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NAACL 2019 — accepted papers

NAACL 2019 is the 2019 edition of the Conference of the North American Chapter of the Association for Computational Linguistics (NAACL), held in Minneapolis, Minnesota, June 2019 (publisher: Association for Computational Linguistics). The ACL Anthology lists 481 papers of it in 3 tracks; our library holds 69 with our summaries. Below: its awards, the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

 481papers in the proceedings 69works in our library 82,825citations of these works Minneapolis, Minnesotawhere it was held June 2019when

Tracks

Main447Human Language Technologies, Volume 2 (Industry Papers28Tutorials6

Awards

As the ACL Anthology records them.

  1. BERT: Pre-training of Deep Bidirectional Transformers for Language UnderstandingJacob Devlin, Ming-Wei Chang, Kenton Lee et al. · 🏆 Best Long Paper31,944 citations · our summary
  2. CommonsenseQA: A Question Answering Challenge Targeting Commonsense KnowledgeAlon Talmor, Jonathan Herzig, Nicholas Lourie et al. · 🏆 Best Resource Paper491 citations · our summary
  3. Probing the Need for Visual Context in Multimodal Machine TranslationOzan Caglayan, Pranava Madhyastha, Lucia Specia et al. · 🏆 Best Short Paper139 citations · our summary
  4. CNM: An Interpretable Complex-valued Network for MatchingQiuchi Li, Benyou Wang, Massimo Melucci · 🏆 Best Explainable NLP Paper29 citations
  5. What's in a Name? Reducing Bias in Bios without Access to Protected AttributesAlexey Romanov, Maria De-Arteaga, Hanna Wallach et al. · 🏆 Best Thematic Paper24 citations

Most cited papers

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

  1. BERT: Pre-training of Deep Bidirectional Transformers for Language UnderstandingJacob Devlin, Ming-Wei Chang, Kenton Lee et al. · 🏆 Best Long Paper31,944 citations · our summary
  2. fairseq: A Fast, Extensible Toolkit for Sequence ModelingMyle Ott, Sergey Edunov, Alexei Baevski et al.2,344 citations · our summary
  3. Predicting the Type and Target of Offensive Posts in Social MediaMarcos Zampieri, Shervin Malmasi, Preslav Nakov et al.720 citations · our summary
  4. Linguistic Knowledge and Transferability of Contextual RepresentationsNelson F. Liu, Matt Gardner, Yonatan Belinkov et al.621 citations · our summary
  5. Attention is not ExplanationSarthak Jain, Byron C. Wallace598 citations · our summary
  6. A Structural Probe for Finding Syntax in Word RepresentationsJohn Hewitt, Christopher D. Manning596 citations · our summary
  7. Transfer Learning in Natural Language ProcessingSebastian Ruder, Matthew E. Peters, Swabha Swayamdipta et al. · Tutorials587 citations · our summary
  8. CommonsenseQA: A Question Answering Challenge Targeting Commonsense KnowledgeAlon Talmor, Jonathan Herzig, Nicholas Lourie et al. · 🏆 Best Resource Paper491 citations · our summary
  9. On Measuring Social Biases in Sentence EncodersChandler May, Alex Wang, Shikha Bordia et al.438 citations · our summary
  10. Massively Multilingual Neural Machine TranslationRoee Aharoni, Melvin Johnson, Orhan Firat394 citations

All accepted papers (481)

The most cited first; 69 with our summary link to their page here, the others to the original.

