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ACL 2022: all accepted papers

774 papers · page 1 of 8 · the most cited first · ← ACL 2022

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  1. GLM: General Language Model Pretraining with Autoregressive Blank InfillingZhengxiao Du, Yujie Qian, Xiao Liu et al. · Long Papers955 citations · our summary
  2. TruthfulQA: Measuring How Models Mimic Human FalsehoodsStephanie Lin, Jacob Hilton, Owain Evans · Long Papers845 citations · our summary
  3. P-Tuning: Prompt Tuning Can Be Comparable to Fine-tuning Across Scales and TasksXiao Liu, Kaixuan Ji, Yicheng Fu et al. · Short Papers775 citations · our summary
  4. BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models ↗Elad Ben Zaken, Yoav Goldberg, Shauli Ravfogel · Short Papers742 citations
  5. Language-agnostic BERT Sentence EmbeddingFangxiaoyu Feng, Yinfei Yang, Daniel Cer et al. · Long Papers704 citations · our summary
  6. UniXcoder: Unified Cross-Modal Pre-training for Code RepresentationDaya Guo, Shuai Lu, Nan Duan et al. · Long Papers636 citations · our summary
  7. Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order SensitivityYao Lu, Max Bartolo, Alastair Moore et al. · Long Papers · 🏆 Outstanding Paper585 citations · our summary
  8. Unified Structure Generation for Universal Information Extraction ↗Yaojie Lu, Qing Liu, Dai Dai et al. · Long Papers441 citations
  9. PPT: Pre-trained Prompt Tuning for Few-shot LearningYuxian Gu, Xu Han, Zhiyuan Liu et al. · Long Papers335 citations · our summary
  10. LinkBERT: Pretraining Language Models with Document LinksMichihiro Yasunaga, Jure Leskovec, Percy Liang · Long Papers327 citations · our summary
  11. Deduplicating Training Data Makes Language Models Better ↗Katherine Lee, Daphne Ippolito, Andrew Nystrom et al. · Long Papers286 citations
  12. Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text ClassificationShengding Hu, Ning Ding, Huadong Wang et al. · Long Papers265 citations · our summary
  13. Cross-Task Generalization via Natural Language Crowdsourcing Instructions ↗Swaroop Mishra, Daniel Khashabi, Chitta Baral et al. · Long Papers264 citations
  14. SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models ↗Liang Wang, Wei Zhao, Zhuoyu Wei et al. · Long Papers264 citations
  15. ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech DetectionThomas Hartvigsen, Saadia Gabriel, Hamid Palangi et al. · Long Papers255 citations · our summary
  16. TimeLMs: Diachronic Language Models from TwitterDaniel Loureiro, Francesco Barbieri, Leonardo Neves et al. · System Demonstrations246 citations · our summary
  17. BRIO: Bringing Order to Abstractive SummarizationYixin Liu, Pengfei Liu, Dragomir Radev et al. · Long Papers212 citations · our summary
  18. LexGLUE: A Benchmark Dataset for Legal Language Understanding in English ↗Ilias Chalkidis, Abhik Jana, Dirk Hartung et al. · Long Papers201 citations
  19. Unsupervised Corpus Aware Language Model Pre-training for Dense Passage RetrievalLuyu Gao, Jamie Callan · Long Papers193 citations · our summary
  20. Generated Knowledge Prompting for Commonsense Reasoning ↗Jiacheng Liu, Alisa Liu, Ximing Lu et al. · Long Papers191 citations
  21. Internet-Augmented Dialogue GenerationMojtaba Komeili, Kurt Shuster, Jason Weston · Long Papers187 citations · our summary
  22. OpenPrompt: An Open-source Framework for Prompt-learningNing Ding, Shengding Hu, Weilin Zhao et al. · System Demonstrations185 citations · our summary
  23. PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts ↗Stephen H. Bach, Victor Sanh, Zheng-Xin Yong et al. · System Demonstrations173 citations
  24. SPoT: Better Frozen Model Adaptation through Soft Prompt TransferTu Vu, Brian Lester, Noah Constant et al. · Long Papers170 citations · our summary
