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NAACL 2021: all accepted papers

560 papers · page 2 of 6 · the most cited first · ← NAACL 2021

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  1. SPLAT: Speech-Language Joint Pre-Training for Spoken Language Understanding ↗Yu-An Chung, Chenguang Zhu, Michael Zeng53 citations
  2. ShadowGNN: Graph Projection Neural Network for Text-to-SQL Parser ↗Zhi Chen, Lu Chen, Yanbin Zhao et al.52 citations
  3. Clustering-based Inference for Biomedical Entity Linking ↗Rico Angell, Nicholas Monath, Sunil Mohan et al.51 citations
  4. Graph Ensemble Learning over Multiple Dependency Trees for Aspect-level Sentiment Classification ↗Xiaochen Hou, Peng Qi, Guangtao Wang et al.51 citations
  5. Noisy-Labeled NER with Confidence Estimation ↗Kun Liu, Yao Fu, Chuanqi Tan et al.51 citations
  6. SPARTA: Efficient Open-Domain Question Answering via Sparse Transformer Matching Retrieval ↗Tiancheng Zhao, Xiaopeng Lu, Kyusong Lee51 citations
  7. FUDGE: Controlled Text Generation With Future DiscriminatorsKevin Yang, Dan Klein50 citations · our summary
  8. Few-shot Intent Classification and Slot Filling with Retrieved Examples ↗Dian Yu, Luheng He, Yuan Zhang et al.50 citations
  9. Scalable and Interpretable Semantic Change Detection ↗Syrielle Montariol, Matej Martinc, Lidia Pivovarova50 citations
  10. Fine-grained Post-training for Improving Retrieval-based Dialogue Systems ↗Janghoon Han, Taesuk Hong, Byoungjae Kim et al.49 citations
  11. How (Non-)Optimal is the Lexicon? ↗Tiago Pimentel, Irene Nikkarinen, Kyle Mahowald et al.49 citations
  12. Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks ↗Zixuan Ke, Hu Xu, Bing Liu48 citations
  13. Aspect-Controlled Neural Argument GenerationBenjamin Schiller, Johannes Daxenberger, Iryna Gurevych48 citations · our summary
  14. Temporal Reasoning on Implicit Events from Distant Supervision ↗Ben Zhou, Kyle Richardson, Qiang Ning et al.48 citations
  15. Text Modular Networks: Learning to Decompose Tasks in the Language of Existing ModelsTushar Khot, Daniel Khashabi, Kyle Richardson et al.48 citations · our summary
  16. When Being Unseen from mBERT is just the Beginning: Handling New Languages With Multilingual Language ModelsBenjamin Muller, Antonios Anastasopoulos, Benoît Sagot et al.48 citations · our summary
  17. DAGN: Discourse-Aware Graph Network for Logical Reasoning ↗Yinya Huang, Meng Fang, Yu Cao et al.47 citations
  18. Suicide Ideation Detection via Social and Temporal User Representations using Hyperbolic Learning ↗Ramit Sawhney, Harshit Joshi, Rajiv Ratn Shah et al.47 citations
  19. TR-BERT: Dynamic Token Reduction for Accelerating BERT Inference ↗Deming Ye, Yankai Lin, Yufei Huang et al.47 citations
  20. Universal Adversarial Attacks with Natural Triggers for Text Classification ↗Liwei Song, Xinwei Yu, Hsuan-Tung Peng et al.47 citations
  21. RESIN: A Dockerized Schema-Guided Cross-document Cross-lingual Cross-media Information Extraction and Event Tracking System ↗Haoyang Wen, Ying Lin, Tuan Lai et al. · Demonstrations45 citations
  22. DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy Minimization ↗Zineng Tang, Jie Lei, Mohit Bansal44 citations
  23. Multilingual Language Models Predict Human Reading Behavior ↗Nora Hollenstein, Federico Pirovano, Ce Zhang et al.44 citations
  24. Understanding by Understanding Not: Modeling Negation in Language ModelsArian Hosseini, Siva Reddy, Dzmitry Bahdanau et al.44 citations · our summary
