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EMNLP 2022: all accepted papers

941 papers · page 2 of 10 · the most cited first · ← EMNLP 2022

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  1. Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP ↗Yangyi Chen, Hongcheng Gao, Ganqu Cui et al.37 citations
  2. Automatic Generation of Socratic Subquestions for Teaching Math Word Problems ↗Kumar Shridhar, Jakub Macina, Mennatallah El-Assady et al.36 citations
  3. Generative Language Models for Paragraph-Level Question Generation ↗Asahi Ushio, Fernando Alva-Manchego, Jose Camacho-Collados36 citations
  4. Towards Climate Awareness in NLP Research ↗Daniel Hershcovich, Nicolas Webersinke, Mathias Kraus et al.36 citations
  5. Mitigating Inconsistencies in Multimodal Sentiment Analysis under Uncertain Missing Modalities ↗Jiandian Zeng, Jiantao Zhou, Tianyi Liu35 citations
  6. Prompt-Based Meta-Learning For Few-shot Text Classification ↗Haoxing Zhang, Xiaofeng Zhang, Haibo Huang et al.35 citations
  7. Prompt-and-Rerank: A Method for Zero-Shot and Few-Shot Arbitrary Textual Style Transfer with Small Language Models ↗Mirac Suzgun, Luke Melas-Kyriazi, Dan Jurafsky35 citations
  8. Rainier: Reinforced Knowledge Introspector for Commonsense Question AnsweringJiacheng Liu, Skyler Hallinan, Ximing Lu et al.35 citations · our summary
  9. SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition ↗Jianing Wang, Chengyu Wang, Chuanqi Tan et al.35 citations
  10. Towards Interactivity and Interpretability: A Rationale-based Legal Judgment Prediction Framework ↗Yiquan Wu, Yifei Liu, Weiming Lu et al.35 citations
  11. An Efficient Memory-Augmented Transformer for Knowledge-Intensive NLP Tasks ↗Yuxiang Wu, Yu Zhao, Baotian Hu et al.34 citations
  12. Continual Training of Language Models for Few-Shot Learning ↗Zixuan Ke, Haowei Lin, Yijia Shao et al.34 citations
  13. EUR-Lex-Sum: A Multi- and Cross-lingual Dataset for Long-form Summarization in the Legal Domain ↗Dennis Aumiller, Ashish Chouhan, Michael Gertz34 citations
  14. On the Evaluation Metrics for Paraphrase Generation ↗Lingfeng Shen, Lemao Liu, Haiyun Jiang et al.34 citations
  15. Open-ended Knowledge Tracing for Computer Science Education ↗Naiming Liu, Zichao Wang, Richard Baraniuk et al.34 citations
  16. Reasoning Like Program Executors ↗Xinyu Pi, Qian Liu, Bei Chen et al.34 citations
  17. Retrieval-Augmented Generative Question Answering for Event Argument Extraction ↗Xinya Du, Heng Ji34 citations
  18. COM-MRC: A COntext-Masked Machine Reading Comprehension Framework for Aspect Sentiment Triplet Extraction ↗Zepeng Zhai, Hao Chen, Fangxiang Feng et al.33 citations
  19. Exploiting Global and Local Hierarchies for Hierarchical Text Classification ↗Ting Jiang, Deqing Wang, Leilei Sun et al.33 citations
  20. Gendered Mental Health Stigma in Masked Language Models ↗Inna Lin, Lucille Njoo, Anjalie Field et al.33 citations
  21. Generating Literal and Implied Subquestions to Fact-check Complex Claims ↗Jifan Chen, Aniruddh Sriram, Eunsol Choi et al.33 citations
  22. HEGEL: Hypergraph Transformer for Long Document Summarization ↗Haopeng Zhang, Xiao Liu, Jiawei Zhang33 citations
  23. LightEA: A Scalable, Robust, and Interpretable Entity Alignment Framework via Three-view Label Propagation ↗Xin Mao, Wenting Wang, Yuanbin Wu et al.33 citations
  24. How Large Language Models are Transforming Machine-Paraphrase Plagiarism ↗Jan Philip Wahle, Terry Ruas, Frederic Kirstein et al.32 citations
