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ACL 2019 — accepted papers

ACL 2019 is the 2019 edition of the Annual Meeting of the Association for Computational Linguistics (ACL), held in Florence, Italy, July 2019 (publisher: Association for Computational Linguistics). The ACL Anthology lists 703 papers of it in 3 tracks; our library holds 145 with our summaries. Below: its awards, the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

 703papers in the proceedings 145works in our library 58,150citations of these works Florence, Italywhere it was held July 2019when

Tracks

Main660System Demonstrations34Tutorial Abstracts9

Awards

As the ACL Anthology records them.

  1. Transferable Multi-Domain State Generator for Task-Oriented Dialogue SystemsChien-Sheng Wu, Andrea Madotto, Ehsan Hosseini-Asl et al. · 🏆 Outstanding Paper415 citations
  2. Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in TextsRui Xia, Zixiang Ding · 🏆 Outstanding Paper269 citations
  3. Zero-Shot Entity Linking by Reading Entity DescriptionsLajanugen Logeswaran, Ming-Wei Chang, Kenton Lee et al. · 🏆 Outstanding Paper241 citations
  4. Bridging the Gap between Training and Inference for Neural Machine TranslationWen Zhang, Yang Feng, Fandong Meng et al. · 🏆 Best Long Paper206 citations · our summary
  5. OpenKiwi: An Open Source Framework for Quality EstimationFabio Kepler, Jonay Trénous, Marcos Treviso et al. · System Demonstrations · 🏆 Best Demo Paper112 citations · our summary
  6. We Need to Talk about Standard SplitsKyle Gorman, Steven Bedrick · 🏆 Outstanding Paper95 citations
  7. A Simple Theoretical Model of Importance for SummarizationMaxime Peyrard · 🏆 Outstanding Paper70 citations
  8. Do You Know That Florence Is Packed with Visitors? Evaluating State-of-the-art Models of Speaker CommitmentNanjiang Jiang, Marie-Catherine de Marneffe · 🏆 Best Short Paper16 citations · our summary

Most cited papers

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

  1. Energy and Policy Considerations for Deep Learning in NLPEmma Strubell, Ananya Ganesh, Andrew McCallum3,453 citations · our summary
  2. Transformer-XL: Attentive Language Models beyond a Fixed-Length ContextZihang Dai, Zhilin Yang, Yiming Yang et al.3,085 citations
  3. Multimodal Transformer for Unaligned Multimodal Language SequencesYao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang et al.2,005 citations · our summary
  4. ERNIE: Enhanced Language Representation with Informative EntitiesZhengyan Zhang, Xu Han, Zhiyuan Liu et al.1,440 citations
  5. MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in ConversationsSoujanya Poria, Devamanyu Hazarika, Navonil Majumder et al.1,332 citations · our summary
  6. How Multilingual is Multilingual BERT?Telmo Pires, Eva Schlinger, Dan Garrette1,286 citations · our summary
  7. BERT Rediscovers the Classical NLP PipelineIan Tenney, Dipanjan Das, Ellie Pavlick1,259 citations · our summary
  8. What Does BERT Learn about the Structure of Language?Ganesh Jawahar, Benoît Sagot, Djamé Seddah1,219 citations · our summary
  9. Multi-Task Deep Neural Networks for Natural Language UnderstandingXiaodong Liu, Pengcheng He, Weizhu Chen et al.1,154 citations · our summary
  10. Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be PrunedElena Voita, David Talbot, Fedor Moiseev et al.1,111 citations · our summary

All accepted papers (703)

The most cited first; 145 with our summary link to their page here, the others to the original.