  25. What's in a Summary? Laying the Groundwork for Advances in Hospital-Course Summarization ↗Griffin Adams, Emily Alsentzer, Mert Ketenci et al.44 citations
  26. Capturing Row and Column Semantics in Transformer Based Question Answering over Tables ↗Michael Glass, Mustafa Canim, Alfio Gliozzo et al.43 citations
  27. MERMAID: Metaphor Generation with Symbolism and Discriminative Decoding ↗Tuhin Chakrabarty, Xurui Zhang, Smaranda Muresan et al.43 citations
  28. Probabilistic Box Embeddings for Uncertain Knowledge Graph Reasoning ↗Xuelu Chen, Michael Boratko, Muhao Chen et al.43 citations
  29. Empirical Evaluation of Pre-trained Transformers for Human-Level NLP: The Role of Sample Size and Dimensionality ↗Adithya V Ganesan, Matthew Matero, Aravind Reddy Ravula et al.42 citations
  30. Modeling Framing in Immigration Discourse on Social MediaJulia Mendelsohn, Ceren Budak, David Jurgens42 citations · our summary
  31. Towards a Comprehensive Understanding and Accurate Evaluation of Societal Biases in Pre-Trained Transformers ↗Andrew Silva, Pradyumna Tambwekar, Matthew Gombolay42 citations
  32. Adaptable and Interpretable Neural MemoryOver Symbolic Knowledge ↗Pat Verga, Haitian Sun, Livio Baldini Soares et al.41 citations
  33. Explicit Alignment Objectives for Multilingual Bidirectional Encoders ↗Junjie Hu, Melvin Johnson, Orhan Firat et al.41 citations
  34. Generative Imagination Elevates Machine Translation ↗Quanyu Long, Mingxuan Wang, Lei Li41 citations
  35. Implicitly Abusive Language – What does it actually look like and why are we not getting there? ↗Michael Wiegand, Josef Ruppenhofer, Elisabeth Eder41 citations
  36. Emotion-Infused Models for Explainable Psychological Stress Detection ↗Elsbeth Turcan, Smaranda Muresan, Kathleen McKeown40 citations
  37. Improving Zero-Shot Cross-lingual Transfer for Multilingual Question Answering over Knowledge Graph ↗Yucheng Zhou, Xiubo Geng, Tao Shen et al.40 citations
  38. Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System ↗Congying Xia, Wenpeng Yin, Yihao Feng et al.40 citations
  39. MUDES: Multilingual Detection of Offensive Spans ↗Tharindu Ranasinghe, Marcos Zampieri · Demonstrations40 citations
  40. Measuring Social Biases in Grounded Vision and Language Embeddings ↗Candace Ross, Boris Katz, Andrei Barbu40 citations
  41. On Transferability of Bias Mitigation Effects in Language Model Fine-Tuning ↗Xisen Jin, Francesco Barbieri, Brendan Kennedy et al.40 citations
  42. SPARTQA: A Textual Question Answering Benchmark for Spatial ReasoningRoshanak Mirzaee, Hossein Rajaby Faghihi, Qiang Ning et al.40 citations · our summary
  43. UDALM: Unsupervised Domain Adaptation through Language Modeling ↗Constantinos Karouzos, Georgios Paraskevopoulos, Alexandros Potamianos40 citations
  44. Understanding Hard Negatives in Noise Contrastive Estimation ↗Wenzheng Zhang, Karl Stratos40 citations
  45. Better Feature Integration for Named Entity Recognition ↗Lu Xu, Zhanming Jie, Wei Lu et al.39 citations
  46. Finding Concept-specific Biases in Form–Meaning Associations ↗Tiago Pimentel, Brian Roark, Søren Wichmann et al.39 citations
  47. Lattice-BERT: Leveraging Multi-Granularity Representations in Chinese Pre-trained Language Models ↗Yuxuan Lai, Yijia Liu, Yansong Feng et al.39 citations
  48. Unsupervised Multi-hop Question Answering by Question Generation ↗Liangming Pan, Wenhu Chen, Wenhan Xiong et al.39 citations
