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EACL 2021: all accepted papers

396 papers · page 1 of 4 · the most cited first · ← EACL 2021

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  1. Exploiting Cloze-Questions for Few-Shot Text Classification and Natural Language InferenceTimo Schick, Hinrich Schütze1,205 citations · our summary
  2. Leveraging Passage Retrieval with Generative Models for Open Domain Question AnsweringGautier Izacard, Edouard Grave1,026 citations · our summary
  3. Recipes for Building an Open-Domain ChatbotStephen Roller, Emily Dinan, Naman Goyal et al.752 citations · our summary
  4. AdapterFusion: Non-Destructive Task Composition for Transfer LearningJonas Pfeiffer, Aishwarya Kamath, Andreas Rücklé et al.606 citations · our summary
  5. WikiMatrix: Mining 135M Parallel Sentences in 1620 Language Pairs from WikipediaHolger Schwenk, Vishrav Chaudhary, Shuo Sun et al.241 citations · our summary
  6. Cross-lingual Contextualized Topic Models with Zero-shot LearningFederico Bianchi, Silvia Terragni, Dirk Hovy et al.154 citations · our summary
  7. Question and Answer Test-Train Overlap in Open-Domain Question Answering Datasets ↗Patrick Lewis, Pontus Stenetorp, Sebastian Riedel · 🏆 Best Short Paper144 citations
  8. Word Alignment by Fine-tuning Embeddings on Parallel Corpora ↗Zi-Yi Dou, Graham Neubig121 citations
  9. MTOP: A Comprehensive Multilingual Task-Oriented Semantic Parsing BenchmarkHaoran Li, Abhinav Arora, Shuohui Chen et al.115 citations · our summary
  10. Entity-level Factual Consistency of Abstractive Text SummarizationFeng Nan, Ramesh Nallapati, Zhiguo Wang et al.114 citations · our summary
  11. Challenges in Automated Debiasing for Toxic Language DetectionXuhui Zhou, Maarten Sap, Swabha Swayamdipta et al.113 citations · our summary
  12. Trankit: A Light-Weight Transformer-based Toolkit for Multilingual Natural Language ProcessingMinh Van Nguyen, Viet Dac Lai, Amir Pouran Ben Veyseh et al. · System Demonstrations · 🏆 Outstanding Demo Paper107 citations · our summary
  13. OCTIS: Comparing and Optimizing Topic models is Simple! ↗Silvia Terragni, Elisabetta Fersini, Bruno Giovanni Galuzzi et al. · System Demonstrations97 citations
  14. BERxiT: Early Exiting for BERT with Better Fine-Tuning and Extension to Regression ↗Ji Xin, Raphael Tang, Yaoliang Yu et al.93 citations
  15. Machine Translationese: Effects of Algorithmic Bias on Linguistic Complexity in Machine TranslationEva Vanmassenhove, Dimitar Shterionov, Matthew Gwilliam90 citations · our summary
  16. Debiasing Pre-trained Contextualised EmbeddingsMasahiro Kaneko, Danushka Bollegala87 citations · our summary
  17. An Expert Annotated Dataset for the Detection of Online Misogyny ↗Ella Guest, Bertie Vidgen, Alexandros Mittos et al.86 citations
  18. Frequency-Guided Word Substitutions for Detecting Textual Adversarial Examples ↗Maximilian Mozes, Pontus Stenetorp, Bennett Kleinberg et al.84 citations
  19. Zero-shot Neural Passage Retrieval via Domain-targeted Synthetic Question GenerationJi Ma, Ivan Korotkov, Yinfei Yang et al.80 citations · our summary
  20. SpanEmo: Casting Multi-label Emotion Classification as Span-prediction ↗Hassan Alhuzali, Sophia Ananiadou78 citations
  21. BERTese: Learning to Speak to BERT ↗Adi Haviv, Jonathan Berant, Amir Globerson77 citations
  22. Language Models as Knowledge Bases: On Entity Representations, Storage Capacity, and Paraphrased Queries ↗Benjamin Heinzerling, Kentaro Inui77 citations
  23. We Need To Talk About Random Splits ↗Anders Søgaard, Sebastian Ebert, Jasmijn Bastings et al. · 🏆 Honorable Mention for Best Short Paper75 citations
  24. Multilingual LAMA: Investigating Knowledge in Multilingual Pretrained Language ModelsNora Kassner, Philipp Dufter, Hinrich Schütze · 🏆 Best Short Paper74 citations · our summary
  25. On Hallucination and Predictive Uncertainty in Conditional Language GenerationYijun Xiao, William Yang Wang74 citations · our summary
  26. Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLPRob van der Goot, Ahmet Üstün, Alan Ramponi et al. · System Demonstrations · 🏆 Outstanding Demo Paper73 citations · our summary