  1. BERT: Pre-training of Deep Bidirectional Transformers for Language UnderstandingJacob Devlin, Ming-Wei Chang, Kenton Lee et al. · 🏆 Best Long Paper31,944 citations · our summary
  2. fairseq: A Fast, Extensible Toolkit for Sequence ModelingMyle Ott, Sergey Edunov, Alexei Baevski et al.2,344 citations · our summary
  3. Predicting the Type and Target of Offensive Posts in Social MediaMarcos Zampieri, Shervin Malmasi, Preslav Nakov et al.720 citations · our summary
  4. Linguistic Knowledge and Transferability of Contextual RepresentationsNelson F. Liu, Matt Gardner, Yonatan Belinkov et al.621 citations · our summary
  5. Attention is not ExplanationSarthak Jain, Byron C. Wallace598 citations · our summary
  6. A Structural Probe for Finding Syntax in Word RepresentationsJohn Hewitt, Christopher D. Manning596 citations · our summary
  7. Transfer Learning in Natural Language ProcessingSebastian Ruder, Matthew E. Peters, Swabha Swayamdipta et al. · Tutorials587 citations · our summary
  8. CommonsenseQA: A Question Answering Challenge Targeting Commonsense KnowledgeAlon Talmor, Jonathan Herzig, Nicholas Lourie et al. · 🏆 Best Resource Paper491 citations · our summary
  9. On Measuring Social Biases in Sentence EncodersChandler May, Alex Wang, Shikha Bordia et al.438 citations · our summary
  10. Massively Multilingual Neural Machine TranslationRoee Aharoni, Melvin Johnson, Orhan Firat394 citations
  11. End-to-End Open-Domain Question Answering with BERTseriniWei Yang, Yuqing Xie, Aileen Lin et al.391 citations · our summary
  12. FLAIR: An Easy-to-Use Framework for State-of-the-Art NLPAlan Akbik, Tanja Bergmann, Duncan Blythe et al.343 citations · our summary
  13. DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over ParagraphsDheeru Dua, Yizhong Wang, Pradeep Dasigi et al.339 citations · our summary
  14. Gender Bias in Contextualized Word EmbeddingsJieyu Zhao, Tianlu Wang, Mark Yatskar et al.319 citations · our summary
  15. BoolQ: Exploring the Surprising Difficulty of Natural Yes/No QuestionsChristopher Clark, Kenton Lee, Ming-Wei Chang et al.312 citations · our summary
  16. A general framework for information extraction using dynamic span graphsYi Luan, Dave Wadden, Luheng He et al.311 citations · our summary
  17. Competence-based Curriculum Learning for Neural Machine TranslationEmmanouil Antonios Platanios, Otilia Stretcu, Graham Neubig et al.304 citations
  18. BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment AnalysisHu Xu, Bing Liu, Lei Shu et al.295 citations
  19. Learning to Navigate Unseen Environments: Back Translation with Environmental DropoutHao Tan, Licheng Yu, Mohit Bansal289 citations · our summary
  20. Pooled Contextualized Embeddings for Named Entity RecognitionAlan Akbik, Tanja Bergmann, Roland Vollgraf286 citations · our summary
  21. A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search PersonalizationDai Quoc Nguyen, Thanh Vu, Tu Dinh Nguyen et al.267 citations
  22. Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word EmbeddingsThomas Manzini, Lim Yao Chong, Alan W Black et al.255 citations · our summary
  23. Cross-lingual Transfer Learning for Multilingual Task Oriented DialogSebastian Schuster, Sonal Gupta, Rushin Shah et al.246 citations · our summary
  24. What makes a good conversation? How controllable attributes affect human judgmentsAbigail See, Stephen Roller, Douwe Kiela et al.241 citations · our summary
  25. Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution NetworksNingyu Zhang, Shumin Deng, Zhanlin Sun et al.236 citations

See all 481 papers in NAACL 2019 — accepted papers →

 Papers with our summary in our library (69)

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

  1. BERT: Pre-training of Deep Bidirectional Transformers for Language UnderstandingJacob Devlin, Ming-Wei Chang, Kenton Lee, et al.2019 · 55,571 citations
  2. fairseq: A Fast, Extensible Toolkit for Sequence ModelingMyle Ott, Sergey Edunov, Alexei Baevski, et al.2019 · 3,951 citations
  3. CommonsenseQA: A Question Answering Challenge Targeting Commonsense KnowledgeAlon Talmor, Jonathan Herzig, Nicholas Lourie, et al.2019 · 1,639 citations
  4. BoolQ: Exploring the Surprising Difficulty of Natural Yes/No QuestionsChristopher Clark, Kenton Lee, Ming-Wei Chang, et al.2019 · 1,301 citations
  5. A Structural Probe for Finding Syntax in Word RepresentationsJohn Hewitt, Christopher D. Manning2019 · 1,232 citations
  6. Predicting the Type and Target of Offensive Posts in Social MediaMarcos Zampieri, Shervin Malmasi, Preslav Nakov, et al.2019 · 1,118 citations
  7. Linguistic Knowledge and Transferability of Contextual RepresentationsNelson F. Liu, Matt Gardner, Yonatan Belinkov, et al.2019 · 1,015 citations
  8. Attention is not ExplanationSarthak Jain, Byron C. Wallace2019 · 1,005 citations
  9. DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over ParagraphsDheeru Dua, Yizhong Wang, Pradeep Dasigi, et al.2019 · 943 citations
  10. On Measuring Social Biases in Sentence EncodersChandler May, Alex Wang, Shikha Bordia, et al.2019 · 761 citations
  11. Transfer Learning in Natural Language ProcessingSebastian Ruder, Matthew E. Peters, Swabha Swayamdipta, et al.2019 · 704 citations
  12. FLAIR: An Easy-to-Use Framework for State-of-the-Art NLPAlan Akbik, Tanja Bergmann, Duncan Blythe, et al.2019 · 647 citations
  13. WiC: the Word-in-Context Dataset for Evaluating Context-Sensitive Meaning RepresentationsMohammad Taher Pilehvar, Jose Camacho-Collados2019 · 594 citations
  14. PAWS: Paraphrase Adversaries from Word ScramblingYuan Zhang, Jason Baldridge, Luheng He2019 · 587 citations
  15. End-to-End Open-Domain Question Answering with BERTseriniWei Yang, Yuqing Xie, Aileen Lin, et al.2019 · 542 citations
  16. Gender Bias in Contextualized Word EmbeddingsJieyu Zhao, Tianlu Wang, Mark Yatskar, et al.2019 · 505 citations
  17. MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based FormalismsAida Amini, Saadia Gabriel, Shanchuan Lin, et al.2019 · 501 citations
  18. MuST-C: a Multilingual Speech Translation CorpusMattia A. Di Gangi, Roldano Cattoni, Luisa Bentivogli, et al.2019 · 436 citations
  19. A general framework for information extraction using dynamic span graphsYi Luan, Dave Wadden, Luheng He, et al.2019 · 430 citations
  20. Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove ThemHila Gonen, Yoav Goldberg2019 · 413 citations
  21. Cross-lingual Transfer Learning for Multilingual Task Oriented DialogSebastian Schuster, Sonal Gupta, Rushin Shah, et al.2019 · 391 citations
  22. Pooled Contextualized Embeddings for Named Entity RecognitionAlan Akbik, Tanja Bergmann, Roland Vollgraf2019 · 385 citations
  23. What makes a good conversation? How controllable attributes affect human judgmentsAbigail See, Stephen Roller, Douwe Kiela, et al.2019 · 372 citations
  24. Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary SentenceChi Sun, Luyao Huang, Xipeng Qiu2019 · 357 citations
  25. Learning to Navigate Unseen Environments: Back Translation with Environmental DropoutHao Tan, Licheng Yu, Mohit Bansal2019 · 347 citations