  49. Action-Based Conversations Dataset: A Corpus for Building More In-Depth Task-Oriented Dialogue Systems ↗Derek Chen, Howard Chen, Yi Yang et al.38 citations
  50. Differentiable Open-Ended Commonsense Reasoning ↗Bill Yuchen Lin, Haitian Sun, Bhuwan Dhingra et al.38 citations
  51. WRIME: A New Dataset for Emotional Intensity Estimation with Subjective and Objective Annotations ↗Tomoyuki Kajiwara, Chenhui Chu, Noriko Takemura et al.38 citations
  52. “Nice Try, Kiddo”: Investigating Ad Hominems in Dialogue Responses ↗Emily Sheng, Kai-Wei Chang, Prem Natarajan et al.38 citations
  53. Adding Chit-Chat to Enhance Task-Oriented Dialogues ↗Kai Sun, Seungwhan Moon, Paul Crook et al.37 citations
  54. Align-Refine: Non-Autoregressive Speech Recognition via Iterative Realignment ↗Ethan A. Chi, Julian Salazar, Katrin Kirchhoff37 citations
  55. Evaluating Saliency Methods for Neural Language Models ↗Shuoyang Ding, Philipp Koehn37 citations
  56. Looking Beyond Sentence-Level Natural Language Inference for Question Answering and Text Summarization ↗Anshuman Mishra, Dhruvesh Patel, Aparna Vijayakumar et al.37 citations
  57. AMR Parsing with Action-Pointer Transformer ↗Jiawei Zhou, Tahira Naseem, Ramón Fernandez Astudillo et al.36 citations
  58. Multi-view Subword Regularization ↗Xinyi Wang, Sebastian Ruder, Graham Neubig36 citations
  59. Source and Target Bidirectional Knowledge Distillation for End-to-end Speech Translation ↗Hirofumi Inaguma, Tatsuya Kawahara, Shinji Watanabe36 citations
  60. DA-Transformer: Distance-aware Transformer ↗Chuhan Wu, Fangzhao Wu, Yongfeng Huang35 citations
  61. Discourse Probing of Pretrained Language Models ↗Fajri Koto, Jey Han Lau, Timothy Baldwin35 citations
  62. Focused Attention Improves Document-Grounded Generation ↗Shrimai Prabhumoye, Kazuma Hashimoto, Yingbo Zhou et al.35 citations
  63. Improving Generation and Evaluation of Visual Stories via Semantic Consistency ↗Adyasha Maharana, Darryl Hannan, Mohit Bansal35 citations
  64. Personalized Response Generation via Generative Split Memory Network ↗Yuwei Wu, Xuezhe Ma, Diyi Yang35 citations
  65. RefSum: Refactoring Neural Summarization ↗Yixin Liu, Zi-Yi Dou, Pengfei Liu35 citations
  66. Compositional Generalization for Neural Semantic Parsing via Span-level Supervised Attention ↗Pengcheng Yin, Hao Fang, Graham Neubig et al.34 citations
  67. Extracting a Knowledge Base of Mechanisms from COVID-19 Papers ↗Tom Hope, Aida Amini, David Wadden et al.34 citations
  68. From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding ↗Rob van der Goot, Ibrahim Sharaf, Aizhan Imankulova et al.34 citations
  69. On Attention Redundancy: A Comprehensive Study ↗Yuchen Bian, Jiaji Huang, Xingyu Cai et al.34 citations
  70. Rethinking Network Pruning – under the Pre-train and Fine-tune Paradigm ↗Dongkuan Xu, Ian En-Hsu Yen, Jinxi Zhao et al.34 citations
  71. Rethinking Perturbations in Encoder-Decoders for Fast Training ↗Sho Takase, Shun Kiyono34 citations
  72. Target-Aware Data Augmentation for Stance DetectionYingjie Li, Cornelia Caragea34 citations · our summary
  73. Unsupervised Vision-and-Language Pre-training Without Parallel Images and Captions ↗Liunian Harold Li, Haoxuan You, Zhecan Wang et al.34 citations
  74. Counterfactual Data Augmentation for Neural Machine Translation ↗Qi Liu, Matt Kusner, Phil Blunsom33 citations
