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NAACL 2022: all accepted papers

538 papers · page 1 of 6 · the most cited first · ← NAACL 2022

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  1. FNet: Mixing Tokens with Fourier TransformsJames Lee-Thorp, Joshua Ainslie, Ilya Eckstein et al. · 🏆 Best efficient NLP paper519 citations · our summary
  2. Learning To Retrieve Prompts for In-Context LearningOhad Rubin, Jonathan Herzig, Jonathan Berant353 citations · our summary
  3. ColBERTv2: Effective and Efficient Retrieval via Lightweight Late InteractionKeshav Santhanam, Omar Khattab, Jon Saad-Falcon et al.347 citations · our summary
  4. Do Prompt-Based Models Really Understand the Meaning of Their Prompts?Albert Webson, Ellie Pavlick193 citations · our summary
  5. DiffCSE: Difference-based Contrastive Learning for Sentence EmbeddingsYung-Sung Chuang, Rumen Dangovski, Hongyin Luo et al.165 citations · our summary
  6. Annotators with Attitudes: How Annotator Beliefs And Identities Bias Toxic Language DetectionMaarten Sap, Swabha Swayamdipta, Laura Vianna et al.156 citations · our summary
  7. Symbolic Knowledge Distillation: from General Language Models to Commonsense ModelsPeter West, Chandra Bhagavatula, Jack Hessel et al.156 citations · our summary
  8. COGMEN: COntextualized GNN based Multimodal Emotion recognitioNAbhinav Joshi, Ashwani Bhat, Ayush Jain et al.155 citations
  9. MetaICL: Learning to Learn In ContextSewon Min, Mike Lewis, Luke Zettlemoyer et al.153 citations
  10. SSEGCN: Syntactic and Semantic Enhanced Graph Convolutional Network for Aspect-based Sentiment AnalysisZheng Zhang, Zili Zhou, Yanna Wang146 citations
  11. DEGREE: A Data-Efficient Generation-Based Event Extraction ModelI-Hung Hsu, Kuan-Hao Huang, Elizabeth Boschee et al.137 citations · our summary
  12. KAT: A Knowledge Augmented Transformer for Vision-and-LanguageLiangke Gui, Borui Wang, Qiuyuan Huang et al.119 citations
  13. On the Origin of Hallucinations in Conversational Models: Is it the Datasets or the Models?Nouha Dziri, Sivan Milton, Mo Yu et al.119 citations · our summary
  14. QAFactEval: Improved QA-Based Factual Consistency Evaluation for SummarizationAlexander Fabbri, Chien-Sheng Wu, Wenhao Liu et al.114 citations · our summary
  15. Template-free Prompt Tuning for Few-shot NERRuotian Ma, Xin Zhou, Tao Gui et al.112 citations · our summary
  16. On the Use of Bert for Automated Essay Scoring: Joint Learning of Multi-Scale Essay RepresentationYongjie Wang, Chuang Wang, Ruobing Li et al.111 citations
  17. Textless Speech-to-Speech Translation on Real DataAnn Lee, Hongyu Gong, Paul-Ambroise Duquenne et al.100 citations
  18. Re2G: Retrieve, Rerank, GenerateMichael Glass, Gaetano Rossiello, Md Faisal Mahbub Chowdhury et al.95 citations · our summary
  19. Reframing Human-AI Collaboration for Generating Free-Text ExplanationsSarah Wiegreffe, Jack Hessel, Swabha Swayamdipta et al.87 citations
  20. Measure and Improve Robustness in NLP Models: A SurveyXuezhi Wang, Haohan Wang, Diyi Yang84 citations · our summary
  21. CoMPM: Context Modeling with Speaker's Pre-trained Memory Tracking for Emotion Recognition in ConversationJoosung Lee, Wooin Lee80 citations
  22. ViT5: Pretrained Text-to-Text Transformer for Vietnamese Language GenerationLong Phan, Hieu Tran, Hieu Nguyen et al. · Student Research Workshop80 citations
  23. Two Contrasting Data Annotation Paradigms for Subjective NLP TasksPaul Röttger, Bertie Vidgen, Dirk Hovy et al.79 citations · our summary
