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EMNLP 2022: all accepted papers

941 papers · page 1 of 10 · the most cited first · ← EMNLP 2022

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  1. MedCLIP: Contrastive Learning from Unpaired Medical Images and TextZifeng Wang, Zhenbang Wu, Dinesh Agarwal et al.761 citations
  2. Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?Sewon Min, Xinxi Lyu, Ari Holtzman et al.728 citations · our summary
  3. Large language models are few-shot clinical information extractorsMonica Agrawal, Stefan Hegselmann, Hunter Lang et al.348 citations · our summary
  4. Red Teaming Language Models with Language ModelsEthan Perez, Saffron Huang, Francis Song et al.341 citations · our summary
  5. UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion RecognitionGuimin Hu, Ting-En Lin, Yi Zhao et al.255 citations
  6. Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP TasksYizhong Wang, Swaroop Mishra, Pegah Alipoormolabashi et al.247 citations
  7. UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language ModelsTianbao Xie, Chen Henry Wu, Peng Shi et al.232 citations · our summary
  8. Large Dual Encoders Are Generalizable RetrieversJianmo Ni, Chen Qu, Jing Lu et al.171 citations
  9. mPLUG: Effective and Efficient Vision-Language Learning by Cross-modal Skip-connectionsChenliang Li, Haiyang Xu, Junfeng Tian et al.170 citations
  10. Translation between Molecules and Natural LanguageCarl Edwards, Tuan Lai, Kevin Ros et al.165 citations · our summary
  11. RLPrompt: Optimizing Discrete Text Prompts with Reinforcement LearningMingkai Deng, Jianyu Wang, Cheng-Ping Hsieh et al.164 citations · our summary
  12. PromptBERT: Improving BERT Sentence Embeddings with PromptsTing Jiang, Jian Jiao, Shaohan Huang et al.150 citations
  13. TweetNLP: Cutting-Edge Natural Language Processing for Social MediaJose Camacho-Collados, Kiamehr Rezaee, Talayeh Riahi et al. · System Demonstrations131 citations
  14. MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and TextWenhu Chen, Hexiang Hu, Xi Chen et al.125 citations · our summary
  15. Few-shot Learning with Multilingual Generative Language ModelsXi Victoria Lin, Todor Mihaylov, Mikel Artetxe et al.118 citations
  16. Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary SpaceMor Geva, Avi Caciularu, Kevin Wang et al.117 citations · our summary
  17. Towards a Unified Multi-Dimensional Evaluator for Text GenerationMing Zhong, Yang Liu, Da Yin et al.115 citations · our summary
  18. Language Models of Code are Few-Shot Commonsense LearnersAman Madaan, Shuyan Zhou, Uri Alon et al.114 citations
  19. Neural Theory-of-Mind? On the Limits of Social Intelligence in Large LMsMaarten Sap, Ronan Le Bras, Daniel Fried et al.113 citations
  20. Towards Multi-Modal Sarcasm Detection via Hierarchical Congruity Modeling with Knowledge EnhancementHui Liu, Wenya Wang, Haoliang Li113 citations · our summary
  21. The “Problem” of Human Label Variation: On Ground Truth in Data, Modeling and EvaluationBarbara Plank112 citations · our summary
  22. ZeroGen: Efficient Zero-shot Learning via Dataset GenerationJiacheng Ye, Jiahui Gao, Qintong Li et al.104 citations · our summary
  23. COLD: A Benchmark for Chinese Offensive Language DetectionJiawen Deng, Jingyan Zhou, Hao Sun et al.100 citations
  24. CTRLsum: Towards Generic Controllable Text SummarizationJunxian He, Wojciech Kryscinski, Bryan McCann et al.100 citations · our summary
  25. Active Example Selection for In-Context LearningYiming Zhang, Shi Feng, Chenhao Tan98 citations · our summary
  26. Maieutic Prompting: Logically Consistent Reasoning with Recursive ExplanationsJaehun Jung, Lianhui Qin, Sean Welleck et al.96 citations · our summary
  27. Supervised Prototypical Contrastive Learning for Emotion Recognition in ConversationXiaohui Song, Longtao Huang, Hui Xue et al.95 citations
  28. Revisiting DocRED - Addressing the False Negative Problem in Relation ExtractionQingyu Tan, Lu Xu, Lidong Bing et al.94 citations · our summary
  29. Quantifying Privacy Risks of Masked Language Models Using Membership Inference AttacksFatemehsadat Mireshghallah, Kartik Goyal, Archit Uniyal et al.92 citations · our summary
  30. Re3: Generating Longer Stories With Recursive Reprompting and RevisionKevin Yang, Yuandong Tian, Nanyun Peng et al.90 citations
  31. Improving Passage Retrieval with Zero-Shot Question GenerationDevendra Sachan, Mike Lewis, Mandar Joshi et al.86 citations · our summary
  32. MoSE: Modality Split and Ensemble for Multimodal Knowledge Graph CompletionYu Zhao, Xiangrui Cai, Yike Wu et al.82 citations
