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Findings of the Association for Computational Linguistics 2022: all accepted papers

1,132 papers · page 1 of 12 · the most cited first · ← Findings of the Association for Computational Linguistics 2022

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  1. ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical ReasoningAhmed Masry, Do Xuan Long, Jia Qing Tan et al.373 citations · our summary
  2. Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text ModelsJianmo Ni, Gustavo Hernandez Abrego, Noah Constant et al.353 citations · our summary
  3. LongT5: Efficient Text-To-Text Transformer for Long SequencesMandy Guo, Joshua Ainslie, David Uthus et al.228 citations · our summary
  4. BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in BanglaAbhik Bhattacharjee, Tahmid Hasan, Wasi Ahmad et al.182 citations · our summary
  5. BBQ: A hand-built bias benchmark for question answeringAlicia Parrish, Angelica Chen, Nikita Nangia et al.177 citations · our summary
  6. Can language models learn from explanations in context?Andrew Lampinen, Ishita Dasgupta, Stephanie Chan et al.140 citations · our summary
  7. Prompt-learning for Fine-grained Entity TypingNing Ding, Yulin Chen, Xu Han et al.133 citations · our summary
  8. Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language ModelsRobert Logan IV, Ivana Balazevic, Eric Wallace et al.128 citations · our summary
  9. Reframing Instructional Prompts to GPTk's LanguageSwaroop Mishra, Daniel Khashabi, Chitta Baral et al.126 citations · our summary
  10. A Survey on Stance Detection for Mis- and Disinformation IdentificationMomchil Hardalov, Arnav Arora, Preslav Nakov et al.125 citations · our summary
  11. Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation ExtractionXiang Chen, Ningyu Zhang, Lei Li et al.125 citations
  12. CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment DetectionZhen Li, Bing Xu, Conghui Zhu et al.120 citations
  13. Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge DistillationQingyu Tan, Ruidan He, Lidong Bing et al.120 citations · our summary
  14. Reinforced Cross-modal Alignment for Radiology Report GenerationHan Qin, Yan Song120 citations
  15. WANLI: Worker and AI Collaboration for Natural Language Inference Dataset CreationAlisa Liu, Swabha Swayamdipta, Noah A. Smith et al.120 citations · our summary
  16. Thinking about GPT-3 In-Context Learning for Biomedical IE? Think AgainBernal Jimenez Gutierrez, Nikolas McNeal, Clayton Washington et al.115 citations · our summary
  17. FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing TasksBill Yuchen Lin, Chaoyang He, Zihang Ze et al.112 citations
  18. EmoCaps: Emotion Capsule based Model for Conversational Emotion RecognitionZaijing Li, Fengxiao Tang, Ming Zhao et al.108 citations
  19. Are Large Pre-Trained Language Models Leaking Your Personal Information?Jie Huang, Hanyin Shao, Kevin Chen-Chuan Chang102 citations
  20. RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet ExtractionYew Ken Chia, Lidong Bing, Soujanya Poria et al.91 citations · our summary
  21. Decomposed Meta-Learning for Few-Shot Named Entity RecognitionTingting Ma, Huiqiang Jiang, Qianhui Wu et al.89 citations
  22. Language Models as Agent ModelsJacob Andreas89 citations · our summary
  23. BOOKSUM: A Collection of Datasets for Long-form Narrative SummarizationWojciech Kryscinski, Nazneen Rajani, Divyansh Agarwal et al.88 citations
