📰 Findings of the Association for Computational Linguistics 2020 — accepted papers

Findings of the Association for Computational Linguistics 2020 is the 2020 edition of the Findings of the Association for Computational Linguistics, held in Online, November 2020 (publisher: Association for Computational Linguistics). The ACL Anthology lists 447 papers of it; our library holds 41 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. CodeBERT: A Pre-Trained Model for Programming and Natural LanguagesZhangyin Feng, Daya Guo, Duyu Tang et al.2,679 citations · our summary
2. TinyBERT: Distilling BERT for Natural Language UnderstandingXiaoqi Jiao, Yichun Yin, Lifeng Shang et al.1,729 citations
3. LEGAL-BERT: The Muppets straight out of Law SchoolIlias Chalkidis, Manos Fergadiotis, Prodromos Malakasiotis et al.994 citations · our summary
4. TweetEval: Unified Benchmark and Comparative Evaluation for Tweet ClassificationFrancesco Barbieri, Jose Camacho-Collados, Luis Espinosa Anke et al.674 citations · our summary
5. RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language ModelsSamuel Gehman, Suchin Gururangan, Maarten Sap et al.654 citations · our summary
6. Revisiting Pre-Trained Models for Chinese Natural Language ProcessingYiming Cui, Wanxiang Che, Ting Liu et al.578 citations · our summary
7. UNIFIEDQA: Crossing Format Boundaries with a Single QA SystemDaniel Khashabi, Sewon Min, Tushar Khot et al.489 citations · our summary
8. PhoBERT: Pre-trained language models for VietnameseDat Quoc Nguyen, Anh Tuan Nguyen456 citations · our summary
9. Document Ranking with a Pretrained Sequence-to-Sequence ModelRodrigo Nogueira, Zhiying Jiang, Ronak Pradeep et al.448 citations · our summary
10. IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian LanguagesDivyanshu Kakwani, Anoop Kunchukuttan, Satish Golla et al.446 citations · our summary

All accepted papers (447)

The most cited first; 41 with our summary link to their page here, the others to the original.