  33. Video Question Answering: Datasets, Algorithms and ChallengesYaoyao Zhong, Wei Ji, Junbin Xiao et al.82 citations
  34. RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQLJiexing Qi, Jingyao Tang, Ziwei He et al.80 citations
  35. LILA: A Unified Benchmark for Mathematical ReasoningSwaroop Mishra, Matthew Finlayson, Pan Lu et al.79 citations · our summary
  36. Prompting for Multimodal Hateful Meme ClassificationRui Cao, Roy Ka-Wei Lee, Wen-Haw Chong et al.79 citations
  37. Efficient Large Scale Language Modeling with Mixtures of ExpertsMikel Artetxe, Shruti Bhosale, Naman Goyal et al.78 citations
  38. RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-EncoderShitao Xiao, Zheng Liu, Yingxia Shao et al.78 citations · our summary
  39. AdaMix: Mixture-of-Adaptations for Parameter-efficient Model TuningYaqing Wang, Sahaj Agarwal, Subhabrata Mukherjee et al.74 citations · our summary
  40. Iteratively Prompt Pre-trained Language Models for Chain of ThoughtBoshi Wang, Xiang Deng, Huan Sun73 citations
  41. “I'm sorry to hear that”: Finding New Biases in Language Models with a Holistic Descriptor DatasetEric Michael Smith, Melissa Hall, Melanie Kambadur et al.73 citations · our summary
  42. ASQA: Factoid Questions Meet Long-Form AnswersIvan Stelmakh, Yi Luan, Bhuwan Dhingra et al.71 citations · our summary
  43. Generative Knowledge Graph Construction: A ReviewHongbin Ye, Ningyu Zhang, Hui Chen et al.71 citations
  44. A Survey of Active Learning for Natural Language ProcessingZhisong Zhang, Emma Strubell, Eduard Hovy70 citations
  45. ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft PromptsAkari Asai, Mohammadreza Salehi, Matthew Peters et al.70 citations · our summary
  46. ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question AnsweringZhiyu Chen, Shiyang Li, Charese Smiley et al.70 citations · our summary
  47. Face-Sensitive Image-to-Emotional-Text Cross-modal Translation for Multimodal Aspect-based Sentiment AnalysisHao Yang, Yanyan Zhao, Bing Qin70 citations
  48. When FLUE Meets FLANG: Benchmarks and Large Pretrained Language Model for Financial DomainRaj Shah, Kunal Chawla, Dheeraj Eidnani et al.69 citations
  49. UniRel: Unified Representation and Interaction for Joint Relational Triple ExtractionWei Tang, Benfeng Xu, Yuyue Zhao et al.67 citations
  50. Neighborhood Contrastive Learning for Scientific Document Representations with Citation EmbeddingsMalte Ostendorff, Nils Rethmeier, Isabelle Augenstein et al.65 citations
  51. Entity-centered Cross-document Relation ExtractionFengqi Wang, Fei Li, Hao Fei et al.63 citations
  52. Open-Domain Sign Language Translation Learned from Online VideoBowen Shi, Diane Brentari, Gregory Shakhnarovich et al.62 citations
  53. Perturbation Augmentation for Fairer NLPRebecca Qian, Candace Ross, Jude Fernandes et al.61 citations
  54. The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language ModelsEldar Kurtic, Daniel Campos, Tuan Nguyen et al.61 citations
  55. Retrieval Augmented Visual Question Answering with Outside KnowledgeWeizhe Lin, Bill Byrne60 citations
  56. Memory-assisted prompt editing to improve GPT-3 after deploymentAman Madaan, Niket Tandon, Peter Clark et al.59 citations
  57. ProsocialDialog: A Prosocial Backbone for Conversational AgentsHyunwoo Kim, Youngjae Yu, Liwei Jiang et al.59 citations · our summary
  58. Training Language Models with Memory AugmentationZexuan Zhong, Tao Lei, Danqi Chen58 citations
  59. A Span-level Bidirectional Network for Aspect Sentiment Triplet ExtractionYuqi Chen, Chen Keming, Xian Sun et al.57 citations
  60. Arabic Natural Language ProcessingNizar Habash · Tutorial Abstracts57 citations
  61. Revisiting Parameter-Efficient Tuning: Are We Really There Yet?Guanzheng Chen, Fangyu Liu, Zaiqiao Meng et al.56 citations
  62. Zero-Shot Text Classification with Self-TrainingAriel Gera, Alon Halfon, Eyal Shnarch et al.56 citations
  63. How well can Text-to-Image Generative Models understand Ethical Natural Language Interventions?Hritik Bansal, Da Yin, Masoud Monajatipoor et al.55 citations
  64. Graph Hawkes Transformer for Extrapolated Reasoning on Temporal Knowledge GraphsHaohai Sun, Shangyi Geng, Jialun Zhong et al.54 citations
  65. DeepKE: A Deep Learning Based Knowledge Extraction Toolkit for Knowledge Base PopulationNingyu Zhang, Xin Xu, Liankuan Tao et al. · System Demonstrations53 citations
  66. Fine-tuned Language Models are Continual LearnersThomas Scialom, Tuhin Chakrabarty, Smaranda Muresan53 citations
  67. Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationMengting Hu, Yike Wu, Hang Gao et al.50 citations