  25. Bernice: A Multilingual Pre-trained Encoder for Twitter ↗Alexandra DeLucia, Shijie Wu, Aaron Mueller et al.31 citations
  26. Empowering Language Models with Knowledge Graph Reasoning for Open-Domain Question Answering ↗Ziniu Hu, Yichong Xu, Wenhao Yu et al.31 citations
  27. InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning ↗Prakhar Gupta, Cathy Jiao, Yi-Ting Yeh et al.31 citations
  28. Textless Speech Emotion Conversion using Discrete & Decomposed Representations ↗Felix Kreuk, Adam Polyak, Jade Copet et al.31 citations
  29. An Explainable Toolbox for Evaluating Pre-trained Vision-Language Models ↗Tiancheng Zhao, Tianqi Zhang, Mingwei Zhu et al. · System Demonstrations30 citations
  30. Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model Infilling ↗Vidhisha Balachandran, Hannaneh Hajishirzi, William Cohen et al.30 citations
  31. GPS: Genetic Prompt Search for Efficient Few-Shot Learning ↗Hanwei Xu, Yujun Chen, Yulun Du et al.30 citations
  32. GeoMLAMA: Geo-Diverse Commonsense Probing on Multilingual Pre-Trained Language Models ↗Da Yin, Hritik Bansal, Masoud Monajatipoor et al.30 citations
  33. RankGen: Improving Text Generation with Large Ranking Models ↗Kalpesh Krishna, Yapei Chang, John Wieting et al.30 citations
  34. Rich Knowledge Sources Bring Complex Knowledge Conflicts: Recalibrating Models to Reflect Conflicting EvidenceHung-Ting Chen, Michael Zhang, Eunsol Choi30 citations · our summary
  35. The Devil in Linear Transformer ↗Zhen Qin, Xiaodong Han, Weixuan Sun et al.30 citations
  36. CodeRetriever: A Large Scale Contrastive Pre-Training Method for Code Search ↗Xiaonan Li, Yeyun Gong, Yelong Shen et al.29 citations
  37. Learning Inter-Entity-Interaction for Few-Shot Knowledge Graph Completion ↗Yuling Li, Kui Yu, Xiaoling Huang et al.29 citations
  38. Missing Counter-Evidence Renders NLP Fact-Checking Unrealistic for Misinformation ↗Max Glockner, Yufang Hou, Iryna Gurevych29 citations
  39. On the Limitations of Reference-Free Evaluations of Generated Text ↗Daniel Deutsch, Rotem Dror, Dan Roth29 citations
  40. OpenCQA: Open-ended Question Answering with Charts ↗Shankar Kantharaj, Xuan Long Do, Rixie Tiffany Leong et al.29 citations
  41. ClidSum: A Benchmark Dataset for Cross-Lingual Dialogue Summarization ↗Jiaan Wang, Fandong Meng, Ziyao Lu et al.28 citations
  42. Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence ↗Mengxiao Song, Bowen Yu, Li Quangang et al.28 citations
  43. Exploring Document-Level Literary Machine Translation with Parallel Paragraphs from World Literature ↗Katherine Thai, Marzena Karpinska, Kalpesh Krishna et al.28 citations
  44. Knowledge Prompting in Pre-trained Language Model for Natural Language Understanding ↗Jianing Wang, Wenkang Huang, Minghui Qiu et al.28 citations
  45. Mixture of Attention Heads: Selecting Attention Heads Per Token ↗Xiaofeng Zhang, Yikang Shen, Zeyu Huang et al.28 citations
  46. PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance ↗Yang Deng, Wenqiang Lei, Wenxuan Zhang et al.28 citations
  47. A Survey of Computational Framing Analysis Approaches ↗Mohammad Ali, Naeemul Hassan27 citations
  48. BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation ↗Tianxiang Sun, Junliang He, Xipeng Qiu et al.27 citations
  49. BioReader: a Retrieval-Enhanced Text-to-Text Transformer for Biomedical Literature ↗Giacomo Frisoni, Miki Mizutani, Gianluca Moro et al.27 citations
  50. Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning ↗Oyvind Tafjord, Bhavana Dalvi Mishra, Peter Clark27 citations
