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Findings of the Association for Computational Linguistics 2021 — accepted papers

Findings of the Association for Computational Linguistics 2021 is the 2021 edition of the Findings of the Association for Computational Linguistics, held in Online, August 2021 (publisher: Association for Computational Linguistics). The ACL Anthology lists 881 papers of it; our library holds 50 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

 881papers in the proceedings 50works in our library 6,983citations of these works Onlinewhere it was held August 2021when

Most cited papers

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

  1. A Survey of Data Augmentation Approaches for NLPSteven Y. Feng, Varun Gangal, Jason Wei et al.670 citations · our summary
  2. Retrieval Augmentation Reduces Hallucination in ConversationKurt Shuster, Spencer Poff, Moya Chen et al.552 citations
  3. K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersRuize Wang, Duyu Tang, Nan Duan et al.456 citations · our summary
  4. Template-Based Named Entity Recognition Using BARTLeyang Cui, Yu Wu, Jian Liu et al.314 citations · our summary
  5. Multimodal Fusion with Co-Attention Networks for Fake News DetectionYang Wu, Pengwei Zhan, Yunjian Zhang et al.309 citations
  6. MiniLMv2: Multi-Head Self-Attention Relation Distillation for Compressing Pretrained TransformersWenhui Wang, Hangbo Bao, Shaohan Huang et al.257 citations
  7. REBEL: Relation Extraction By End-to-end Language generationPere-Lluís Huguet Cabot, Roberto Navigli242 citations
  8. XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 LanguagesTahmid Hasan, Abhik Bhattacharjee, Md. Saiful Islam et al.224 citations
  9. BertGCN: Transductive Text Classification by Combining GNN and BERTYuxiao Lin, Yuxian Meng, Xiaofei Sun et al.214 citations
  10. GeDi: Generative Discriminator Guided Sequence GenerationBen Krause, Akhilesh Deepak Gotmare, Bryan McCann et al.212 citations · our summary

All accepted papers (881)

The most cited first; 50 with our summary link to their page here, the others to the original.

  1. A Survey of Data Augmentation Approaches for NLPSteven Y. Feng, Varun Gangal, Jason Wei et al.670 citations · our summary
  2. Retrieval Augmentation Reduces Hallucination in ConversationKurt Shuster, Spencer Poff, Moya Chen et al.552 citations
  3. K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersRuize Wang, Duyu Tang, Nan Duan et al.456 citations · our summary
  4. Template-Based Named Entity Recognition Using BARTLeyang Cui, Yu Wu, Jian Liu et al.314 citations · our summary
  5. Multimodal Fusion with Co-Attention Networks for Fake News DetectionYang Wu, Pengwei Zhan, Yunjian Zhang et al.309 citations
  6. MiniLMv2: Multi-Head Self-Attention Relation Distillation for Compressing Pretrained TransformersWenhui Wang, Hangbo Bao, Shaohan Huang et al.257 citations
  7. REBEL: Relation Extraction By End-to-end Language generationPere-Lluís Huguet Cabot, Roberto Navigli242 citations
  8. XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 LanguagesTahmid Hasan, Abhik Bhattacharjee, Md. Saiful Islam et al.224 citations
  9. BertGCN: Transductive Text Classification by Combining GNN and BERTYuxiao Lin, Yuxian Meng, Xiaofei Sun et al.214 citations
  10. GeDi: Generative Discriminator Guided Sequence GenerationBen Krause, Akhilesh Deepak Gotmare, Bryan McCann et al.212 citations · our summary
  11. Want To Reduce Labeling Cost? GPT-3 Can HelpShuohang Wang, Yang Liu, Yichong Xu et al.170 citations · our summary
  12. Contrastive Attention for Automatic Chest X-ray Report GenerationFenglin Liu, Changchang Yin, Xian Wu et al.157 citations
  13. AEDA: An Easier Data Augmentation Technique for Text ClassificationAkbar Karimi, Leonardo Rossi, Andrea Prati154 citations
  14. DialogSum: A Real-Life Scenario Dialogue Summarization DatasetYulong Chen, Yang Liu, Liang Chen et al.150 citations · our summary
  15. GPT3Mix: Leveraging Large-scale Language Models for Text AugmentationKang Min Yoo, Dongju Park, Jaewook Kang et al.149 citations · our summary
  16. Fighting the COVID-19 Infodemic: Modeling the Perspective of Journalists, Fact-Checkers, Social Media Platforms, Policy Makers, and the SocietyFiroj Alam, Shaden Shaar, Fahim Dalvi et al.132 citations
  17. MOMENTA: A Multimodal Framework for Detecting Harmful Memes and Their TargetsShraman Pramanick, Shivam Sharma, Dimitar Dimitrov et al.131 citations · our summary
  18. Retrieval Augmented Code Generation and SummarizationMd Rizwan Parvez, Wasi Ahmad, Saikat Chakraborty et al.128 citations · our summary
  19. MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation ExtractionJingye Li, Kang Xu, Fei Li et al.125 citations
  20. TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding LearningKexin Wang, Nils Reimers, Iryna Gurevych125 citations
  21. Detecting Hallucinated Content in Conditional Neural Sequence GenerationChunting Zhou, Graham Neubig, Jiatao Gu et al.121 citations · our summary
  22. ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural LanguageOyvind Tafjord, Bhavana Dalvi, Peter Clark117 citations · our summary
  23. A Text-Centered Shared-Private Framework via Cross-Modal Prediction for Multimodal Sentiment AnalysisYang Wu, Zijie Lin, Yanyan Zhao et al.114 citations
  24. Detecting Harmful Memes and Their TargetsShraman Pramanick, Dimitar Dimitrov, Rituparna Mukherjee et al.114 citations · our summary
  25. GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical ReasoningJiaqi Chen, Jianheng Tang, Jinghui Qin et al.111 citations · our summary

