📰 Findings of the Association for Computational Linguistics 2022 — accepted papers

Findings of the Association for Computational Linguistics 2022 is the 2022 edition of the Findings of the Association for Computational Linguistics, held in Abu Dhabi, United Arab Emirates, December 2022 (publisher: Association for Computational Linguistics). The ACL Anthology lists 1,132 papers of it; our library holds 48 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

Most cited papers

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

1. ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical ReasoningAhmed Masry, Do Xuan Long, Jia Qing Tan et al.373 citations · our summary
2. Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text ModelsJianmo Ni, Gustavo Hernandez Abrego, Noah Constant et al.353 citations · our summary
3. LongT5: Efficient Text-To-Text Transformer for Long SequencesMandy Guo, Joshua Ainslie, David Uthus et al.228 citations · our summary
4. BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in BanglaAbhik Bhattacharjee, Tahmid Hasan, Wasi Ahmad et al.182 citations · our summary
5. BBQ: A hand-built bias benchmark for question answeringAlicia Parrish, Angelica Chen, Nikita Nangia et al.177 citations · our summary
6. Can language models learn from explanations in context?Andrew Lampinen, Ishita Dasgupta, Stephanie Chan et al.140 citations · our summary
7. Prompt-learning for Fine-grained Entity TypingNing Ding, Yulin Chen, Xu Han et al.133 citations · our summary
8. Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language ModelsRobert Logan IV, Ivana Balazevic, Eric Wallace et al.128 citations · our summary
9. Reframing Instructional Prompts to GPTk's LanguageSwaroop Mishra, Daniel Khashabi, Chitta Baral et al.126 citations · our summary
10. A Survey on Stance Detection for Mis- and Disinformation IdentificationMomchil Hardalov, Arnav Arora, Preslav Nakov et al.125 citations · our summary

All accepted papers (1,132)

The most cited first; 48 with our summary link to their page here, the others to the original.

1. ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical ReasoningAhmed Masry, Do Xuan Long, Jia Qing Tan et al.373 citations · our summary
2. Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text ModelsJianmo Ni, Gustavo Hernandez Abrego, Noah Constant et al.353 citations · our summary
3. LongT5: Efficient Text-To-Text Transformer for Long SequencesMandy Guo, Joshua Ainslie, David Uthus et al.228 citations · our summary
4. BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in BanglaAbhik Bhattacharjee, Tahmid Hasan, Wasi Ahmad et al.182 citations · our summary
5. BBQ: A hand-built bias benchmark for question answeringAlicia Parrish, Angelica Chen, Nikita Nangia et al.177 citations · our summary
6. Can language models learn from explanations in context?Andrew Lampinen, Ishita Dasgupta, Stephanie Chan et al.140 citations · our summary
7. Prompt-learning for Fine-grained Entity TypingNing Ding, Yulin Chen, Xu Han et al.133 citations · our summary
8. Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language ModelsRobert Logan IV, Ivana Balazevic, Eric Wallace et al.128 citations · our summary
9. Reframing Instructional Prompts to GPTk's LanguageSwaroop Mishra, Daniel Khashabi, Chitta Baral et al.126 citations · our summary
10. A Survey on Stance Detection for Mis- and Disinformation IdentificationMomchil Hardalov, Arnav Arora, Preslav Nakov et al.125 citations · our summary
11. Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation ExtractionXiang Chen, Ningyu Zhang, Lei Li et al.125 citations
12. CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment DetectionZhen Li, Bing Xu, Conghui Zhu et al.120 citations
13. Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge DistillationQingyu Tan, Ruidan He, Lidong Bing et al.120 citations · our summary
14. Reinforced Cross-modal Alignment for Radiology Report GenerationHan Qin, Yan Song120 citations
15. WANLI: Worker and AI Collaboration for Natural Language Inference Dataset CreationAlisa Liu, Swabha Swayamdipta, Noah A. Smith et al.120 citations · our summary
16. Thinking about GPT-3 In-Context Learning for Biomedical IE? Think AgainBernal Jimenez Gutierrez, Nikolas McNeal, Clayton Washington et al.115 citations · our summary
17. FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing TasksBill Yuchen Lin, Chaoyang He, Zihang Ze et al.112 citations
18. EmoCaps: Emotion Capsule based Model for Conversational Emotion RecognitionZaijing Li, Fengxiao Tang, Ming Zhao et al.108 citations
19. Are Large Pre-Trained Language Models Leaking Your Personal Information?Jie Huang, Hanyin Shao, Kevin Chen-Chuan Chang102 citations
20. RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet ExtractionYew Ken Chia, Lidong Bing, Soujanya Poria et al.91 citations · our summary
21. Decomposed Meta-Learning for Few-Shot Named Entity RecognitionTingting Ma, Huiqiang Jiang, Qianhui Wu et al.89 citations
22. Language Models as Agent ModelsJacob Andreas89 citations · our summary
23. BOOKSUM: A Collection of Datasets for Long-form Narrative SummarizationWojciech Kryscinski, Nazneen Rajani, Divyansh Agarwal et al.88 citations
24. Do Pre-trained Models Benefit Knowledge Graph Completion? A Reliable Evaluation and a Reasonable ApproachXin Lv, Yankai Lin, Yixin Cao et al.88 citations
25. BiSyn-GAT+: Bi-Syntax Aware Graph Attention Network for Aspect-based Sentiment AnalysisShuo Liang, Wei Wei, Xian-Ling Mao et al.87 citations