  24. GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense RetrievalKexin Wang, Nandan Thakur, Nils Reimers et al.76 citations · our summary
  25. ITA: Image-Text Alignments for Multi-Modal Named Entity RecognitionXinyu Wang, Min Gui, Yong Jiang et al.76 citations
  26. Cross-modal Contrastive Learning for Speech TranslationRong Ye, Mingxuan Wang, Lei Li75 citations
  27. MuCGEC: a Multi-Reference Multi-Source Evaluation Dataset for Chinese Grammatical Error CorrectionYue Zhang, Zhenghua Li, Zuyi Bao et al.64 citations
  28. ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingTom Ayoola, Shubhi Tyagi, Joseph Fisher et al. · Industry Track64 citations
  29. Lifting the Curse of Multilinguality by Pre-training Modular TransformersJonas Pfeiffer, Naman Goyal, Xi Victoria Lin et al.63 citations · our summary
  30. JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question AnsweringYueqing Sun, Qi Shi, Le Qi et al.62 citations
  31. SkillSpan: Hard and Soft Skill Extraction from English Job PostingsMike Zhang, Kristian Jensen, Sif Sonniks et al.62 citations
  32. TRUE: Re-evaluating Factual Consistency EvaluationOr Honovich, Roee Aharoni, Jonathan Herzig et al.61 citations · our summary
  33. DEMix Layers: Disentangling Domains for Modular Language ModelingSuchin Gururangan, Mike Lewis, Ari Holtzman et al.60 citations
  34. Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for TopicsZihan Zhang, Meng Fang, Ling Chen et al.60 citations
  35. A Two-Stream AMR-enhanced Model for Document-level Event Argument ExtractionRunxin Xu, Peiyi Wang, Tianyu Liu et al.58 citations
  36. On Transferability of Prompt Tuning for Natural Language ProcessingYusheng Su, Xiaozhi Wang, Yujia Qin et al.57 citations
  37. GenIE: Generative Information ExtractionMartin Josifoski, Nicola De Cao, Maxime Peyrard et al.55 citations
  38. Measuring Fairness with Biased Rulers: A Comparative Study on Bias Metrics for Pre-trained Language ModelsPieter Delobelle, Ewoenam Tokpo, Toon Calders et al.55 citations
  39. FactPEGASUS: Factuality-Aware Pre-training and Fine-tuning for Abstractive SummarizationDavid Wan, Mohit Bansal54 citations · our summary
  40. SKILL: Structured Knowledge Infusion for Large Language ModelsFedor Moiseev, Zhe Dong, Enrique Alfonseca et al.53 citations
  41. SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation ExtractionYuxin Xiao, Zecheng Zhang, Yuning Mao et al.52 citations
  42. NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead HeuristicsXiming Lu, Sean Welleck, Peter West et al. · 🏆 Best new method paper51 citations · our summary
  43. Analyzing Modality Robustness in Multimodal Sentiment AnalysisDevamanyu Hazarika, Yingting Li, Bo Cheng et al.49 citations
  44. Benchmarking Intersectional Biases in NLPJohn Lalor, Yi Yang, Kendall Smith et al.49 citations
  45. QuALITY: Question Answering with Long Input Texts, Yes!Richard Yuanzhe Pang, Alicia Parrish, Nitish Joshi et al.49 citations · our summary
  46. A Study of the Attention Abnormality in Trojaned BERTsWeimin Lyu, Songzhu Zheng, Tengfei Ma et al.48 citations
  47. Retrieval-augmented Generation across Heterogeneous KnowledgeWenhao Yu · Student Research Workshop48 citations
  48. A Few Thousand Translations Go a Long Way! Leveraging Pre-trained Models for African News TranslationDavid Ifeoluwa Adelani, Jesujoba Oluwadara Alabi, Angela Fan et al.47 citations · our summary
  49. An Enhanced Span-based Decomposition Method for Few-Shot Sequence LabelingPeiyi Wang, Runxin Xu, Tianyu Liu et al.45 citations