1. CodeBERT: A Pre-Trained Model for Programming and Natural LanguagesZhangyin Feng, Daya Guo, Duyu Tang et al.2,679 citations · our summary
2. TinyBERT: Distilling BERT for Natural Language UnderstandingXiaoqi Jiao, Yichun Yin, Lifeng Shang et al.1,729 citations
3. LEGAL-BERT: The Muppets straight out of Law SchoolIlias Chalkidis, Manos Fergadiotis, Prodromos Malakasiotis et al.994 citations · our summary
4. TweetEval: Unified Benchmark and Comparative Evaluation for Tweet ClassificationFrancesco Barbieri, Jose Camacho-Collados, Luis Espinosa Anke et al.674 citations · our summary
5. RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language ModelsSamuel Gehman, Suchin Gururangan, Maarten Sap et al.654 citations · our summary
6. Revisiting Pre-Trained Models for Chinese Natural Language ProcessingYiming Cui, Wanxiang Che, Ting Liu et al.578 citations · our summary
7. UNIFIEDQA: Crossing Format Boundaries with a Single QA SystemDaniel Khashabi, Sewon Min, Tushar Khot et al.489 citations · our summary
8. PhoBERT: Pre-trained language models for VietnameseDat Quoc Nguyen, Anh Tuan Nguyen456 citations · our summary
9. Document Ranking with a Pretrained Sequence-to-Sequence ModelRodrigo Nogueira, Zhiying Jiang, Ronak Pradeep et al.448 citations · our summary
10. IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian LanguagesDivyanshu Kakwani, Anoop Kunchukuttan, Satish Golla et al.446 citations · our summary
11. ProphetNet: Predicting Future N-gram for Sequence-to-SequencePre-trainingWeizhen Qi, Yu Yan, Yeyun Gong et al.374 citations · our summary
12. COSMIC: COmmonSense knowledge for eMotion Identification in ConversationsDeepanway Ghosal, Navonil Majumder, Alexander Gelbukh et al.361 citations
13. Evaluating Models' Local Decision Boundaries via Contrast SetsMatt Gardner, Yoav Artzi, Victoria Basmov et al.256 citations · our summary
14. RobBERT: a Dutch RoBERTa-based Language ModelPieter Delobelle, Thomas Winters, Bettina Berendt235 citations · our summary
15. CommonGen: A Constrained Text Generation Challenge for Generative Commonsense ReasoningBill Yuchen Lin, Wangchunshu Zhou, Ming Shen et al.231 citations
16. Grid Tagging Scheme for Aspect-oriented Fine-grained Opinion ExtractionZhen Wu, Chengcan Ying, Fei Zhao et al.225 citations
17. HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual DataWenhu Chen, Hanwen Zha, Zhiyu Chen et al.201 citations · our summary
18. Participatory Research for Low-resourced Machine Translation: A Case Study in African LanguagesWilhelmina Nekoto, Vukosi Marivate, Tshinondiwa Matsila et al.182 citations · our summary
19. Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic ParsingXi Victoria Lin, Richard Socher, Caiming Xiong181 citations · our summary
20. ConveRT: Efficient and Accurate Conversational Representations from TransformersMatthew Henderson, Iñigo Casanueva, Nikola Mrkšić et al.176 citations · our summary
21. Event Extraction as Multi-turn Question AnsweringFayuan Li, Weihua Peng, Yuguang Chen et al.173 citations · our summary
22. Byte Pair Encoding is Suboptimal for Language Model PretrainingKaj Bostrom, Greg Durrett172 citations · our summary
23. Few-shot Natural Language Generation for Task-Oriented DialogBaolin Peng, Chenguang Zhu, Chunyuan Li et al.164 citations · our summary
24. TLDR: Extreme Summarization of Scientific DocumentsIsabel Cachola, Kyle Lo, Arman Cohan et al.162 citations · our summary
25. Blockwise Self-Attention for Long Document UnderstandingJiezhong Qiu, Hao Ma, Omer Levy et al.161 citations

See all 447 papers in Findings of the Association for Computational Linguistics 2020 — accepted papers →

📄 Papers with our summary in our library (41)