See all 881 papers in Findings of the Association for Computational Linguistics 2021 — accepted papers →

 Papers with our summary in our library (50)

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

  1. Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text ModelsJianmo Ni, Gustavo Hernandez Abrego, Noah Constant, et al.2021 · 581 citations
  2. GeDi: Generative Discriminator Guided Sequence GenerationBen Krause, Akhilesh Deepak Gotmare, Bryan McCann, et al.2021 · 446 citations
  3. Template-Based Named Entity Recognition Using BARTLeyang Cui, Yu Wu, Jian Liu, et al.2021 · 420 citations
  4. ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural LanguageOyvind Tafjord, Bhavana Dalvi, Peter Clark2021 · 331 citations
  5. DialogSum: A Real-Life Scenario Dialogue Summarization DatasetYulong Chen, Yang Liu, Liang Chen, et al.2021 · 301 citations
  6. Want To Reduce Labeling Cost? GPT-3 Can HelpShuohang Wang, Yang Liu, Yichong Xu, et al.2021 · 298 citations
  7. GPT3Mix: Leveraging Large-scale Language Models for Text AugmentationKang Min Yoo, Dongju Park, Jaewook Kang, et al.2021 · 268 citations
  8. Detecting Hallucinated Content in Conditional Neural Sequence GenerationChunting Zhou, Graham Neubig, Jiatao Gu, et al.2021 · 229 citations
  9. Multilingual Translation from Denoising Pre-TrainingYuqing Tang, Chau Tran, Xian Li, et al.2021 · 219 citations
  10. MOMENTA: A Multimodal Framework for Detecting Harmful Memes and Their TargetsShraman Pramanick, Shivam Sharma, Dimitar Dimitrov, et al.2021 · 212 citations
  11. Challenges in Detoxifying Language ModelsJohannes Welbl, Amelia Glaese, Jonathan Uesato, et al.2021 · 207 citations
  12. Retrieval Augmented Code Generation and SummarizationMd Rizwan Parvez, Wasi Ahmad, Saikat Chakraborty, et al.2021 · 191 citations
  13. GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical ReasoningJiaqi Chen, Jianheng Tang, Jinghui Qin, et al.2021 · 183 citations
  14. ContractNLI: A Dataset for Document-level Natural Language Inference for ContractsYuta Koreeda, Christopher Manning2021 · 177 citations
  15. Detecting Harmful Memes and Their TargetsShraman Pramanick, Dimitar Dimitrov, Rituparna Mukherjee, et al.2021 · 171 citations
  16. P-Stance: A Large Dataset for Stance Detection in Political DomainYingjie Li, Tiberiu Sosea, Aditya Sawant, et al.2021 · 169 citations
  17. Sustainable Modular Debiasing of Language ModelsAnne Lauscher, Tobias Lueken, Goran Glavaš2021 · 165 citations
  18. Explaining NLP Models via Minimal Contrastive Editing (MiCE)Alexis Ross, Ana Marasović, Matthew Peters2021 · 154 citations
  19. PLATO-2: Towards Building an Open-Domain Chatbot via Curriculum LearningSiqi Bao, Huang He, Fan Wang, et al.2021 · 145 citations
  20. Out of Order: How important is the sequential order of words in a sentence in Natural Language Understanding tasks?Thang Pham, Trung Bui, Long Mai, et al.2021 · 145 citations
  21. Fully Non-autoregressive Neural Machine Translation: Tricks of the TradeJiatao Gu, Xiang Kong2021 · 141 citations
  22. TURINGBENCH: A Benchmark Environment for Turing Test in the Age of Neural Text GenerationAdaku Uchendu, Zeyu Ma, Thai Le, et al.2021 · 140 citations
  23. Enhancing Zero-shot and Few-shot Stance Detection with Commonsense Knowledge GraphRui Liu, Zheng Lin, Yutong Tan, et al.2021 · 134 citations
  24. MAD-G: Multilingual Adapter Generation for Efficient Cross-Lingual TransferAlan Ansell, Edoardo Maria Ponti, Jonas Pfeiffer, et al.2021 · 129 citations
  25. GO FIGURE: A Meta Evaluation of Factuality in SummarizationSaadia Gabriel, Asli Celikyilmaz, Rahul Jha, et al.2021 · 129 citations