  1. Energy and Policy Considerations for Deep Learning in NLPEmma Strubell, Ananya Ganesh, Andrew McCallum3,453 citations · our summary
  2. Transformer-XL: Attentive Language Models beyond a Fixed-Length ContextZihang Dai, Zhilin Yang, Yiming Yang et al.3,085 citations
  3. Multimodal Transformer for Unaligned Multimodal Language SequencesYao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang et al.2,005 citations · our summary
  4. ERNIE: Enhanced Language Representation with Informative EntitiesZhengyan Zhang, Xu Han, Zhiyuan Liu et al.1,440 citations
  5. MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in ConversationsSoujanya Poria, Devamanyu Hazarika, Navonil Majumder et al.1,332 citations · our summary
  6. How Multilingual is Multilingual BERT?Telmo Pires, Eva Schlinger, Dan Garrette1,286 citations · our summary
  7. BERT Rediscovers the Classical NLP PipelineIan Tenney, Dipanjan Das, Ellie Pavlick1,259 citations · our summary
  8. What Does BERT Learn about the Structure of Language?Ganesh Jawahar, Benoît Sagot, Djamé Seddah1,219 citations · our summary
  9. Multi-Task Deep Neural Networks for Natural Language UnderstandingXiaodong Liu, Pengcheng He, Weizhu Chen et al.1,154 citations · our summary
  10. Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be PrunedElena Voita, David Talbot, Fedor Moiseev et al.1,111 citations · our summary
  11. Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language InferenceR. Thomas McCoy, Ellie Pavlick, Tal Linzen931 citations · our summary
  12. COMET: Commonsense Transformers for Automatic Knowledge Graph ConstructionAntoine Bosselut, Hannah Rashkin, Maarten Sap et al.868 citations · our summary
  13. HellaSwag: Can a Machine Really Finish Your Sentence?Rowan Zellers, Ari Holtzman, Yonatan Bisk et al.795 citations
  14. Towards Empathetic Open-domain Conversation Models: A New Benchmark and DatasetHannah Rashkin, Eric Michael Smith, Margaret Li et al.771 citations
  15. The Risk of Racial Bias in Hate Speech DetectionMaarten Sap, Dallas Card, Saadia Gabriel et al.770 citations · our summary
  16. Latent Retrieval for Weakly Supervised Open Domain Question AnsweringKenton Lee, Ming-Wei Chang, Kristina Toutanova749 citations · our summary
  17. Matching the Blanks: Distributional Similarity for Relation LearningLivio Baldini Soares, Nicholas FitzGerald, Jeffrey Ling et al.697 citations · our summary
  18. Learning Deep Transformer Models for Machine TranslationQiang Wang, Bei Li, Tong Xiao et al.653 citations · our summary
  19. Is Attention Interpretable?Sofia Serrano, Noah A. Smith648 citations · our summary
  20. Generating Natural Language Adversarial Examples through Probability Weighted Word SaliencyShuhuai Ren, Yihe Deng, Kun He et al.635 citations · our summary
  21. A Multiscale Visualization of Attention in the Transformer ModelJesse Vig · System Demonstrations555 citations · our summary
  22. DocRED: A Large-Scale Document-Level Relation Extraction DatasetYuan Yao, Deming Ye, Peng Li et al.524 citations
  23. Attention Guided Graph Convolutional Networks for Relation ExtractionZhijiang Guo, Yan Zhang, Wei Lu522 citations · our summary
  24. Mitigating Gender Bias in Natural Language Processing: Literature ReviewTony Sun, Andrew Gaut, Shirlyn Tang et al.478 citations · our summary
  25. A Corpus for Reasoning about Natural Language Grounded in PhotographsAlane Suhr, Stephanie Zhou, Ally Zhang et al.448 citations · our summary

See all 703 papers in ACL 2019 — accepted papers →

 Papers with our summary in our library (145)

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

  1. Energy and Policy Considerations for Deep Learning in NLPEmma Strubell, Ananya Ganesh, Andrew McCallum2019 · 4,053 citations
  2. Multimodal Transformer for Unaligned Multimodal Language SequencesYao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang, et al.2019 · 2,174 citations
  3. How Multilingual is Multilingual BERT?Telmo Pires, Eva Schlinger, Dan Garrette2019 · 2,104 citations
  4. BERT Rediscovers the Classical NLP PipelineIan Tenney, Dipanjan Das, Ellie Pavlick2019 · 2,002 citations
  5. What Does BERT Learn about the Structure of Language?Ganesh Jawahar, Benoît Sagot, Djamé Seddah2019 · 1,799 citations
  6. Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language InferenceR. Thomas McCoy, Ellie Pavlick, Tal Linzen2019 · 1,635 citations
  7. Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be PrunedElena Voita, David Talbot, Fedor Moiseev, et al.2019 · 1,520 citations
  8. Multi-Task Deep Neural Networks for Natural Language UnderstandingXiaodong Liu, Pengcheng He, Weizhu Chen, et al.2019 · 1,511 citations
  9. COMET: Commonsense Transformers for Automatic Knowledge Graph ConstructionAntoine Bosselut, Hannah Rashkin, Maarten Sap, et al.2019 · 1,287 citations
  10. CamemBERT: a Tasty French Language ModelLouis Martin, Benjamin Muller, Pedro Javier Ortiz Suárez, et al.2019 · 1,267 citations
  11. Latent Retrieval for Weakly Supervised Open Domain Question AnsweringKenton Lee, Ming-Wei Chang, Kristina Toutanova2019 · 1,236 citations
  12. The Risk of Racial Bias in Hate Speech DetectionMaarten Sap, Dallas Card, Saadia Gabriel, et al.2019 · 1,152 citations
  13. Matching the Blanks: Distributional Similarity for Relation LearningLivio Baldini Soares, Nicholas FitzGerald, Jeffrey Ling, et al.2019 · 994 citations
  14. Is Attention Interpretable?Sofia Serrano, Noah A. Smith2019 · 889 citations
  15. Generating Natural Language Adversarial Examples through Probability Weighted Word SaliencyShuhuai Ren, Yihe Deng, Kun He, et al.2019 · 884 citations
  16. Learning Deep Transformer Models for Machine TranslationQiang Wang, Bei Li, Tong Xiao, et al.2019 · 802 citations
  17. Multi-News: A Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical ModelAlexander Fabbri, Irene Li, Tianwei She, et al.2019 · 743 citations
  18. MLQA: Evaluating Cross-lingual Extractive Question AnsweringPatrick Lewis, Barlas Oğuz, Ruty Rinott, et al.2019 · 738 citations
  19. Mitigating Gender Bias in Natural Language Processing: Literature ReviewTony Sun, Andrew Gaut, Shirlyn Tang, et al.2019 · 718 citations
  20. A Multiscale Visualization of Attention in the Transformer ModelJesse Vig2019 · 711 citations
  21. GLTR: Statistical Detection and Visualization of Generated TextSebastian Gehrmann, Hendrik Strobelt, Alexander M. Rush2019 · 693 citations
  22. Explain Yourself! Leveraging Language Models for Commonsense ReasoningNazneen Fatema Rajani, Bryan McCann, Caiming Xiong, et al.2019 · 693 citations
  23. ELI5: Long Form Question AnsweringAngela Fan, Yacine Jernite, Ethan Perez, et al.2019 · 685 citations
  24. A Corpus for Reasoning About Natural Language Grounded in Photographs (NLVR2)Alane Suhr, Stephanie Zhou, Ally Zhang, et al.2019 · 644 citations
  25. Attention Guided Graph Convolutional Networks for Relation ExtractionZhijiang Guo, Yan Zhang, Wei Lu2019 · 600 citations