  25. Knowledge Neurons in Pretrained Transformers ↗Damai Dai, Li Dong, Yaru Hao et al. · Long Papers169 citations
  26. CONTaiNER: Few-Shot Named Entity Recognition via Contrastive LearningSarkar Snigdha Sarathi Das, Arzoo Katiyar, Rebecca Passonneau et al. · Long Papers161 citations · our summary
  27. Sequence-to-Sequence Knowledge Graph Completion and Question Answering ↗Apoorv Saxena, Adrian Kochsiek, Rainer Gemulla · Long Papers155 citations
  28. CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark ↗Ningyu Zhang, Mosha Chen, Zhen Bi et al. · Long Papers152 citations
  29. LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding ↗Jiapeng Wang, Lianwen Jin, Kai Ding · Long Papers148 citations
  30. Enhanced Multi-Channel Graph Convolutional Network for Aspect Sentiment Triplet Extraction ↗Hao Chen, Zepeng Zhai, Fangxiang Feng et al. · Long Papers145 citations
  31. Beyond Goldfish Memory: Long-Term Open-Domain Conversation ↗Jing Xu, Arthur Szlam, Jason Weston · Long Papers144 citations
  32. SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language ProcessingJunyi Ao, Rui Wang, Long Zhou et al. · Long Papers144 citations · our summary
  33. Multi-Modal Sarcasm Detection via Cross-Modal Graph Convolutional NetworkBin Liang, Chenwei Lou, Xiang Li et al. · Long Papers143 citations · our summary
  34. Vision-Language Pre-Training for Multimodal Aspect-Based Sentiment Analysis ↗Yan Ling, Jianfei Yu, Rui Xia · Long Papers138 citations
  35. Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument ExtractionYubo Ma, Zehao Wang, Yixin Cao et al. · Long Papers135 citations · our summary
  36. Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification ↗Zihan Wang, Peiyi Wang, Lianzhe Huang et al. · Long Papers129 citations
  37. Structured Pruning Learns Compact and Accurate ModelsMengzhou Xia, Zexuan Zhong, Danqi Chen · Long Papers128 citations · our summary
  38. Packed Levitated Marker for Entity and Relation ExtractionDeming Ye, Yankai Lin, Peng Li et al. · Long Papers127 citations · our summary
  39. Noisy Channel Language Model Prompting for Few-Shot Text ClassificationSewon Min, Mike Lewis, Hannaneh Hajishirzi et al. · Long Papers125 citations · our summary
  40. Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System ↗Yixuan Su, Lei Shu, Elman Mansimov et al. · Long Papers124 citations
  41. ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension ↗Sanjay Subramanian, William Merrill, Trevor Darrell et al. · Long Papers123 citations
  42. PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document SummarizationWen Xiao, Iz Beltagy, Giuseppe Carenini et al. · Long Papers122 citations · our summary
  43. NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks ↗Swaroop Mishra, Arindam Mitra, Neeraj Varshney et al. · Long Papers121 citations
  44. A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language Models ↗Woojeong Jin, Yu Cheng, Yelong Shen et al. · Long Papers116 citations
  45. Complex Evolutional Pattern Learning for Temporal Knowledge Graph Reasoning ↗Zixuan Li, Saiping Guan, Xiaolong Jin et al. · Short Papers116 citations
  46. Auto-Debias: Debiasing Masked Language Models with Automated Biased PromptsYue Guo, Yi Yang, Ahmed Abbasi · Long Papers113 citations · our summary
  47. RNG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answering ↗Xi Ye, Semih Yavuz, Kazuma Hashimoto et al. · Long Papers113 citations
  48. An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language ModelsNicholas Meade, Elinor Poole-Dayan, Siva Reddy · Long Papers110 citations · our summary
  49. A Recipe for Arbitrary Text Style Transfer with Large Language Models ↗Emily Reif, Daphne Ippolito, Ann Yuan et al. · Short Papers109 citations