See all 1,132 papers in Findings of the Association for Computational Linguistics 2022 — accepted papers →

📄 Papers with our summary in our library (48)

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

1. ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical ReasoningAhmed Masry, Do Xuan Long, Jia Qing Tan, et al.2022 · 745 citations
2. BBQ: A hand-built bias benchmark for question answeringAlicia Parrish, Angelica Chen, Nikita Nangia, et al.2022 · 488 citations
3. LongT5: Efficient Text-To-Text Transformer for Long SequencesMandy Guo, Joshua Ainslie, David Uthus, et al.2022 · 398 citations
4. BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in BanglaAbhik Bhattacharjee, Tahmid Hasan, Wasi Ahmad, et al.2022 · 296 citations
5. Can language models learn from explanations in context?Andrew Lampinen, Ishita Dasgupta, Stephanie Chan, et al.2022 · 290 citations
6. Reframing Instructional Prompts to GPTk's LanguageSwaroop Mishra, Daniel Khashabi, Chitta Baral, et al.2022 · 236 citations
7. Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language ModelsRobert Logan IV, Ivana Balazevic, Eric Wallace, et al.2022 · 215 citations
8. A Survey on Stance Detection for Mis- and Disinformation IdentificationMomchil Hardalov, Arnav Arora, Preslav Nakov, et al.2022 · 187 citations
9. Prompt-learning for Fine-grained Entity TypingNing Ding, Yulin Chen, Xu Han, et al.2022 · 180 citations
10. Thinking about GPT-3 In-Context Learning for Biomedical IE? Think AgainBernal Jimenez Gutierrez, Nikolas McNeal, Clayton Washington, et al.2022 · 179 citations
11. Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge DistillationQingyu Tan, Ruidan He, Lidong Bing, et al.2022 · 169 citations
12. Impact of Pretraining Term Frequencies on Few-Shot Numerical ReasoningYasaman Razeghi, Robert L Logan IV, Matt Gardner, et al.2022 · 162 citations
13. Language Models as Agent ModelsJacob Andreas2022 · 157 citations
14. UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question AnsweringBarlas Oguz, Xilun Chen, Vladimir Karpukhin, et al.2022 · 146 citations
15. In-Context Learning for Few-Shot Dialogue State TrackingYushi Hu, Chia-Hsuan Lee, Tianbao Xie, et al.2022 · 144 citations
16. RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet ExtractionYew Ken Chia, Lidong Bing, Soujanya Poria, et al.2022 · 141 citations
17. IndicBART: A Pre-trained Model for Indic Natural Language GenerationRaj Dabre, Himani Shrotriya, Anoop Kunchukuttan, et al.2022 · 141 citations
18. Few-Shot Self-Rationalization with Natural Language PromptsAna Marasovic, Iz Beltagy, Doug Downey, et al.2022 · 134 citations
19. Language Models that Seek for Knowledge: Modular Search & Generation for Dialogue and Prompt CompletionKurt Shuster, Mojtaba Komeili, Leonard Adolphs, et al.2022 · 131 citations
20. Extracting Latent Steering Vectors from Pretrained Language ModelsNishant Subramani, Nivedita Suresh, Matthew Peters2022 · 131 citations
21. Controllable Natural Language Generation with Contrastive PrefixesJing Qian, Li Dong, Yelong Shen, et al.2022 · 128 citations
22. Bitext Mining Using Distilled Sentence Representations for Low-Resource LanguagesKevin Heffernan, Onur Çelebi, Holger Schwenk2022 · 127 citations
23. Logical Fallacy DetectionZhijing Jin, Abhinav Lalwani, Tejas Vaidhya, et al.2022 · 119 citations
24. Calibrating Factual Knowledge in Pretrained Language ModelsQingxiu Dong, Damai Dai, Yifan Song, et al.2022 · 115 citations
25. MoEfication: Transformer Feed-forward Layers are Mixtures of ExpertsZhengyan Zhang, Yankai Lin, Zhiyuan Liu, et al.2022 · 115 citations

See all 48 works in Findings of the Association for Computational Linguistics 2022 — accepted papers →

🧭 Top topics

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

🧠Language models & pretraining (10)🧮Reasoning (5)🧵Discourse analysis (4)😊Sentiment & emotion (4)✍️Text generation (4)📏Evaluation & benchmarks (4)❓Question answering (3)🗨️Dialogue systems (3)🔗Coreference resolution (2)🔁Machine translation (2)🌱Low-resource languages (2)Semitic languages (2)🛡️Bias, fairness & safety (2)English (2)🏷️Named entity recognition (1)

📚 Fields

🖥️Computer Science (48)🎭Arts and Humanities (46)🤝Social Sciences (5)🧬Biochemistry, Genetics and Molecular Biology (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.

🔬Allen Institute for Artificial IntelligenceSeattle · United States6 works here🎓Tsinghua UniversityBeijing · China4 works here🏢MicrosoftRedmond · United States3 works here🎓University of California, Santa BarbaraSanta Barbara · United States3 works here🎓University of WashingtonSeattle · United States3 works here🏢TencentShenzhen · China3 works here🎓University of EdinburghEdinburgh · United Kingdom3 works here🎓University of California, Los AngelesLos Angeles · United States2 works here🎓The University of MelbourneMelbourne · Australia2 works here🎓Nanyang Technological UniversitySingapore · Singapore2 works here🎓University of MichiganAnn Arbor · United States2 works here🎓ETH ZurichZurich · Switzerland2 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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