  24. Do Pre-trained Models Benefit Knowledge Graph Completion? A Reliable Evaluation and a Reasonable ApproachXin Lv, Yankai Lin, Yixin Cao et al.88 citations
  25. BiSyn-GAT+: Bi-Syntax Aware Graph Attention Network for Aspect-based Sentiment AnalysisShuo Liang, Wei Wei, Xian-Ling Mao et al.87 citations
  26. XFUND: A Benchmark Dataset for Multilingual Visually Rich Form UnderstandingYiheng Xu, Tengchao Lv, Lei Cui et al.86 citations
  27. Impact of Pretraining Term Frequencies on Few-Shot Numerical ReasoningYasaman Razeghi, Robert L Logan IV, Matt Gardner et al.85 citations · our summary
  28. Label Semantics for Few Shot Named Entity RecognitionJie Ma, Miguel Ballesteros, Srikanth Doss et al.85 citations
  29. Text-Only Training for Image Captioning using Noise-Injected CLIPDavid Nukrai, Ron Mokady, Amir Globerson85 citations
  30. THE-X: Privacy-Preserving Transformer Inference with Homomorphic EncryptionTianyu Chen, Hangbo Bao, Shaohan Huang et al.84 citations
  31. Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero TrainingAnthony Meng Huat Tiong, Junnan Li, Boyang Li et al.83 citations
  32. IndicBART: A Pre-trained Model for Indic Natural Language GenerationRaj Dabre, Himani Shrotriya, Anoop Kunchukuttan et al.78 citations · our summary
  33. MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingZhenwen Liang, Jipeng Zhang, Lei Wang et al.76 citations
  34. Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage FusionYiqing Xie, Jiaming Shen, Sha Li et al.75 citations
  35. DeepStruct: Pretraining of Language Models for Structure PredictionChenguang Wang, Xiao Liu, Zui Chen et al.74 citations
  36. UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question AnsweringBarlas Oguz, Xilun Chen, Vladimir Karpukhin et al.74 citations · our summary
  37. Controllable Natural Language Generation with Contrastive PrefixesJing Qian, Li Dong, Yelong Shen et al.72 citations · our summary
  38. Language Models that Seek for Knowledge: Modular Search & Generation for Dialogue and Prompt CompletionKurt Shuster, Mojtaba Komeili, Leonard Adolphs et al.72 citations · our summary
  39. MINER: Multi-Interest Matching Network for News RecommendationJian Li, Jieming Zhu, Qiwei Bi et al.69 citations
  40. Incorporating Dynamic Semantics into Pre-Trained Language Model for Aspect-based Sentiment AnalysisKai Zhang, Kun Zhang, Mengdi Zhang et al.67 citations
  41. Seq2Path: Generating Sentiment Tuples as Paths of a TreeYue Mao, Yi Shen, Jingchao Yang et al.66 citations
  42. ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document UnderstandingQiming Peng, Yinxu Pan, Wenjin Wang et al.65 citations
  43. ClinicalT5: A Generative Language Model for Clinical TextQiuhao Lu, Dejing Dou, Thien Nguyen64 citations
  44. Fine-grained Image Captioning with CLIP RewardJaemin Cho, Seunghyun Yoon, Ajinkya Kale et al.64 citations
  45. Long Time No See! Open-Domain Conversation with Long-Term Persona MemoryXinchao Xu, Zhibin Gou, Wenquan Wu et al.63 citations
  46. S$^2$SQL: Injecting Syntax to Question-Schema Interaction Graph Encoder for Text-to-SQL ParsersBinyuan Hui, Ruiying Geng, Lihan Wang et al.63 citations
  47. Enabling Multimodal Generation on CLIP via Vision-Language Knowledge DistillationWenliang Dai, Lu Hou, Lifeng Shang et al.62 citations
  48. Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity RecognitionZheng Yuan, Chuanqi Tan, Songfang Huang et al.62 citations
  49. Large-Scale Differentially Private BERTRohan Anil, Badih Ghazi, Vineet Gupta et al.61 citations