  68. MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity RecognitionDavid Ifeoluwa Adelani, Graham Neubig, Sebastian Ruder et al.50 citations · our summary
  69. UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical ExpressionJiaqi Chen, Tong Li, Jinghui Qin et al.49 citations · our summary
  70. An Empirical Analysis of Memorization in Fine-tuned Autoregressive Language ModelsFatemehsadat Mireshghallah, Archit Uniyal, Tianhao Wang et al.47 citations
  71. HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text ClassificationZihan Wang, Peiyi Wang, Tianyu Liu et al.47 citations
  72. KOLD: Korean Offensive Language DatasetYounghoon Jeong, Juhyun Oh, Jongwon Lee et al.47 citations
  73. Natural Language to Code Translation with ExecutionFreda Shi, Daniel Fried, Marjan Ghazvininejad et al.46 citations
  74. Successive Prompting for Decomposing Complex QuestionsDheeru Dua, Shivanshu Gupta, Sameer Singh et al.46 citations
  75. TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge BaseYiheng Shu, Zhiwei Yu, Yuhan Li et al.46 citations
  76. A Systematic Investigation of Commonsense Knowledge in Large Language ModelsXiang Lorraine Li, Adhiguna Kuncoro, Jordan Hoffmann et al.45 citations
  77. FLUTE: Figurative Language Understanding through Textual ExplanationsTuhin Chakrabarty, Arkadiy Saakyan, Debanjan Ghosh et al.45 citations · our summary
  78. TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language ModelsJoel Jang, Seonghyeon Ye, Changho Lee et al.45 citations
  79. CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement LearningZeqiu Wu, Yi Luan, Hannah Rashkin et al.44 citations · our summary
  80. SpeechUT: Bridging Speech and Text with Hidden-Unit for Encoder-Decoder Based Speech-Text Pre-trainingZiqiang Zhang, Long Zhou, Junyi Ao et al.44 citations
  81. Tomayto, Tomahto. Beyond Token-level Answer Equivalence for Question Answering EvaluationJannis Bulian, Christian Buck, Wojciech Gajewski et al.44 citations · our summary
  82. ScienceWorld: Is your Agent Smarter than a 5th Grader?Ruoyao Wang, Peter Jansen, Marc-Alexandre Côté et al.43 citations
  83. \textitHelp me write a poem: Instruction Tuning as a Vehicle for Collaborative Poetry WritingTuhin Chakrabarty, Vishakh Padmakumar, He He43 citations
  84. Whose Language Counts as High Quality? Measuring Language Ideologies in Text Data SelectionSuchin Gururangan, Dallas Card, Sarah Dreier et al.42 citations
  85. Boundary-Driven Table-Filling for Aspect Sentiment Triplet ExtractionYice Zhang, Yifan Yang, Yihui Li et al.41 citations
  86. PEVL: Position-enhanced Pre-training and Prompt Tuning for Vision-language ModelsYuan Yao, Qianyu Chen, Ao Zhang et al.41 citations
  87. RACE: Retrieval-augmented Commit Message GenerationEnsheng Shi, Yanlin Wang, Wei Tao et al.41 citations
  88. Ground-Truth Labels Matter: A Deeper Look into Input-Label DemonstrationsKang Min Yoo, Junyeob Kim, Hyuhng Joon Kim et al.40 citations · our summary
  89. Just Fine-tune Twice: Selective Differential Privacy for Large Language ModelsWeiyan Shi, Ryan Shea, Si Chen et al.40 citations
  90. MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subevent Relation ExtractionXiaozhi Wang, Yulin Chen, Ning Ding et al.40 citations · our summary
  91. Making Science Simple: Corpora for the Lay Summarisation of Scientific LiteratureTomas Goldsack, Zhihao Zhang, Chenghua Lin et al.40 citations · our summary
  92. SCROLLS: Standardized CompaRison Over Long Language SequencesUri Shaham, Elad Segal, Maor Ivgi et al.40 citations · our summary
  93. Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label GraphsBowen Xing, Ivor Tsang39 citations
  94. Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive LearningXiaobao Wu, Anh Tuan Luu, Xinshuai Dong39 citations
  95. BBTv2: Towards a Gradient-Free Future with Large Language ModelsTianxiang Sun, Zhengfu He, Hong Qian et al.38 citations
  96. Context Limitations Make Neural Language Models More Human-LikeTatsuki Kuribayashi, Yohei Oseki, Ana Brassard et al.37 citations
  97. Crossmodal-3600: A Massively Multilingual Multimodal Evaluation DatasetAshish V. Thapliyal, Jordi Pont Tuset, Xi Chen et al.37 citations · our summary
  98. Improving Multi-turn Emotional Support Dialogue Generation with Lookahead Strategy PlanningYi Cheng, Wenge Liu, Wenjie Li et al.37 citations
  99. Interpreting Language Models with Contrastive ExplanationsKayo Yin, Graham Neubig37 citations
  100. SynGEC: Syntax-Enhanced Grammatical Error Correction with a Tailored GEC-Oriented ParserYue Zhang, Bo Zhang, Zhenghua Li et al.37 citations · our summary

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