  27. FakeFlow: Fake News Detection by Modeling the Flow of Affective Information ↗Bilal Ghanem, Simone Paolo Ponzetto, Paolo Rosso et al.71 citations
  28. Annealing Knowledge Distillation ↗Aref Jafari, Mehdi Rezagholizadeh, Pranav Sharma et al.70 citations
  29. Probing the Probing Paradigm: Does Probing Accuracy Entail Task Relevance?Abhilasha Ravichander, Yonatan Belinkov, Eduard Hovy69 citations · our summary
  30. Applying the Transformer to Character-level Transduction ↗Shijie Wu, Ryan Cotterell, Mans Hulden · 🏆 Honorable Mention for Best Short Paper68 citations
  31. Do Syntax Trees Help Pre-trained Transformers Extract Information? ↗Devendra Sachan, Yuhao Zhang, Peng Qi et al.68 citations
  32. GRIT: Generative Role-filler Transformers for Document-level Event Entity Extraction ↗Xinya Du, Alexander Rush, Claire Cardie67 citations
  33. Memorization vs. Generalization : Quantifying Data Leakage in NLP Performance Evaluation ↗Aparna Elangovan, Jiayuan He, Karin Verspoor67 citations
  34. Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration ↗Betty van Aken, Jens-Michalis Papaioannou, Manuel Mayrdorfer et al.63 citations
  35. T-NER: An All-Round Python Library for Transformer-based Named Entity Recognition ↗Asahi Ushio, Jose Camacho-Collados · System Demonstrations63 citations
  36. An End-to-end Model for Entity-level Relation Extraction using Multi-instance Learning ↗Markus Eberts, Adrian Ulges59 citations
  37. Stereotype and Skew: Quantifying Gender Bias in Pre-trained and Fine-tuned Language Models ↗Daniel de Vassimon Manela, David Errington, Thomas Fisher et al.59 citations
  38. Syntax-BERT: Improving Pre-trained Transformers with Syntax Trees ↗Jiangang Bai, Yujing Wang, Yiren Chen et al.58 citations
  39. Alternating Recurrent Dialog Model with Large-scale Pre-trained Language Models ↗Qingyang Wu, Yichi Zhang, Yu Li et al.56 citations
  40. NewsMTSC: A Dataset for (Multi-)Target-dependent Sentiment Classification in Political News Articles ↗Felix Hamborg, Karsten Donnay56 citations
  41. PHASE: Learning Emotional Phase-aware Representations for Suicide Ideation Detection on Social Media ↗Ramit Sawhney, Harshit Joshi, Lucie Flek et al.56 citations
  42. Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks ↗Endri Kacupaj, Joan Plepi, Kuldeep Singh et al.53 citations
  43. Story Centaur: Large Language Model Few Shot Learning as a Creative Writing Tool ↗Ben Swanson, Kory Mathewson, Ben Pietrzak et al. · System Demonstrations53 citations
  44. Is Supervised Syntactic Parsing Beneficial for Language Understanding Tasks? An Empirical Investigation ↗Goran Glavaš, Ivan Vulić · 🏆 Best Long Paper52 citations
  45. Generating Syntactically Controlled Paraphrases without Using Annotated Parallel Pairs ↗Kuan-Hao Huang, Kai-Wei Chang51 citations
  46. Enhancing Aspect-level Sentiment Analysis with Word Dependencies ↗Yuanhe Tian, Guimin Chen, Yan Song49 citations
  47. Globalizing BERT-based Transformer Architectures for Long Document Summarization ↗Quentin Grail, Julien Perez, Eric Gaussier46 citations
  48. Hierarchical Multi-head Attentive Network for Evidence-aware Fake News Detection ↗Nguyen Vo, Kyumin Lee46 citations
  49. Discourse-Aware Unsupervised Summarization for Long Scientific Documents ↗Yue Dong, Andrei Mircea, Jackie Chi Kit Cheung44 citations
  50. Increasing Robustness to Spurious Correlations using Forgettable Examples ↗Yadollah Yaghoobzadeh, Soroush Mehri, Remi Tachet des Combes et al.41 citations
  51. Analyzing the Forgetting Problem in Pretrain-Finetuning of Open-domain Dialogue Response Models ↗Tianxing He, Jun Liu, Kyunghyun Cho et al.40 citations
  52. Crisscrossed Captions: Extended Intramodal and Intermodal Semantic Similarity Judgments for MS-COCO ↗Zarana Parekh, Jason Baldridge, Daniel Cer et al.40 citations
  53. A Crowdsourced Open-Source Kazakh Speech Corpus and Initial Speech Recognition Baseline ↗Yerbolat Khassanov, Saida Mussakhojayeva, Almas Mirzakhmetov et al.39 citations
  54. Active Learning for Sequence Tagging with Deep Pre-trained Models and Bayesian Uncertainty Estimates ↗Artem Shelmanov, Dmitri Puzyrev, Lyubov Kupriyanova et al.39 citations
