations
  80. Integrating Deep Event-Level and Script-Level Information for Script Event PredictionLong Bai, Saiping Guan, Jiafeng Guo et al.26 citations · our summary
  81. Large-Scale Relation Learning for Question Answering over Knowledge Bases with Pre-trained Language Models ↗Yuanmeng Yan, Rumei Li, Sirui Wang et al.26 citations
  82. Mathematical Word Problem Generation from Commonsense Knowledge Graph and Equations ↗Tianqiao Liu, Qiang Fang, Wenbiao Ding et al.26 citations
  83. Models and Datasets for Cross-Lingual Summarisation ↗Laura Perez-Beltrachini, Mirella Lapata26 citations
  84. NeuTral Rewriter: A Rule-Based and Neural Approach to Automatic Rewriting into Gender Neutral Alternatives ↗Eva Vanmassenhove, Chris Emmery, Dimitar Shterionov26 citations
  85. Pre-train or Annotate? Domain Adaptation with a Constrained Budget ↗Fan Bai, Alan Ritter, Wei Xu26 citations
  86. When differential privacy meets NLP: The devil is in the detail ↗Ivan Habernal26 citations
  87. BeliefBank: Adding Memory to a Pre-Trained Language Model for a Systematic Notion of Belief ↗Nora Kassner, Oyvind Tafjord, Hinrich Schütze et al.25 citations
  88. ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision ↗Xuan Wang, Vivian Hu, Xiangchen Song et al.25 citations
  89. Enhanced Language Representation with Label Knowledge for Span Extraction ↗Pan Yang, Xin Cong, Zhenyu Sun et al.25 citations
  90. Journalistic Guidelines Aware News Image Captioning ↗Xuewen Yang, Svebor Karaman, Joel Tetreault et al.25 citations
  91. MLEC-QA: A Chinese Multi-Choice Biomedical Question Answering Dataset ↗Jing Li, Shangping Zhong, Kaizhi Chen25 citations
  92. Modeling Document-Level Context for Event Detection via Important Context Selection ↗Amir Pouran Ben Veyseh, Minh Van Nguyen, Nghia Ngo Trung et al.25 citations
  93. A Three-Stage Learning Framework for Low-Resource Knowledge-Grounded Dialogue Generation ↗Shilei Liu, Xiaofeng Zhao, Bochao Li et al.24 citations
  94. ActiveEA: Active Learning for Neural Entity Alignment ↗Bing Liu, Harrisen Scells, Guido Zuccon et al.24 citations
  95. Contrastive Domain Adaptation for Question Answering using Limited Text Corpora ↗Zhenrui Yue, Bernhard Kratzwald, Stefan Feuerriegel24 citations
  96. Corpus-based Open-Domain Event Type Induction ↗Jiaming Shen, Yunyi Zhang, Heng Ji et al.24 citations
  97. Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic Evaluation ↗Clement Rebuffel, Thomas Scialom, Laure Soulier et al.24 citations
  98. Distilling Linguistic Context for Language Model Compression ↗Geondo Park, Gyeongman Kim, Eunho Yang24 citations
  99. Evaluating the Evaluation Metrics for Style Transfer: A Case Study in Multilingual Formality TransferEleftheria Briakou, Sweta Agrawal, Joel Tetreault et al.24 citations · our summary
  100. Finetuning Pretrained Transformers into RNNs ↗Jungo Kasai, Hao Peng, Yizhe Zhang et al.24 citations

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