  50. An Information-theoretic Approach to Prompt Engineering Without Ground Truth LabelsTaylor Sorensen, Joshua Robinson, Christopher Rytting et al. · Long Papers109 citations · our summary
  51. Direct Speech-to-Speech Translation With Discrete UnitsAnn Lee, Peng-Jen Chen, Changhan Wang et al. · Long Papers109 citations · our summary
  52. AraT5: Text-to-Text Transformers for Arabic Language GenerationEl Moatez Billah Nagoudi, AbdelRahim Elmadany, Muhammad Abdul-Mageed · Long Papers108 citations · our summary
  53. Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering ↗Jing Zhang, Xiaokang Zhang, Jifan Yu et al. · Long Papers108 citations
  54. Debiased Contrastive Learning of Unsupervised Sentence Representations ↗Kun Zhou, Beichen Zhang, Xin Zhao et al. · Long Papers105 citations
  55. Vision-and-Language Navigation: A Survey of Tasks, Methods, and Future Directions ↗Jing Gu, Eliana Stefani, Qi Wu et al. · Long Papers102 citations
  56. Boundary Smoothing for Named Entity Recognition ↗Enwei Zhu, Jinpeng Li · Long Papers99 citations
  57. Discrete Opinion Tree Induction for Aspect-based Sentiment Analysis ↗Chenhua Chen, Zhiyang Teng, Zhongqing Wang et al. · Long Papers98 citations
  58. Systematic Inequalities in Language Technology Performance across the World's LanguagesDamian Blasi, Antonios Anastasopoulos, Graham Neubig · Long Papers97 citations · our summary
  59. Dynamic Prefix-Tuning for Generative Template-based Event ExtractionXiao Liu, Heyan Huang, Ge Shi et al. · Long Papers96 citations · our summary
  60. CLIP Models are Few-Shot Learners: Empirical Studies on VQA and Visual Entailment ↗Haoyu Song, Li Dong, Weinan Zhang et al. · Long Papers94 citations
  61. Challenges and Strategies in Cross-Cultural NLPDaniel Hershcovich, Stella Frank, Heather Lent et al. · Long Papers94 citations · our summary
  62. Is GPT-3 Text Indistinguishable from Human Text? Scarecrow: A Framework for Scrutinizing Machine TextYao Dou, Maxwell Forbes, Rik Koncel-Kedziorski et al. · Long Papers90 citations · our summary
  63. Zoom Out and Observe: News Environment Perception for Fake News Detection ↗Qiang Sheng, Juan Cao, Xueyao Zhang et al. · Long Papers89 citations
  64. Chart-to-Text: A Large-Scale Benchmark for Chart SummarizationShankar Kantharaj, Rixie Tiffany Leong, Xiang Lin et al. · Long Papers88 citations · our summary
  65. One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesia ↗Alham Fikri Aji, Genta Indra Winata, Fajri Koto et al. · Long Papers88 citations
  66. ReACC: A Retrieval-Augmented Code Completion Framework ↗Shuai Lu, Nan Duan, Hojae Han et al. · Long Papers86 citations
  67. UniPELT: A Unified Framework for Parameter-Efficient Language Model TuningYuning Mao, Lambert Mathias, Rui Hou et al. · Long Papers86 citations · our summary
  68. MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER ↗Ran Zhou, Xin Li, Ruidan He et al. · Long Papers84 citations
  69. Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data ↗Shuohang Wang, Yichong Xu, Yuwei Fang et al. · Long Papers83 citations
  70. FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning ↗Jing Zhou, Yanan Zheng, Jie Tang et al. · Long Papers82 citations
  71. M-SENA: An Integrated Platform for Multimodal Sentiment Analysis ↗Huisheng Mao, Ziqi Yuan, Hua Xu et al. · System Demonstrations82 citations
  72. Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding ↗Zheng Yuan, Chuanqi Tan, Songfang Huang · Short Papers81 citations
  73. Data Contamination: From Memorization to Exploitation ↗Inbal Magar, Roy Schwartz · Short Papers81 citations
  74. MISC: A Mixed Strategy-Aware Model integrating COMET for Emotional Support ConversationQuan Tu, Yanran Li, Jianwei Cui et al. · Long Papers81 citations · our summary
  75. TableFormer: Robust Transformer Modeling for Table-Text Encoding ↗Jingfeng Yang, Aditya Gupta, Shyam Upadhyay et al. · Long Papers81 citations
