📰 NAACL 2022 — accepted papers

NAACL 2022 is the 2022 edition of the Conference of the North American Chapter of the Association for Computational Linguistics (NAACL), held in Seattle, United States, July 2022 (publisher: Association for Computational Linguistics). The ACL Anthology lists 538 papers of it in 5 tracks; our library holds 33 with our summaries. Below: its awards, the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

Tracks

Main442Industry Track40Student Research Workshop36System Demonstrations14Tutorial Abstracts6

Awards

As the ACL Anthology records them.

1. FNet: Mixing Tokens with Fourier TransformsJames Lee-Thorp, Joshua Ainslie, Ilya Eckstein et al. · 🏆 Best efficient NLP paper519 citations · our summary
2. NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead HeuristicsXiming Lu, Sean Welleck, Peter West et al. · 🏆 Best new method paper51 citations · our summary
3. User-Driven Research of Medical Note Generation SoftwareTom Knoll, Francesco Moramarco, Alex Papadopoulos Korfiatis et al. · 🏆 Best paper on human-centered NLP special theme20 citations
4. FRUIT: Faithfully Reflecting Updated Information in TextRobert L. Logan IV, Alexandre Passos, Sameer Singh et al. · 🏆 Best new task paper (tied)14 citations
5. A Balanced Data Approach for Evaluating Cross-Lingual Transfer: Mapping the Linguistic Blood BankDan Malkin, Tomasz Limisiewicz, Gabriel Stanovsky · 🏆 Honorable mention for contribution to methods12 citations
6. NewsEdits: A News Article Revision Dataset and a Novel Document-Level Reasoning ChallengeAlexander Spangher, Xiang Ren, Jonathan May et al. · 🏆 Honorable mention for contributions to resources11 citations
7. Automatic Correction of Human TranslationsJessy Lin, Geza Kovacs, Aditya Shastry et al. · 🏆 Best new task (tied) and new resource paper; Honorable mention for contribution to special theme on human-centered NLP3 citations

Most cited papers

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

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

All accepted papers (538)

The most cited first; 33 with our summary link to their page here, the others to the original.

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

See all 538 papers in NAACL 2022 — accepted papers →

📄 Papers with our summary in our library (33)

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

1. FNet: Mixing Tokens with Fourier TransformsJames Lee-Thorp, Joshua Ainslie, Ilya Eckstein, et al.2022 · 594 citations
2. ColBERTv2: Effective and Efficient Retrieval via Lightweight Late InteractionKeshav Santhanam, Omar Khattab, Jon Saad-Falcon, et al.2022 · 477 citations
3. Do Prompt-Based Models Really Understand the Meaning of Their Prompts?Albert Webson, Ellie Pavlick2022 · 398 citations
4. Annotators with Attitudes: How Annotator Beliefs And Identities Bias Toxic Language DetectionMaarten Sap, Swabha Swayamdipta, Laura Vianna, et al.2022 · 365 citations
5. Symbolic Knowledge Distillation: from General Language Models to Commonsense ModelsPeter West, Chandra Bhagavatula, Jack Hessel, et al.2022 · 344 citations
6. QAFactEval: Improved QA-Based Factual Consistency Evaluation for SummarizationAlexander Fabbri, Chien-Sheng Wu, Wenhao Liu, et al.2022 · 288 citations
7. TRUE: Re-evaluating Factual Consistency EvaluationOr Honovich, Roee Aharoni, Jonathan Herzig, et al.2022 · 276 citations
8. DiffCSE: Difference-based Contrastive Learning for Sentence EmbeddingsYung-Sung Chuang, Rumen Dangovski, Hongyin Luo, et al.2022 · 269 citations
9. DEGREE: A Data-Efficient Generation-Based Event Extraction ModelI-Hung Hsu, Kuan-Hao Huang, Elizabeth Boschee, et al.2022 · 227 citations
10. Two Contrasting Data Annotation Paradigms for Subjective NLP TasksPaul Röttger, Bertie Vidgen, Dirk Hovy, et al.2022 · 219 citations
11. On the Origin of Hallucinations in Conversational Models: Is it the Datasets or the Models?Nouha Dziri, Sivan Milton, Mo Yu, et al.2022 · 205 citations
12. Re2G: Retrieve, Rerank, GenerateMichael Glass, Gaetano Rossiello, Md Faisal Mahbub Chowdhury, et al.2022 · 183 citations
13. Template-free Prompt Tuning for Few-shot NERRuotian Ma, Xin Zhou, Tao Gui, et al.2022 · 181 citations
14. Lifting the Curse of Multilinguality by Pre-training Modular TransformersJonas Pfeiffer, Naman Goyal, Xi Victoria Lin, et al.2022 · 172 citations
15. QuALITY: Question Answering with Long Input Texts, Yes!Richard Yuanzhe Pang, Alicia Parrish, Nitish Joshi, et al.2022 · 162 citations
16. 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.2022 · 155 citations
17. GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense RetrievalKexin Wang, Nandan Thakur, Nils Reimers, et al.2022 · 155 citations
18. Measure and Improve Robustness in NLP Models: A SurveyXuezhi Wang, Haohan Wang, Diyi Yang2022 · 148 citations
19. Quality-Aware Decoding for Neural Machine TranslationPatrick Fernandes, António Farinhas, Ricardo Rei, et al.2022 · 143 citations
20. NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead HeuristicsXiming Lu, Sean Welleck, Peter West, et al.2022 · 136 citations
21. Testing the Ability of Language Models to Interpret Figurative LanguageEmmy Liu, Chenxuan Cui, Kenneth Zheng, et al.2022 · 111 citations
22. Time Waits for No One! Analysis and Challenges of Temporal MisalignmentKelvin Luu, Daniel Khashabi, Suchin Gururangan, et al.2022 · 101 citations
23. FactPEGASUS: Factuality-Aware Pre-training and Fine-tuning for Abstractive SummarizationDavid Wan, Mohit Bansal2022 · 101 citations
24. WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language modelsBenjamin Minixhofer, Fabian Paischer, Navid Rekabsaz2022 · 90 citations
25. BlonDe: An Automatic Evaluation Metric for Document-level Machine TranslationYuchen Jiang, Tianyu Liu, Shuming Ma, et al.2022 · 85 citations

See all 33 works in NAACL 2022 — accepted papers →

🧭 Top topics

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

🧠Language models & pretraining (5)🔗Coreference resolution (3)🔁Machine translation (3)🔍Information retrieval & search (3)❓Question answering (2)📝Summarization (2)🌍Multilingual & cross-lingual NLP (2)🧮Reasoning (2)🧾Semantic parsing & meaning representation (2)English (2)🏷️Named entity recognition (1)🎭Semantic role labeling (1)🔎Information extraction (1)✍️Text generation (1)🗨️Dialogue systems (1)

📚 Fields

🖥️Computer Science (33)🎭Arts and Humanities (32)💭Psychology (1)🤝Social Sciences (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 States5 works here🏢GoogleMountain View · United States4 works here🔬Allen Institute for Artificial IntelligenceSeattle · United States4 works here🎓Carnegie Mellon UniversityPittsburgh · United States4 works here🎓Georgia Institute of TechnologyAtlanta · United States3 works here🎓New York UniversityNew York · United States3 works here🏢AmazonSeattle · United States2 works here🏢IBMArmonk · United States2 works here🎓Technische Universität DarmstadtDarmstadt · Germany2 works here🎓University of Maryland, College ParkCollege Park · United States2 works here🎓Namibia University of Science and TechnologyWindhoek · Namibia1 work here🎓University of North Carolina at Chapel HillChapel Hill · United States1 work 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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