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

1. CodeBERT: A Pre-Trained Model for Programming and Natural LanguagesZhangyin Feng, Daya Guo, Duyu Tang, et al.2020 · 2,960 citations
2. LEGAL-BERT: The Muppets straight out of Law SchoolIlias Chalkidis, Manos Fergadiotis, Prodromos Malakasiotis, et al.2020 · 1,493 citations
3. RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language ModelsSamuel Gehman, Suchin Gururangan, Maarten Sap, et al.2020 · 1,281 citations
4. UNIFIEDQA: Crossing Format Boundaries with a Single QA SystemDaniel Khashabi, Sewon Min, Tushar Khot, et al.2020 · 844 citations
5. IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian LanguagesDivyanshu Kakwani, Anoop Kunchukuttan, Satish Golla, et al.2020 · 730 citations
6. PhoBERT: Pre-trained language models for VietnameseDat Quoc Nguyen, Anh Tuan Nguyen2020 · 571 citations
7. Document Ranking with a Pretrained Sequence-to-Sequence ModelRodrigo Nogueira, Zhiying Jiang, Ronak Pradeep, et al.2020 · 540 citations
8. Evaluating Models' Local Decision Boundaries via Contrast SetsMatt Gardner, Yoav Artzi, Victoria Basmov, et al.2020 · 522 citations
9. ProphetNet: Predicting Future N-gram for Sequence-to-SequencePre-trainingWeizhen Qi, Yu Yan, Yeyun Gong, et al.2020 · 453 citations
10. Participatory Research for Low-resourced Machine Translation: A Case Study in African LanguagesWilhelmina Nekoto, Vukosi Marivate, Tshinondiwa Matsila, et al.2020 · 334 citations
11. Byte Pair Encoding is Suboptimal for Language Model PretrainingKaj Bostrom, Greg Durrett2020 · 309 citations
12. WikiLingua: A New Benchmark Dataset for Cross-Lingual Abstractive SummarizationFaisal Ladhak, Esin Durmus, Claire Cardie, et al.2020 · 273 citations
13. ConveRT: Efficient and Accurate Conversational Representations from TransformersMatthew Henderson, Iñigo Casanueva, Nikola Mrkšić, et al.2020 · 268 citations
14. Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic ParsingXi Victoria Lin, Richard Socher, Caiming Xiong2020 · 261 citations
15. TLDR: Extreme Summarization of Scientific DocumentsIsabel Cachola, Kyle Lo, Arman Cohan, et al.2020 · 260 citations
16. Few-shot Natural Language Generation for Task-Oriented DialogBaolin Peng, Chenguang Zhu, Chunyuan Li, et al.2020 · 255 citations
17. Event Extraction as Multi-turn Question AnsweringFayuan Li, Weihua Peng, Yuguang Chen, et al.2020 · 250 citations
18. HoVer: A Dataset for Many-Hop Fact Extraction And Claim VerificationYichen Jiang, Shikha Bordia, Zheng Zhong, et al.2020 · 221 citations
19. Evaluating Factuality in Generation with Dependency-level EntailmentTanya Goyal, Greg Durrett2020 · 203 citations
20. Generative Data Augmentation for Commonsense ReasoningYiben Yang, Chaitanya Malaviya, Jared Fernandez, et al.2020 · 195 citations
21. Modeling Intra and Inter-modality Incongruity for Multi-Modal Sarcasm DetectionHongliang Pan, Zheng Lin, Peng Fu, et al.2020 · 181 citations
22. Towards Controllable Biases in Language GenerationEmily Sheng, Kai-Wei Chang, Prem Natarajan, et al.2020 · 167 citations
23. Understanding tables with intermediate pre-trainingJulian Eisenschlos, Syrine Krichene, Thomas Müller2020 · 158 citations
24. Reducing Quantity Hallucinations in Abstractive SummarizationZheng Zhao, Shay B. Cohen, Bonnie Webber2020 · 156 citations
25. Exploring Versatile Generative Language Model Via Parameter-Efficient Transfer LearningZhaojiang Lin, Andrea Madotto, Pascale Fung2020 · 151 citations

See all 41 works in Findings of the Association for Computational Linguistics 2020 — accepted papers →

🧭 Top topics

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

🧠Language models & pretraining (7)📏Evaluation & benchmarks (5)🌍Multilingual & cross-lingual NLP (4)🔁Machine translation (3)😊Sentiment & emotion (3)📝Summarization (3)🕎Hebrew & Aramaic (3)Semitic languages (3)❓Question answering (2)✍️Text generation (2)🗨️Dialogue systems (2)🧩Morphology (2)🧮Reasoning (2)💻Code & programming languages (2)🖼️Vision & language (2)

📚 Fields

🖥️Computer Science (40)🎭Arts and Humanities (39)🤝Social Sciences (7)💭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 States7 works here🎓University of WashingtonSeattle · United States5 works here🏢MicrosoftRedmond · United States3 works here🏢GoogleMountain View · United States3 works here🎓Bar-Ilan UniversityRamat Gan · Israel3 works here🎓University of EdinburghEdinburgh · United Kingdom3 works here🎓University of North Carolina at Chapel HillChapel Hill · United States2 works here🎓University of Southern CaliforniaLos Angeles · United States2 works here🎓University of WaterlooWaterloo · Canada2 works here🎓Cornell UniversityIthaca · United States2 works here🎓University of CambridgeCambridge · United Kingdom2 works here🏢Microsoft Research AsiaBeijing · China2 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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