  50. Less is More: Learning to Refine Dialogue History for Personalized Dialogue GenerationHanxun Zhong, Zhicheng Dou, Yutao Zhu et al.44 citations
  51. All You May Need for VQA are Image CaptionsSoravit Changpinyo, Doron Kukliansy, Idan Szpektor et al.43 citations
  52. Hatemoji: A Test Suite and Adversarially-Generated Dataset for Benchmarking and Detecting Emoji-Based HateHannah Kirk, Bertie Vidgen, Paul Rottger et al.43 citations
  53. CONFIT: Toward Faithful Dialogue Summarization with Linguistically-Informed Contrastive Fine-tuningXiangru Tang, Arjun Nair, Borui Wang et al.42 citations
  54. Global Entity Disambiguation with BERTIkuya Yamada, Koki Washio, Hiroyuki Shindo et al.42 citations
  55. Triggerless Backdoor Attack for NLP Tasks with Clean LabelsLeilei Gan, Jiwei Li, Tianwei Zhang et al.42 citations
  56. Contrastive Data and Learning for Natural Language ProcessingRui Zhang, Yangfeng Ji, Yue Zhang et al. · Tutorial Abstracts41 citations
  57. Meta Learning for Natural Language Processing: A SurveyHung-yi Lee, Shang-Wen Li, Thang Vu41 citations
  58. Cross-Domain Detection of GPT-2-Generated Technical TextJuan Diego Rodriguez, Todd Hay, David Gros et al.40 citations
  59. OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question AnsweringZhengbao Jiang, Yi Mao, Pengcheng He et al.40 citations
  60. Testing the Ability of Language Models to Interpret Figurative LanguageEmmy Liu, Chenxuan Cui, Kenneth Zheng et al.40 citations · our summary
  61. Time Waits for No One! Analysis and Challenges of Temporal MisalignmentKelvin Luu, Daniel Khashabi, Suchin Gururangan et al.40 citations · our summary
  62. A Robustly Optimized BMRC for Aspect Sentiment Triplet ExtractionShu Liu, Kaiwen Li, Zuhe Li39 citations
  63. Quality-Aware Decoding for Neural Machine TranslationPatrick Fernandes, António Farinhas, Ricardo Rei et al.39 citations · our summary
  64. Learning Cross-Lingual IR from an English RetrieverYulong Li, Martin Franz, Md Arafat Sultan et al.37 citations
  65. FactGraph: Evaluating Factuality in Summarization with Semantic Graph RepresentationsLeonardo F. R. Ribeiro, Mengwen Liu, Iryna Gurevych et al.36 citations
  66. Few-Shot Semantic Parsing with Language Models Trained on CodeRichard Shin, Benjamin Van Durme36 citations
  67. IDPG: An Instance-Dependent Prompt Generation MethodZhuofeng Wu, Sinong Wang, Jiatao Gu et al.36 citations
  68. KALA: Knowledge-Augmented Language Model AdaptationMinki Kang, Jinheon Baek, Sung Ju Hwang36 citations
  69. EmRel: Joint Representation of Entities and Embedded Relations for Multi-triple ExtractionBenfeng Xu, Quan Wang, Yajuan Lyu et al.35 citations
  70. MultiCite: Modeling realistic citations requires moving beyond the single-sentence single-label settingAnne Lauscher, Brandon Ko, Bailey Kuehl et al.35 citations
  71. On the Effect of Pretraining Corpora on In-context Learning by a Large-scale Language ModelSeongjin Shin, Sang-Woo Lee, Hwijeen Ahn et al.35 citations
  72. RAAT: Relation-Augmented Attention Transformer for Relation Modeling in Document-Level Event ExtractionYuan Liang, Zhuoxuan Jiang, Di Yin et al.35 citations
  73. Robust (Controlled) Table-to-Text Generation with Structure-Aware Equivariance LearningFei Wang, Zhewei Xu, Pedro Szekely et al.35 citations
  74. ConfliBERT: A Pre-trained Language Model for Political Conflict and ViolenceYibo Hu, MohammadSaleh Hosseini, Erick Skorupa Parolin et al.34 citations