  50. Great Power, Great Responsibility: Recommendations for Reducing Energy for Training Language ModelsJoseph McDonald, Baolin Li, Nathan Frey et al.60 citations
  51. Improving the Factual Correctness of Radiology Report Generation with Semantic RewardsJean-Benoit Delbrouck, Pierre Chambon, Christian Bluethgen et al.60 citations
  52. LEVEN: A Large-Scale Chinese Legal Event Detection DatasetFeng Yao, Chaojun Xiao, Xiaozhi Wang et al.58 citations
  53. Revisiting Transformer-based Models for Long Document ClassificationXiang Dai, Ilias Chalkidis, Sune Darkner et al.57 citations
  54. Revisiting Uncertainty-based Query Strategies for Active Learning with TransformersChristopher Schröder, Andreas Niekler, Martin Potthast57 citations
  55. Detect Rumors in Microblog Posts for Low-Resource Domains via Adversarial Contrastive LearningHongzhan Lin, Jing Ma, Liangliang Chen et al.56 citations
  56. In-Context Learning for Few-Shot Dialogue State TrackingYushi Hu, Chia-Hsuan Lee, Tianbao Xie et al.56 citations · our summary
  57. Transformer Language Models without Positional Encodings Still Learn Positional InformationAdi Haviv, Ori Ram, Ofir Press et al.56 citations
  58. Few-Shot Self-Rationalization with Natural Language PromptsAna Marasovic, Iz Beltagy, Doug Downey et al.55 citations · our summary
  59. Learning Rich Representation of Keyphrases from TextMayank Kulkarni, Debanjan Mahata, Ravneet Arora et al.55 citations
  60. MultiVerS: Improving scientific claim verification with weak supervision and full-document contextDavid Wadden, Kyle Lo, Lucy Lu Wang et al.55 citations
  61. Dict-BERT: Enhancing Language Model Pre-training with DictionaryWenhao Yu, Chenguang Zhu, Yuwei Fang et al.54 citations
  62. MDERank: A Masked Document Embedding Rank Approach for Unsupervised Keyphrase ExtractionLinhan Zhang, Qian Chen, Wen Wang et al.54 citations
  63. Delving Deep into Regularity: A Simple but Effective Method for Chinese Named Entity RecognitionYingjie Gu, Xiaoye Qu, Zhefeng Wang et al.53 citations
  64. Query and Extract: Refining Event Extraction as Type-oriented Binary DecodingSijia Wang, Mo Yu, Shiyu Chang et al.53 citations
  65. Seeking Patterns, Not just Memorizing Procedures: Contrastive Learning for Solving Math Word ProblemsZhongli Li, Wenxuan Zhang, Chao Yan et al.52 citations
  66. POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance DetectionYujian Liu, Xinliang Frederick Zhang, David Wegsman et al.51 citations · our summary
  67. Logical Fallacy DetectionZhijing Jin, Abhinav Lalwani, Tejas Vaidhya et al.50 citations · our summary
  68. On the Safety of Conversational Models: Taxonomy, Dataset, and BenchmarkHao Sun, Guangxuan Xu, Jiawen Deng et al.49 citations · our summary
  69. HiSMatch: Historical Structure Matching based Temporal Knowledge Graph ReasoningZixuan Li, Zhongni Hou, Saiping Guan et al.48 citations
  70. Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of TextSiyuan Wang, Wanjun Zhong, Duyu Tang et al.48 citations
  71. MoEfication: Transformer Feed-forward Layers are Mixtures of ExpertsZhengyan Zhang, Yankai Lin, Zhiyuan Liu et al.48 citations · our summary
  72. Bitext Mining Using Distilled Sentence Representations for Low-Resource LanguagesKevin Heffernan, Onur Çelebi, Holger Schwenk47 citations · our summary
  73. HiStruct+: Improving Extractive Text Summarization with Hierarchical Structure InformationQian Ruan, Malte Ostendorff, Georg Rehm47 citations