See all 145 works in ACL 2019 — accepted papers →

 Top topics

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

 Machine translation (16) Reasoning (14) Question answering (11) English (11) Discourse analysis (9) Summarization (9) Sentiment & emotion (8) Dialogue systems (8) Multilingual & cross-lingual NLP (8) Coreference resolution (7) Language models & pretraining (7) Evaluation & benchmarks (6) Vision & language (6) Information extraction (5) Morphology (5)

19 more topics

 Bias, fairness & safety (5) Text generation (4) Knowledge graphs & ontologies (4) Syntax & grammar formalisms (4) Named entity recognition (2) Low-resource languages (2) Legal AI (2) Semitic languages (2) Information retrieval & search (2) Semantic parsing & meaning representation (2) Akkadian and cuneiform NLP (1) Word sense disambiguation (1) Treebanks (1) Code & programming languages (1) Hebrew & Aramaic (1) Interpretability (1) Idioms & multiword expressions (1) French (1) Biblical Hebrew (1)

 Fields

 Computer Science (145) Arts and Humanities (137) Social Sciences (12) Psychology (4) Biochemistry, Genetics and Molecular Biology (1) Engineering (1) Neuroscience (1)

 Top authors

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

🧑‍🔬Noah A. Smith4 works here · 2,838 citations🧑‍🔬Luke Zettlemoyer4 works here · 1,157 citations🧑‍🔬Ivan Titov3 works here · 1,968 citations🧑‍🔬Alexander M. Rush3 works here · 1,010 citations🧑‍🔬Mirella Lapata3 works here · 897 citations🧑‍🔬Hannaneh Hajishirzi3 works here · 753 citations🧑‍🔬Ryan Cotterell3 works here · 606 citations🧑‍🔬Graham Neubig3 works here · 556 citations🧑‍🔬Ellie Pavlick2 works here · 3,637 citations🧑‍🔬Benoit Sagot2 works here · 3,066 citations🧑‍🔬Djamé Seddah2 works here · 3,066 citations🧑‍🔬Maarten Sap2 works here · 2,439 citations

 Top institutions

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

🏢GoogleMountain View · United States12 works here🏢MetaMenlo Park · United States10 works here🔬Allen Institute for Artificial IntelligenceSeattle · United States10 works here🎓University of WashingtonSeattle · United States9 works here🎓Carnegie Mellon UniversityPittsburgh · United States9 works here🎓University of EdinburghEdinburgh · United Kingdom8 works here🏢MicrosoftRedmond · United States7 works here🎓Johns Hopkins UniversityBaltimore · United States5 works here🎓Singapore University of Technology and DesignSingapore · Singapore4 works here🎓Technische Universität DarmstadtDarmstadt · Germany4 works here🎓University of AmsterdamAmsterdam · Netherlands4 works here🎓Tsinghua UniversityBeijing · China4 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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