  51. Finding Skill Neurons in Pre-trained Transformer-based Language ModelsXiaozhi Wang, Kaiyue Wen, Zhengyan Zhang et al.27 citations · our summary
  52. Generating Natural Language Proofs with Verifier-Guided Search ↗Kaiyu Yang, Jia Deng, Danqi Chen27 citations
  53. Nearest Neighbor Zero-Shot Inference ↗Weijia Shi, Julian Michael, Suchin Gururangan et al.27 citations
  54. PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt Learning ↗Zifeng Wang, Jimeng Sun27 citations
  55. Reinforced Question Rewriting for Conversational Question Answering ↗Zhiyu Chen, Jie Zhao, Anjie Fang et al. · Industry Track27 citations
  56. The Geometry of Multilingual Language Model RepresentationsTyler A. Chang, Zhuowen Tu, Benjamin K. Bergen27 citations · our summary
  57. XPrompt: Exploring the Extreme of Prompt Tuning ↗Fang Ma, Chen Zhang, Lei Ren et al.27 citations
  58. “Will You Find These Shortcuts?” A Protocol for Evaluating the Faithfulness of Input Salience Methods for Text Classification ↗Jasmijn Bastings, Sebastian Ebert, Polina Zablotskaia et al.27 citations
  59. D4: a Chinese Dialogue Dataset for Depression-Diagnosis-Oriented Chat ↗Binwei Yao, Chao Shi, Likai Zou et al.26 citations
  60. POTATO: The Portable Text Annotation ToolJiaxin Pei, Aparna Ananthasubramaniam, Xingyao Wang et al. · System Demonstrations26 citations · our summary
  61. Salience Allocation as Guidance for Abstractive Summarization ↗Fei Wang, Kaiqiang Song, Hongming Zhang et al.26 citations
  62. Zero-shot Cross-lingual Transfer of Prompt-based Tuning with a Unified Multilingual Prompt ↗Lianzhe Huang, Shuming Ma, Dongdong Zhang et al.26 citations
  63. Backdoor Attacks in Federated Learning by Rare Embeddings and Gradient Ensembling ↗Ki Yoon Yoo, Nojun Kwak25 citations
  64. Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition ↗Junhao Zheng, Zhanxian Liang, Haibin Chen et al.25 citations
  65. Gradient-based Constrained Sampling from Language Models ↗Sachin Kumar, Biswajit Paria, Yulia Tsvetkov25 citations
  66. Language Contamination Helps Explain the Cross-lingual Capabilities of English Pretrained Models ↗Terra Blevins, Luke Zettlemoyer25 citations
  67. SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval ↗Kun Zhou, Yeyun Gong, Xiao Liu et al. · Industry Track25 citations
  68. Are All Spurious Features in Natural Language Alike? An Analysis through a Causal Lens ↗Nitish Joshi, Xiang Pan, He He24 citations
  69. DisCup: Discriminator Cooperative Unlikelihood Prompt-tuning for Controllable Text Generation ↗Hanqing Zhang, Dawei Song24 citations
  70. GraphQ IR: Unifying the Semantic Parsing of Graph Query Languages with One Intermediate Representation ↗Lunyiu Nie, Shulin Cao, Jiaxin Shi et al.24 citations
  71. Group is better than individual: Exploiting Label Topologies and Label Relations for Joint Multiple Intent Detection and Slot Filling ↗Bowen Xing, Ivor Tsang24 citations
  72. Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation ↗Peiyi Wang, Yifan Song, Tianyu Liu et al.24 citations
  73. Mutual Information Alleviates Hallucinations in Abstractive Summarization ↗Liam van der Poel, Ryan Cotterell, Clara Meister24 citations
  74. Towards Teachable Reasoning Systems: Using a Dynamic Memory of User Feedback for Continual System Improvement ↗Bhavana Dalvi Mishra, Oyvind Tafjord, Peter Clark24 citations
  75. Distilled Dual-Encoder Model for Vision-Language Understanding ↗Zekun Wang, Wenhui Wang, Haichao Zhu et al.23 citations
  76. ELEVANT: A Fully Automatic Fine-Grained Entity Linking Evaluation and Analysis Tool ↗Hannah Bast, Matthias Hertel, Natalie Prange · System Demonstrations23 citations
