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Findings of the Association for Computational Linguistics 2021: all accepted papers

881 papers · page 1 of 9 · the most cited first · ← Findings of the Association for Computational Linguistics 2021

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  1. A Survey of Data Augmentation Approaches for NLPSteven Y. Feng, Varun Gangal, Jason Wei et al.670 citations · our summary
  2. Retrieval Augmentation Reduces Hallucination in ConversationKurt Shuster, Spencer Poff, Moya Chen et al.552 citations
  3. K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersRuize Wang, Duyu Tang, Nan Duan et al.456 citations · our summary
  4. Template-Based Named Entity Recognition Using BARTLeyang Cui, Yu Wu, Jian Liu et al.314 citations · our summary
  5. Multimodal Fusion with Co-Attention Networks for Fake News DetectionYang Wu, Pengwei Zhan, Yunjian Zhang et al.309 citations
  6. MiniLMv2: Multi-Head Self-Attention Relation Distillation for Compressing Pretrained TransformersWenhui Wang, Hangbo Bao, Shaohan Huang et al.257 citations
  7. REBEL: Relation Extraction By End-to-end Language generationPere-Lluís Huguet Cabot, Roberto Navigli242 citations
  8. XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 LanguagesTahmid Hasan, Abhik Bhattacharjee, Md. Saiful Islam et al.224 citations
  9. BertGCN: Transductive Text Classification by Combining GNN and BERTYuxiao Lin, Yuxian Meng, Xiaofei Sun et al.214 citations
  10. GeDi: Generative Discriminator Guided Sequence GenerationBen Krause, Akhilesh Deepak Gotmare, Bryan McCann et al.212 citations · our summary
  11. Want To Reduce Labeling Cost? GPT-3 Can HelpShuohang Wang, Yang Liu, Yichong Xu et al.170 citations · our summary
  12. Contrastive Attention for Automatic Chest X-ray Report GenerationFenglin Liu, Changchang Yin, Xian Wu et al.157 citations
  13. AEDA: An Easier Data Augmentation Technique for Text ClassificationAkbar Karimi, Leonardo Rossi, Andrea Prati154 citations
  14. DialogSum: A Real-Life Scenario Dialogue Summarization DatasetYulong Chen, Yang Liu, Liang Chen et al.150 citations · our summary
  15. GPT3Mix: Leveraging Large-scale Language Models for Text AugmentationKang Min Yoo, Dongju Park, Jaewook Kang et al.149 citations · our summary
  16. Fighting the COVID-19 Infodemic: Modeling the Perspective of Journalists, Fact-Checkers, Social Media Platforms, Policy Makers, and the SocietyFiroj Alam, Shaden Shaar, Fahim Dalvi et al.132 citations
  17. MOMENTA: A Multimodal Framework for Detecting Harmful Memes and Their TargetsShraman Pramanick, Shivam Sharma, Dimitar Dimitrov et al.131 citations · our summary
  18. Retrieval Augmented Code Generation and SummarizationMd Rizwan Parvez, Wasi Ahmad, Saikat Chakraborty et al.128 citations · our summary
  19. MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation ExtractionJingye Li, Kang Xu, Fei Li et al.125 citations
  20. TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding LearningKexin Wang, Nils Reimers, Iryna Gurevych125 citations
  21. Detecting Hallucinated Content in Conditional Neural Sequence GenerationChunting Zhou, Graham Neubig, Jiatao Gu et al.121 citations · our summary
  22. ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural LanguageOyvind Tafjord, Bhavana Dalvi, Peter Clark117 citations · our summary
  23. A Text-Centered Shared-Private Framework via Cross-Modal Prediction for Multimodal Sentiment AnalysisYang Wu, Zijie Lin, Yanyan Zhao et al.114 citations