See all 69 works in NAACL 2019 — accepted papers →

 Top topics

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

Machine translation (8)Question answering (6)Reasoning (5)Language models & pretraining (4)Text generation (4)Evaluation & benchmarks (4)Coreference resolution (3)Dialogue systems (3)Speech & spoken language (3)Multilingual & cross-lingual NLP (3)Syntax & grammar formalisms (3)Bias, fairness & safety (3)English (3)Discourse analysis (2)Speech act theory (2)

13 more topics

Information extraction (2)Sentiment & emotion (2)Summarization (2)Semantic parsing & meaning representation (2)Vision & language (2)Named entity recognition (1)Dependency parsing (1)Universal Dependencies (1)Low-resource languages (1)Morphology (1)Knowledge graphs & ontologies (1)Psycholinguistics & language acquisition (1)Interpretability (1)

 Fields

Computer Science (69)Arts and Humanities (65)Social Sciences (5)Psychology (3)Biochemistry, Genetics and Molecular Biology (1)Decision Sciences (1)Neuroscience (1)

 Top authors

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

🧑‍🔬Hannaneh Hajishirzi3 works here · 1,217 citations🧑‍🔬Kenton Lee2 works here · 56,872 citations🧑‍🔬Kristina Toutanova2 works here · 56,872 citations🧑‍🔬Ming-Wei Chang2 works here · 56,872 citations🧑‍🔬Matt Gardner2 works here · 1,958 citations🧑‍🔬Matthew Peters2 works here · 1,719 citations🧑‍🔬Byron C. Wallace2 works here · 1,164 citations🧑‍🔬Nelson F. Liu2 works here · 1,152 citations🧑‍🔬Noah A. Smith2 works here · 1,152 citations🧑‍🔬Alan Akbik2 works here · 1,032 citations🧑‍🔬Roland Vollgraf2 works here · 1,032 citations🧑‍🔬Tanja Bergmann2 works here · 1,032 citations

 Top institutions

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

🎓Massachusetts Institute of TechnologyCambridge · United States6 works here🔬Allen Institute for Artificial IntelligenceSeattle · United States5 works here🎓Johns Hopkins UniversityBaltimore · United States4 works here🏢MetaMenlo Park · United States4 works here🎓Carnegie Mellon UniversityPittsburgh · United States4 works here🏢IBMArmonk · United States3 works here🎓Harvard UniversityCambridge · United States3 works here🎓University of WashingtonSeattle · United States3 works here🔬MIT Computer Science and Artificial Intelligence LaboratoryCambridge · United States3 works here🏢MicrosoftRedmond · United States2 works here🎓University of CambridgeCambridge · United Kingdom2 works here🎓University of AmsterdamAmsterdam · Netherlands2 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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