  77. Is a Question Decomposition Unit All We Need? ↗Pruthvi Patel, Swaroop Mishra, Mihir Parmar et al.23 citations
  78. MedConQA: Medical Conversational Question Answering System based on Knowledge Graphs ↗Fei Xia, Bin Li, Yixuan Weng et al. · System Demonstrations23 citations
  79. Stop Measuring Calibration When Humans Disagree ↗Joris Baan, Wilker Aziz, Barbara Plank et al.23 citations
  80. Uni-Parser: Unified Semantic Parser for Question Answering on Knowledge Base and Database ↗Ye Liu, Semih Yavuz, Rui Meng et al.23 citations
  81. Augmenting Operations Research with Auto-Formulation of Optimization Models From Problem Descriptions ↗Rindra Ramamonjison, Haley Li, Timothy Yu et al. · Industry Track22 citations
  82. Bi-Directional Iterative Prompt-Tuning for Event Argument Extraction ↗Lu Dai, Bang Wang, Wei Xiang et al.22 citations
  83. COCO-DR: Combating the Distribution Shift in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning ↗Yue Yu, Chenyan Xiong, Si Sun et al.22 citations
  84. DEMETR: Diagnosing Evaluation Metrics for Translation ↗Marzena Karpinska, Nishant Raj, Katherine Thai et al.22 citations
  85. Dungeons and Dragons as a Dialog Challenge for Artificial Intelligence ↗Chris Callison-Burch, Gaurav Singh Tomar, Lara J. Martin et al.22 citations
  86. Evaluating the Impact of Model Scale for Compositional Generalization in Semantic Parsing ↗Linlu Qiu, Peter Shaw, Panupong Pasupat et al.22 citations
  87. Information-Transport-based Policy for Simultaneous Translation ↗Shaolei Zhang, Yang Feng22 citations
  88. Leveraging Locality in Abstractive Text Summarization ↗Yixin Liu, Ansong Ni, Linyong Nan et al.22 citations
  89. MT-GenEval: A Counterfactual and Contextual Dataset for Evaluating Gender Accuracy in Machine Translation ↗Anna Currey, Maria Nadejde, Raghavendra Reddy Pappagari et al.22 citations
  90. Multilingual Machine Translation with Hyper-Adapters ↗Christos Baziotis, Mikel Artetxe, James Cross et al.22 citations
  91. PAIR: Prompt-Aware margIn Ranking for Counselor Reflection Scoring in Motivational Interviewing ↗Do June Min, Verónica Pérez-Rosas, Kenneth Resnicow et al.22 citations
  92. SQUIRE: A Sequence-to-sequence Framework for Multi-hop Knowledge Graph Reasoning ↗Yushi Bai, Xin Lv, Juanzi Li et al.22 citations
  93. Sentence-level Media Bias Analysis Informed by Discourse Structures ↗Yuanyuan Lei, Ruihong Huang, Lu Wang et al.22 citations
  94. Sentiment-Aware Word and Sentence Level Pre-training for Sentiment Analysis ↗Shuai Fan, Chen Lin, Haonan Li et al.22 citations
  95. A Distributional Lens for Multi-Aspect Controllable Text Generation ↗Yuxuan Gu, Xiaocheng Feng, Sicheng Ma et al.21 citations
  96. A Span-based Multimodal Variational Autoencoder for Semi-supervised Multimodal Named Entity Recognition ↗Baohang Zhou, Ying Zhang, Kehui Song et al.21 citations
  97. Better Few-Shot Relation Extraction with Label Prompt Dropout ↗Peiyuan Zhang, Wei Lu21 citations
  98. Character-level White-Box Adversarial Attacks against Transformers via Attachable Subwords Substitution ↗Aiwei Liu, Honghai Yu, Xuming Hu et al.21 citations
  99. ConsistTL: Modeling Consistency in Transfer Learning for Low-Resource Neural Machine Translation ↗Zhaocong Li, Xuebo Liu, Derek F. Wong et al.21 citations
  100. Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference ↗Eric Mitchell, Joseph Noh, Siyan Li et al.21 citations

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