  24. Detecting Harmful Memes and Their TargetsShraman Pramanick, Dimitar Dimitrov, Rituparna Mukherjee et al.114 citations · our summary
  25. GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical ReasoningJiaqi Chen, Jianheng Tang, Jinghui Qin et al.111 citations · our summary
  26. MusicBERT: Symbolic Music Understanding with Large-Scale Pre-TrainingMingliang Zeng, Xu Tan, Rui Wang et al.107 citations
  27. Progressive Transformer-Based Generation of Radiology ReportsFarhad Nooralahzadeh, Nicolas Perez Gonzalez, Thomas Frauenfelder et al.107 citations
  28. Challenges in Detoxifying Language ModelsJohannes Welbl, Amelia Glaese, Jonathan Uesato et al.102 citations · our summary
  29. RealFormer: Transformer Likes Residual AttentionRuining He, Anirudh Ravula, Bhargav Kanagal et al.100 citations
  30. Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt CollectionsRuiqi Zhong, Kristy Lee, Zheng Zhang et al.99 citations
  31. Provably Secure Generative Linguistic SteganographySiyu Zhang, Zhongliang Yang, Jinshuai Yang et al.98 citations
  32. Multilingual Translation from Denoising Pre-TrainingYuqing Tang, Chau Tran, Xian Li et al.96 citations · our summary
  33. PLATO-2: Towards Building an Open-Domain Chatbot via Curriculum LearningSiqi Bao, Huang He, Fan Wang et al.94 citations · our summary
  34. P-Stance: A Large Dataset for Stance Detection in Political DomainYingjie Li, Tiberiu Sosea, Aditya Sawant et al.91 citations · our summary
  35. VLM: Task-agnostic Video-Language Model Pre-training for Video UnderstandingHu Xu, Gargi Ghosh, Po-Yao Huang et al.91 citations
  36. Towards Improving Adversarial Training of NLP ModelsJin Yong Yoo, Yanjun Qi89 citations
  37. Read, Listen, and See: Leveraging Multimodal Information Helps Chinese Spell CheckingHeng-Da Xu, Zhongli Li, Qingyu Zhou et al.88 citations
  38. JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsPei Ke, Haozhe Ji, Yu Ran et al.87 citations
  39. Enhancing Zero-shot and Few-shot Stance Detection with Commonsense Knowledge GraphRui Liu, Zheng Lin, Yutong Tan et al.86 citations · our summary
  40. Explaining NLP Models via Minimal Contrastive Editing (MiCE)Alexis Ross, Ana Marasović, Matthew Peters86 citations · our summary
  41. Generate & Rank: A Multi-task Framework for Math Word ProblemsJianhao Shen, Yichun Yin, Lin Li et al.83 citations
  42. WhiteningBERT: An Easy Unsupervised Sentence Embedding ApproachJunjie Huang, Duyu Tang, Wanjun Zhong et al.83 citations
  43. Spatial Dependency Parsing for Semi-Structured Document Information ExtractionWonseok Hwang, Jinyeong Yim, Seunghyun Park et al.82 citations
  44. Leveraging Abstract Meaning Representation for Knowledge Base Question AnsweringPavan Kapanipathi, Ibrahim Abdelaziz, Srinivas Ravishankar et al.81 citations
  45. Fully Non-autoregressive Neural Machine Translation: Tricks of the TradeJiatao Gu, Xiang Kong80 citations · our summary
  46. Natural SQL: Making SQL Easier to Infer from Natural Language SpecificationsYujian Gan, Xinyun Chen, Jinxia Xie et al.80 citations
  47. Past, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological KnowledgeJiangnan Li, Zheng Lin, Peng Fu et al.80 citations
  48. Sustainable Modular Debiasing of Language ModelsAnne Lauscher, Tobias Lueken, Goran Glavaš80 citations · our summary
  49. Improving Empathetic Response Generation by Recognizing Emotion Cause in ConversationsJun Gao, Yuhan Liu, Haolin Deng et al.79 citations