  74. Named Entity and Relation Extraction with Multi-Modal RetrievalXinyu Wang, Jiong Cai, Yong Jiang et al.47 citations
  75. Compilable Neural Code Generation with Compiler FeedbackXin Wang, Yasheng Wang, Yao Wan et al.46 citations
  76. MAGMA – Multimodal Augmentation of Generative Models through Adapter-based FinetuningConstantin Eichenberg, Sidney Black, Samuel Weinbach et al.46 citations
  77. Entropy-based Attention Regularization Frees Unintended Bias Mitigation from ListsGiuseppe Attanasio, Debora Nozza, Dirk Hovy et al.45 citations
  78. Exploring the Universal Vulnerability of Prompt-based Learning ParadigmLei Xu, Yangyi Chen, Ganqu Cui et al.45 citations
  79. TaCL: Improving BERT Pre-training with Token-aware Contrastive LearningYixuan Su, Fangyu Liu, Zaiqiao Meng et al.45 citations
  80. xGQA: Cross-Lingual Visual Question AnsweringJonas Pfeiffer, Gregor Geigle, Aishwarya Kamath et al.45 citations
  81. On Measures of Biases and Harms in NLPSunipa Dev, Emily Sheng, Jieyu Zhao et al.43 citations
  82. Rethinking Document-level Neural Machine TranslationZewei Sun, Mingxuan Wang, Hao Zhou et al.43 citations · our summary
  83. SparseAdapter: An Easy Approach for Improving the Parameter-Efficiency of AdaptersShwai He, Liang Ding, Daize Dong et al.42 citations
  84. Domain-matched Pre-training Tasks for Dense RetrievalBarlas Oguz, Kushal Lakhotia, Anchit Gupta et al.41 citations
  85. Multi-Stage Prompting for Knowledgeable Dialogue GenerationZihan Liu, Mostofa Patwary, Ryan Prenger et al.41 citations
  86. Prompt Consistency for Zero-Shot Task GeneralizationChunting Zhou, Junxian He, Xuezhe Ma et al.41 citations
  87. SemAttack: Natural Textual Attacks via Different Semantic SpacesBoxin Wang, Chejian Xu, Xiangyu Liu et al.41 citations
  88. Consistent Representation Learning for Continual Relation ExtractionKang Zhao, Hua Xu, Jiangong Yang et al.40 citations
  89. HiCLRE: A Hierarchical Contrastive Learning Framework for Distantly Supervised Relation ExtractionDongyang Li, Taolin Zhang, Nan Hu et al.40 citations
  90. Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP ModelsTianlu Wang, Rohit Sridhar, Diyi Yang et al.40 citations
  91. AdaPrompt: Adaptive Model Training for Prompt-based NLPYulong Chen, Yang Liu, Li Dong et al.39 citations
  92. Prompt Tuning for Discriminative Pre-trained Language ModelsYuan Yao, Bowen Dong, Ao Zhang et al.39 citations
  93. A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation ExtractionYang Liu, Jinpeng Hu, Xiang Wan et al.38 citations
  94. Improving Conversational Recommendation Systems' Quality with Context-Aware Item Meta-InformationBowen Yang, Cong Han, Yu Li et al.38 citations
  95. Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One?Xilun Chen, Kushal Lakhotia, Barlas Oguz et al.38 citations
  96. The Past Mistake is the Future Wisdom: Error-driven Contrastive Probability Optimization for Chinese Spell CheckingYinghui Li, Qingyu Zhou, Yangning Li et al.38 citations
  97. When Language Model Meets Private LibraryDaoguang Zan, Bei Chen, Zeqi Lin et al.38 citations
  98. Calibrating Factual Knowledge in Pretrained Language ModelsQingxiu Dong, Damai Dai, Yifan Song et al.37 citations · our summary
  99. AdapterBias: Parameter-efficient Token-dependent Representation Shift for Adapters in NLP TasksChin-Lun Fu, Zih-Ching Chen, Yun-Ru Lee et al.36 citations
  100. Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD CodingZhichao Yang, Shufan Wang, Bhanu Pratap Singh Rawat et al.36 citations

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