  75. Generative Biomedical Entity Linking via Knowledge Base-Guided Pre-training and Synonyms-Aware Fine-tuningHongyi Yuan, Zheng Yuan, Sheng Yu34 citations
  76. Knowledge-Grounded Dialogue Generation with a Unified Knowledge RepresentationYu Li, Baolin Peng, Yelong Shen et al.34 citations
  77. Selective Differential Privacy for Language ModelingWeiyan Shi, Aiqi Cui, Evan Li et al.34 citations
  78. AIT-QA: Question Answering Dataset over Complex Tables in the Airline IndustryYannis Katsis, Saneem Chemmengath, Vishwajeet Kumar et al. · Industry Track33 citations
  79. Diagnosing Vision-and-Language Navigation: What Really MattersWanrong Zhu, Yuankai Qi, Pradyumna Narayana et al.33 citations
  80. Hate Speech and Counter Speech Detection: Conversational Context Does MatterXinchen Yu, Eduardo Blanco, Lingzi Hong33 citations
  81. EmpHi: Generating Empathetic Responses with Human-like IntentsMao Yan Chen, Siheng Li, Yujiu Yang32 citations
  82. HiURE: Hierarchical Exemplar Contrastive Learning for Unsupervised Relation ExtractionShuliang Liu, Xuming Hu, Chenwei Zhang et al.32 citations
  83. Contrastive Learning for Prompt-based Few-shot Language LearnersYiren Jian, Chongyang Gao, Soroush Vosoughi31 citations
  84. Evidentiality-guided Generation for Knowledge-Intensive NLP TasksAkari Asai, Matt Gardner, Hannaneh Hajishirzi31 citations · our summary
  85. Knowledge Inheritance for Pre-trained Language ModelsYujia Qin, Yankai Lin, Jing Yi et al.31 citations
  86. Learning to Retrieve Passages without SupervisionOri Ram, Gal Shachaf, Omer Levy et al.31 citations
  87. Joint Extraction of Entities, Relations, and Events via Modeling Inter-Instance and Inter-Label DependenciesMinh Van Nguyen, Bonan Min, Franck Dernoncourt et al.30 citations
  88. Multimodal large language models for inclusive collaboration learning tasksArmanda Lewis · Student Research Workshop30 citations
  89. Transparent Human Evaluation for Image CaptioningJungo Kasai, Keisuke Sakaguchi, Lavinia Dunagan et al.30 citations
  90. Can Rationalization Improve Robustness?Howard Chen, Jacqueline He, Karthik Narasimhan et al.29 citations
  91. Document-Level Relation Extraction with Sentences Importance Estimation and FocusingWang Xu, Kehai Chen, Lili Mou et al.29 citations
  92. Many Hands Make Light Work: Using Essay Traits to Automatically Score EssaysRahul Kumar, Sandeep Mathias, Sriparna Saha et al.29 citations
  93. MoEBERT: from BERT to Mixture-of-Experts via Importance-Guided AdaptationSimiao Zuo, Qingru Zhang, Chen Liang et al.29 citations
  94. MultiSpanQA: A Dataset for Multi-Span Question AnsweringHaonan Li, Martin Tomko, Maria Vasardani et al.29 citations
  95. Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual AnalysisYiwei Wang, Muhao Chen, Wenxuan Zhou et al.29 citations
  96. AcTune: Uncertainty-Based Active Self-Training for Active Fine-Tuning of Pretrained Language ModelsYue Yu, Lingkai Kong, Jieyu Zhang et al.28 citations
  97. BlonDe: An Automatic Evaluation Metric for Document-level Machine TranslationYuchen Jiang, Tianyu Liu, Shuming Ma et al.28 citations · our summary
  98. Improving Compositional Generalization with Latent Structure and Data AugmentationLinlu Qiu, Peter Shaw, Panupong Pasupat et al.28 citations · our summary
  99. Learning to Transfer Prompts for Text GenerationJunyi Li, Tianyi Tang, Jian-Yun Nie et al.28 citations
  100. On the Machine Learning of Ethical Judgments from Natural LanguageZeerak Talat, Hagen Blix, Josef Valvoda et al.28 citations

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