  76. STEMM: Self-learning with Speech-text Manifold Mixup for Speech TranslationQingkai Fang, Rong Ye, Lei Li et al. · Long Papers79 citations · our summary
  77. Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis ↗Wenxuan Shi, Fei Li, Jingye Li et al. · Long Papers78 citations
  78. SummaReranker: A Multi-Task Mixture-of-Experts Re-ranking Framework for Abstractive Summarization ↗Mathieu Ravaut, Shafiq Joty, Nancy Chen · Long Papers78 citations
  79. Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive SummarizationMeng Cao, Yue Dong, Jackie Cheung · Long Papers75 citations · our summary
  80. KQA Pro: A Dataset with Explicit Compositional Programs for Complex Question Answering over Knowledge Base ↗Shulin Cao, Jiaxin Shi, Liangming Pan et al. · Long Papers75 citations
  81. SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative Capabilities ↗Hsiang-Sheng Tsai, Heng-Jui Chang, Wen-Chin Huang et al. · Long Papers74 citations
  82. JointCL: A Joint Contrastive Learning Framework for Zero-Shot Stance DetectionBin Liang, Qinglin Zhu, Xiang Li et al. · Long Papers73 citations · our summary
  83. Parallel Instance Query Network for Named Entity Recognition ↗Yongliang Shen, Xiaobin Wang, Zeqi Tan et al. · Long Papers73 citations
  84. Prototypical Verbalizer for Prompt-based Few-shot Tuning ↗Ganqu Cui, Shengding Hu, Ning Ding et al. · Long Papers73 citations
  85. FormNet: Structural Encoding beyond Sequential Modeling in Form Document Information Extraction ↗Chen-Yu Lee, Chun-Liang Li, Timothy Dozat et al. · Long Papers72 citations
  86. Is Attention Explanation? An Introduction to the Debate ↗Adrien Bibal, Rémi Cardon, David Alfter et al. · Long Papers72 citations
  87. Meta-learning via Language Model In-context Tuning ↗Yanda Chen, Ruiqi Zhong, Sheng Zha et al. · Long Papers72 citations
  88. Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER ↗Dong-Ho Lee, Akshen Kadakia, Kangmin Tan et al. · Long Papers71 citations
  89. XLM-E: Cross-lingual Language Model Pre-training via ELECTRAZewen Chi, Shaohan Huang, Li Dong et al. · Long Papers71 citations · our summary
  90. Unified Speech-Text Pre-training for Speech Translation and Recognition ↗Yun Tang, Hongyu Gong, Ning Dong et al. · Long Papers68 citations
  91. BERT Learns to Teach: Knowledge Distillation with Meta Learning ↗Wangchunshu Zhou, Canwen Xu, Julian McAuley · Long Papers67 citations
  92. Adversarial Soft Prompt Tuning for Cross-Domain Sentiment Analysis ↗Hui Wu, Xiaodong Shi · Long Papers66 citations
  93. AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource LanguagesAbteen Ebrahimi, Manuel Mager, Arturo Oncevay et al. · Long Papers66 citations · our summary
  94. Legal Judgment Prediction via Event Extraction with Constraints ↗Yi Feng, Chuanyi Li, Vincent Ng · Long Papers66 citations
  95. M3ED: Multi-modal Multi-scene Multi-label Emotional Dialogue Database ↗Jinming Zhao, Tenggan Zhang, Jingwen Hu et al. · Long Papers66 citations
  96. PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks ↗Yufei Wang, Can Xu, Qingfeng Sun et al. · Long Papers66 citations
  97. Composable Sparse Fine-Tuning for Cross-Lingual Transfer ↗Alan Ansell, Edoardo Ponti, Anna Korhonen et al. · Long Papers65 citations
  98. Graph Pre-training for AMR Parsing and GenerationXuefeng Bai, Yulong Chen, Yue Zhang · Long Papers65 citations · our summary
  99. Learning to Reason Deductively: Math Word Problem Solving as Complex Relation ExtractionZhanming Jie, Jierui Li, Wei Lu · Long Papers65 citations · our summary
  100. Fantastic Questions and Where to Find Them: FairytaleQA – An Authentic Dataset for Narrative ComprehensionYing Xu, Dakuo Wang, Mo Yu et al. · Long Papers64 citations · our summary

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