📰 EMNLP 2022 — accepted papers

EMNLP 2022 is the 2022 edition of the Conference on Empirical Methods in Natural Language Processing (EMNLP), held in Abu Dhabi, United Arab Emirates, December 2022 (publisher: Association for Computational Linguistics). The ACL Anthology lists 941 papers of it in 4 tracks; our library holds 55 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

Tracks

Main828Industry Track65System Demonstrations42Tutorial Abstracts6

Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

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

All accepted papers (941)

The most cited first; 55 with our summary link to their page here, the others to the original.

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

See all 941 papers in EMNLP 2022 — accepted papers →

📄 Papers with our summary in our library (55)

The most cited first (OpenAlex citations plus our library's).

1. Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?Sewon Min, Xinxi Lyu, Ari Holtzman, et al.2022 · 1,425 citations
2. Red Teaming Language Models with Language ModelsEthan Perez, Saffron Huang, Francis Song, et al.2022 · 666 citations
3. Large language models are few-shot clinical information extractorsMonica Agrawal, Stefan Hegselmann, Hunter Lang, et al.2022 · 450 citations
4. UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language ModelsTianbao Xie, Chen Henry Wu, Peng Shi, et al.2022 · 406 citations
5. The “Problem” of Human Label Variation: On Ground Truth in Data, Modeling and EvaluationBarbara Plank2022 · 364 citations
6. Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary SpaceMor Geva, Avi Caciularu, Kevin Ro Wang, et al.2022 · 342 citations
7. RLPrompt: Optimizing Discrete Text Prompts with Reinforcement LearningMingkai Deng, Jianyu Wang, Cheng-Ping Hsieh, et al.2022 · 328 citations
8. ZeroGen: Efficient Zero-shot Learning via Dataset GenerationJiacheng Ye, Jiahui Gao, Qintong Li, et al.2022 · 242 citations
9. ASQA: Factoid Questions Meet Long-Form AnswersIvan Stelmakh, Yi Luan, Bhuwan Dhingra, et al.2022 · 239 citations
10. Translation between Molecules and Natural LanguageCarl Edwards, Tuan Lai, Kevin Ros, et al.2022 · 236 citations
11. Maieutic Prompting: Logically Consistent Reasoning with Recursive ExplanationsJaehun Jung, Lianhui Qin, Sean Welleck, et al.2022 · 214 citations
12. Active Example Selection for In-Context LearningYiming Zhang, Shi Feng, Chenhao Tan2022 · 207 citations
13. Towards a Unified Multi-Dimensional Evaluator for Text GenerationMing Zhong, Yang Liu, Da Yin, et al.2022 · 205 citations
14. CTRLsum: Towards Generic Controllable Text SummarizationJunxian He, Wojciech Kryscinski, Bryan McCann, et al.2022 · 200 citations
15. Improving Passage Retrieval with Zero-Shot Question GenerationDevendra Sachan, Mike Lewis, Mandar Joshi, et al.2022 · 197 citations
16. MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and TextWenhu Chen, Hexiang Hu, Xi Chen, et al.2022 · 196 citations
17. LILA: A Unified Benchmark for Mathematical ReasoningSwaroop Mishra, Matthew Finlayson, Pan Lu, et al.2022 · 177 citations
18. ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question AnsweringZhiyu Chen, Shiyang Li, Charese Smiley, et al.2022 · 172 citations
19. “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.2022 · 165 citations
20. SCROLLS: Standardized CompaRison Over Long Language SequencesUri Shaham, Elad Segal, Maor Ivgi, et al.2022 · 162 citations
21. Revisiting DocRED - Addressing the False Negative Problem in Relation ExtractionQingyu Tan, Lu Xu, Lidong Bing, et al.2022 · 151 citations
22. MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity RecognitionDavid Ifeoluwa Adelani, Graham Neubig, Sebastian Ruder, et al.2022 · 150 citations
23. ProsocialDialog: A Prosocial Backbone for Conversational AgentsHyunwoo Kim, Youngjae Yu, Liwei Jiang, et al.2022 · 150 citations
24. Quantifying Privacy Risks of Masked Language Models Using Membership Inference AttacksFatemehsadat Mireshghallah, Kartik Goyal, Archit Uniyal, et al.2022 · 145 citations
25. RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-EncoderShitao Xiao, Zheng Liu, Yingxia Shao, et al.2022 · 145 citations

See all 55 works in EMNLP 2022 — accepted papers →

🧭 Top topics

Topics of its works in our library, with the number of works on each.

🧠 Language models & pretraining (10)🧮 Reasoning (6)❓ Question answering (5)🗨️ Dialogue systems (4)🔍 Information retrieval & search (4)🖼️ Vision & language (4)🔗 Coreference resolution (3)📏 Evaluation & benchmarks (3) Semitic languages (3)🌐 Universal Dependencies (2)🔁 Machine translation (2)🔎 Information extraction (2)😊 Sentiment & emotion (2)📝 Summarization (2)✍️ Text generation (2)

📚 Fields

🖥️ Computer Science (55)🎭 Arts and Humanities (51)🤝 Social Sciences (5)🧬 Biochemistry, Genetics and Molecular Biology (2)🎯 Decision Sciences (1)🧱 Materials Science (1)➗ Mathematics (1)💭 Psychology (1)

🧑‍🔬 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🏛️ Top institutions

Institutions on the bylines of its works here, by the number of works.

🎓University of WashingtonSeattle · United States10 works here🔬Allen Institute for Artificial IntelligenceSeattle · United States10 works here🏢GoogleMountain View · United States9 works here🎓Carnegie Mellon UniversityPittsburgh · United States6 works here🎓University of Illinois Urbana-ChampaignUrbana · United States4 works here🎓University of California, Los AngelesLos Angeles · United States3 works here🎓University of California San DiegoSan Diego · United States3 works here🎓Massachusetts Institute of TechnologyCambridge · United States3 works here🎓University of Hong KongPok Fu Lam · China3 works here🎓New York University Abu DhabiAbu Dhabi · United Arab Emirates2 works here🏢MicrosoftRedmond · United States2 works here🎓Seoul National UniversitySeoul · South Korea2 works here

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

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