  50. Out of Order: How important is the sequential order of words in a sentence in Natural Language Understanding tasks?Thang Pham, Trung Bui, Long Mai et al.79 citations · our summary
  51. CasEE: A Joint Learning Framework with Cascade Decoding for Overlapping Event ExtractionJiawei Sheng, Shu Guo, Bowen Yu et al.78 citations
  52. Better Combine Them Together! Integrating Syntactic Constituency and Dependency Representations for Semantic Role LabelingHao Fei, Shengqiong Wu, Yafeng Ren et al.76 citations
  53. ContractNLI: A Dataset for Document-level Natural Language Inference for ContractsYuta Koreeda, Christopher Manning76 citations · our summary
  54. SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation ExtractionShuang Zeng, Yuting Wu, Baobao Chang76 citations
  55. SOLID: A Large-Scale Semi-Supervised Dataset for Offensive Language IdentificationSara Rosenthal, Pepa Atanasova, Georgi Karadzhov et al.76 citations
  56. GO FIGURE: A Meta Evaluation of Factuality in SummarizationSaadia Gabriel, Asli Celikyilmaz, Rahul Jha et al.74 citations · our summary
  57. TURINGBENCH: A Benchmark Environment for Turing Test in the Age of Neural Text GenerationAdaku Uchendu, Zeyu Ma, Thai Le et al.74 citations · our summary
  58. RevCore: Review-Augmented Conversational RecommendationYu Lu, Junwei Bao, Yan Song et al.73 citations
  59. Neural Media Bias Detection Using Distant Supervision With BABE - Bias Annotations By ExpertsTimo Spinde, Manuel Plank, Jan-David Krieger et al.67 citations
  60. CoMAE: A Multi-factor Hierarchical Framework for Empathetic Response GenerationChujie Zheng, Yong Liu, Wei Chen et al.66 citations
  61. Correcting Chinese Spelling Errors with Phonetic Pre-trainingRuiqing Zhang, Chao Pang, Chuanqiang Zhang et al.66 citations
  62. Evidence-based Fact-Checking of Health-related ClaimsMourad Sarrouti, Asma Ben Abacha, Yassine Mrabet et al.66 citations · our summary
  63. Dynamic and Multi-Channel Graph Convolutional Networks for Aspect-Based Sentiment AnalysisShiguan Pang, Yun Xue, Zehao Yan et al.65 citations
  64. A Plug-and-Play Method for Controlled Text GenerationDamian Pascual, Beni Egressy, Clara Meister et al.64 citations
  65. PsyQA: A Chinese Dataset for Generating Long Counseling Text for Mental Health SupportHao Sun, Zhenru Lin, Chujie Zheng et al.64 citations
  66. Semantic and Syntactic Enhanced Aspect Sentiment Triplet ExtractionZhexue Chen, Hong Huang, Bang Liu et al.64 citations
  67. Weakly Supervised Contrastive Learning for Chest X-Ray Report GenerationAn Yan, Zexue He, Xing Lu et al.64 citations
  68. Code Summarization with Structure-induced TransformerHongqiu Wu, Hai Zhao, Min Zhang63 citations
  69. Plan-then-Generate: Controlled Data-to-Text Generation via PlanningYixuan Su, David Vandyke, Sihui Wang et al.63 citations
  70. Probing Image-Language Transformers for Verb UnderstandingLisa Anne Hendricks, Aida Nematzadeh63 citations
  71. Improving Event Causality Identification via Self-Supervised Representation Learning on External Causal StatementXinyu Zuo, Pengfei Cao, Yubo Chen et al.62 citations
  72. Learning Shared Semantic Space for Speech-to-Text TranslationChi Han, Mingxuan Wang, Heng Ji et al.61 citations
  73. SSMix: Saliency-Based Span Mixup for Text ClassificationSoyoung Yoon, Gyuwan Kim, Kyumin Park61 citations
  74. Meta-Learning Adversarial Domain Adaptation Network for Few-Shot Text ClassificationChengcheng Han, Zeqiu Fan, Dongxiang Zhang et al.59 citations