See all 50 works in Findings of the Association for Computational Linguistics 2021 — accepted papers →

 Top topics

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

Language models & pretraining (9)Reasoning (8)English (8)Sentiment & emotion (5)Bias, fairness & safety (5)Coreference resolution (4)Dialogue systems (4)Machine translation (3)Summarization (3)Multilingual & cross-lingual NLP (3)Evaluation & benchmarks (3)Vision & language (3)Dependency parsing (2)Interpretability (2)Idioms & multiword expressions (2)

8 more topics

Named entity recognition (1)Discourse analysis (1)Speech act theory (1)Implicature (1)Question answering (1)Text generation (1)Knowledge graphs & ontologies (1)Code & programming languages (1)

 Fields

Computer Science (50)Arts and Humanities (45)Social Sciences (8)Psychology (2)Mathematics (1)

 Top authors

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

🧑‍🔬Jiatao Gu3 works here · 589 citations🧑‍🔬Yue Zhang2 works here · 721 citations🧑‍🔬Yang Liu2 works here · 599 citations🧑‍🔬Dimitar Dimitrov2 works here · 383 citations🧑‍🔬Md Shad Akhtar2 works here · 383 citations🧑‍🔬Preslav Nakov2 works here · 383 citations🧑‍🔬Shivam Sharma2 works here · 383 citations🧑‍🔬Shraman Pramanick2 works here · 383 citations🧑‍🔬Tanmoy Chakraborty2 works here · 383 citations🧑‍🔬Goran Glavaš2 works here · 294 citations🧑‍🔬Matthew Peters2 works here · 260 citations🧑‍🔬Cornelia Caragea2 works here · 200 citations

 Top institutions

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

🎓University of WashingtonSeattle · United States5 works here🔬Allen Institute for Artificial IntelligenceSeattle · United States5 works here🏢GoogleMountain View · United States3 works here🎓Carnegie Mellon UniversityPittsburgh · United States3 works here🎓Indraprastha Institute of Information Technology DelhiDelhi · India2 works here🎓University of CopenhagenCopenhagen · Denmark2 works here🏢MicrosoftRedmond · United States2 works here🏢Adobe SystemsSan Jose · United States2 works here🎓Bar-Ilan UniversityRamat Gan · Israel2 works here🎓University of California, Los AngelesLos Angeles · United States2 works here🎓University of MannheimMannheim · Germany2 works here🎓Hebrew University of JerusalemJerusalem · Israel2 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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