  75. ERNIE-Gram: Pre-Training with Explicitly N-Gram Masked Language Modeling for Natural Language Understanding ↗Dongling Xiao, Yu-Kun Li, Han Zhang et al.33 citations
  76. Frustratingly Easy Edit-based Linguistic Steganography with a Masked Language Model ↗Honai Ueoka, Yugo Murawaki, Sadao Kurohashi33 citations
  77. LightSeq: A High Performance Inference Library for Transformers ↗Xiaohui Wang, Ying Xiong, Yang Wei et al. · Industry Papers33 citations
  78. Open Hierarchical Relation Extraction ↗Kai Zhang, Yuan Yao, Ruobing Xie et al.33 citations
  79. Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution ↗Xavier Garcia, Noah Constant, Ankur Parikh et al.33 citations
  80. A Sliding-Window Approach to Automatic Creation of Meeting Minutes ↗Jia Jin Koay, Alexander Roustai, Xiaojin Dai et al. · Student Research Workshop32 citations
  81. COVID-19 Named Entity Recognition for Vietnamese ↗Thinh Hung Truong, Mai Hoang Dao, Dat Quoc Nguyen32 citations
  82. Controlling Dialogue Generation with Semantic Exemplars ↗Prakhar Gupta, Jeffrey Bigham, Yulia Tsvetkov et al.32 citations
  83. NL-EDIT: Correcting Semantic Parse Errors through Natural Language Interaction ↗Ahmed Elgohary, Christopher Meek, Matthew Richardson et al.32 citations
  84. Towards Sentiment and Emotion aided Multi-modal Speech Act Classification in TwitterTulika Saha, Apoorva Upadhyaya, Sriparna Saha et al.32 citations · our summary
  85. Causal Effects of Linguistic Properties ↗Reid Pryzant, Dallas Card, Dan Jurafsky et al.31 citations
  86. D2S: Document-to-Slide Generation Via Query-Based Text Summarization ↗Edward Sun, Yufang Hou, Dakuo Wang et al.31 citations
  87. Domain Adaptation for Arabic Cross-Domain and Cross-Dialect Sentiment Analysis from Contextualized Word Embedding ↗Abdellah El Mekki, Abdelkader El Mahdaouy, Ismail Berrada et al.31 citations
  88. Example-Driven Intent Prediction with Observers ↗Shikib Mehri, Mihail Eric31 citations
  89. Macro-Average: Rare Types Are Important Too ↗Thamme Gowda, Weiqiu You, Constantine Lignos et al.31 citations
  90. PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsing ↗Linh The Nguyen, Dat Quoc Nguyen · Demonstrations31 citations
  91. Searchable Hidden Intermediates for End-to-End Models of Decomposable Sequence Tasks ↗Siddharth Dalmia, Brian Yan, Vikas Raunak et al.31 citations
  92. ConVEx: Data-Efficient and Few-Shot Slot Labeling ↗Matthew Henderson, Ivan Vulić30 citations
  93. Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis ↗Xiao Liu, Da Yin, Yansong Feng et al.30 citations
  94. Incorporating External Knowledge to Enhance Tabular Reasoning ↗J. Neeraja, Vivek Gupta, Vivek Srikumar30 citations
  95. Inductive Topic Variational Graph Auto-Encoder for Text Classification ↗Qianqian Xie, Jimin Huang, Pan Du et al.30 citations
  96. Learning to Synthesize Data for Semantic Parsing ↗Bailin Wang, Wenpeng Yin, Xi Victoria Lin et al.30 citations
  97. Noise Stability Regularization for Improving BERT Fine-tuning ↗Hang Hua, Xingjian Li, Dejing Dou et al.30 citations
  98. Seq2Emo: A Sequence to Multi-Label Emotion Classification Model ↗Chenyang Huang, Amine Trabelsi, Xuebin Qin et al.30 citations
  99. A Global Past-Future Early Exit Method for Accelerating Inference of Pre-trained Language Models ↗Kaiyuan Liao, Yi Zhang, Xuancheng Ren et al.29 citations
  100. An Empirical Study on Neural Keyphrase Generation ↗Rui Meng, Xingdi Yuan, Tong Wang et al.29 citations

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