  75. WikiNEuRal: Combined Neural and Knowledge-based Silver Data Creation for Multilingual NERSimone Tedeschi, Valentino Maiorca, Niccolò Campolungo et al.59 citations
  76. DocNLI: A Large-scale Dataset for Document-level Natural Language InferenceWenpeng Yin, Dragomir Radev, Caiming Xiong58 citations · our summary
  77. Fusing Context Into Knowledge Graph for Commonsense Question AnsweringYichong Xu, Chenguang Zhu, Ruochen Xu et al.56 citations
  78. MAD-G: Multilingual Adapter Generation for Efficient Cross-Lingual TransferAlan Ansell, Edoardo Maria Ponti, Jonas Pfeiffer et al.56 citations · our summary
  79. Semi-supervised Relation Extraction via Incremental Meta Self-TrainingXuming Hu, Chenwei Zhang, Fukun Ma et al.56 citations
  80. TAG: Gradient Attack on Transformer-based Language ModelsJieren Deng, Yijue Wang, Ji Li et al.56 citations
  81. CDLM: Cross-Document Language ModelingAvi Caciularu, Arman Cohan, Iz Beltagy et al.55 citations · our summary
  82. A Discourse-Aware Graph Neural Network for Emotion Recognition in Multi-Party ConversationYang Sun, Nan Yu, Guohong Fu54 citations
  83. Differential Privacy for Text Analytics via Natural Text SanitizationXiang Yue, Minxin Du, Tianhao Wang et al.54 citations
  84. Fusing Label Embedding into BERT: An Efficient Improvement for Text ClassificationYijin Xiong, Yukun Feng, Hao Wu et al.54 citations
  85. Relation Classification with Entity Type RestrictionShengfei Lyu, Huanhuan Chen54 citations
  86. AMBERT: A Pre-trained Language Model with Multi-Grained TokenizationXinsong Zhang, Pengshuai Li, Hang Li53 citations
  87. Dynamic Connected Networks for Chinese Spelling CheckBaoxin Wang, Wanxiang Che, Dayong Wu et al.53 citations
  88. Prompting Contrastive Explanations for Commonsense Reasoning TasksBhargavi Paranjape, Julian Michael, Marjan Ghazvininejad et al.53 citations
  89. SentNoB: A Dataset for Analysing Sentiment on Noisy Bangla TextsKhondoker Ittehadul Islam, Sudipta Kar, Md Saiful Islam et al.53 citations
  90. Hierarchical Task Learning from Language Instructions with Unified Transformers and Self-MonitoringYichi Zhang, Joyce Chai52 citations
  91. Better Robustness by More Coverage: Adversarial and Mixup Data Augmentation for Robust FinetuningChenglei Si, Zhengyan Zhang, Fanchao Qi et al.50 citations
  92. Discriminative Reasoning for Document-level Relation ExtractionWang Xu, Kehai Chen, Tiejun Zhao50 citations
  93. SciCap: Generating Captions for Scientific FiguresTing-Yao Hsu, C Lee Giles, Ting-Hao Huang50 citations
  94. Topic-Aware Contrastive Learning for Abstractive Dialogue SummarizationJunpeng Liu, Yanyan Zou, Hainan Zhang et al.50 citations
  95. Don't Miss the Labels: Label-semantic Augmented Meta-Learner for Few-Shot Text ClassificationQiaoyang Luo, Lingqiao Liu, Yuhao Lin et al.49 citations
  96. OntoEA: Ontology-guided Entity Alignment via Joint Knowledge Graph EmbeddingYuejia Xiang, Ziheng Zhang, Jiaoyan Chen et al.48 citations
  97. Can NLI Models Verify QA Systems' Predictions?Jifan Chen, Eunsol Choi, Greg Durrett47 citations
  98. Temporal Adaptation of BERT and Performance on Downstream Document Classification: Insights from Social MediaPaul Röttger, Janet Pierrehumbert47 citations
  99. An Exploratory Study on Long Dialogue Summarization: What Works and What's NextYusen Zhang, Ansong Ni, Tao Yu et al.46 citations
  100. DialogueTRM: Exploring Multi-Modal Emotional Dynamics in a ConversationYuzhao Mao, Guang Liu, Xiaojie Wang et al.46 citations

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