  55. Evaluating the Evaluation of Diversity in Natural Language GenerationGuy Tevet, Jonathan Berant39 citations · our summary
  56. MIDAS: A Dialog Act Annotation Scheme for Open Domain HumanMachine Spoken ConversationsDian Yu, Zhou Yu39 citations · our summary
  57. CTC-based Compression for Direct Speech Translation ↗Marco Gaido, Mauro Cettolo, Matteo Negri et al.38 citations
  58. Explaining and Improving BERT Performance on Lexical Semantic Change Detection ↗Severin Laicher, Sinan Kurtyigit, Dominik Schlechtweg et al. · Student Research Workshop38 citations
  59. FAST: Financial News and Tweet Based Time Aware Network for Stock Trading ↗Ramit Sawhney, Arnav Wadhwa, Shivam Agarwal et al.38 citations
  60. Probing for idiomaticity in vector space modelsMarcos Garcia, Tiago Kramer Vieira, Carolina Scarton et al.38 citations · our summary
  61. Cross-lingual Entity Alignment with Incidental Supervision ↗Muhao Chen, Weijia Shi, Ben Zhou et al.37 citations
  62. Framing Word Sense Disambiguation as a Multi-Label Problem for Model-Agnostic Knowledge Integration ↗Simone Conia, Roberto Navigli37 citations
  63. Neural Data-to-Text Generation with LM-based Text Augmentation ↗Ernie Chang, Xiaoyu Shen, Dawei Zhu et al.37 citations
  64. On the Evaluation of Vision-and-Language Navigation Instructions ↗Ming Zhao, Peter Anderson, Vihan Jain et al.35 citations
  65. Cross-lingual Visual Pre-training for Multimodal Machine Translation ↗Ozan Caglayan, Menekse Kuyu, Mustafa Sercan Amac et al.34 citations
  66. Gender and Racial Fairness in Depression Research using Social Media ↗Carlos Aguirre, Keith Harrigian, Mark Dredze34 citations
  67. Civil Rephrases Of Toxic Texts With Self-Supervised Transformers ↗Léo Laugier, John Pavlopoulos, Jeffrey Sorensen et al.33 citations
  68. TDMSci: A Specialized Corpus for Scientific Literature Entity Tagging of Tasks Datasets and Metrics ↗Yufang Hou, Charles Jochim, Martin Gleize et al.33 citations
  69. Unsupervised Extractive Summarization using Pointwise Mutual Information ↗Vishakh Padmakumar, He He33 citations
  70. Adaptive Fusion Techniques for Multimodal Data ↗Gaurav Sahu, Olga Vechtomova32 citations
  71. Recipes for Adapting Pre-trained Monolingual and Multilingual Models to Machine Translation ↗Asa Cooper Stickland, Xian Li, Marjan Ghazvininejad32 citations
  72. GCM: A Toolkit for Generating Synthetic Code-mixed Text ↗Mohd Sanad Zaki Rizvi, Anirudh Srinivasan, Tanuja Ganu et al. · System Demonstrations31 citations
  73. How Certain is Your Transformer? ↗Artem Shelmanov, Evgenii Tsymbalov, Dmitri Puzyrev et al.31 citations
  74. Unsupervised Abstractive Summarization of Bengali Text Documents ↗Radia Rayan Chowdhury, Mir Tafseer Nayeem, Tahsin Tasnim Mim et al.31 citations
  75. Mega-COV: A Billion-Scale Dataset of 100+ Languages for COVID-19 ↗Muhammad Abdul-Mageed, AbdelRahim Elmadany, El Moatez Billah Nagoudi et al.30 citations
  76. Multimodal Text Style Transfer for Outdoor Vision-and-Language Navigation ↗Wanrong Zhu, Xin Wang, Tsu-Jui Fu et al.30 citations
  77. ParaSCI: A Large Scientific Paraphrase Dataset for Longer Paraphrase Generation ↗Qingxiu Dong, Xiaojun Wan, Yue Cao30 citations
  78. A Few Topical Tweets are Enough for Effective User Stance DetectionYounes Samih, Kareem Darwish29 citations · our summary
  79. Does the Order of Training Samples Matter? Improving Neural Data-to-Text Generation with Curriculum Learning ↗Ernie Chang, Hui-Syuan Yeh, Vera Demberg29 citations
  80. European Language Grid: A Joint Platform for the European Language Technology Community ↗Georg Rehm, Stelios Piperidis, Kalina Bontcheva et al. · System Demonstrations29 citations
  81. First Align, then Predict: Understanding the Cross-Lingual Ability of Multilingual BERTBenjamin Muller, Yanai Elazar, Benoît Sagot et al.29 citations · our summary
  82. Representations for Question Answering from Documents with Tables and Text ↗Vicky Zayats, Kristina Toutanova, Mari Ostendorf29 citations
  83. Dictionary-based Debiasing of Pre-trained Word Embeddings ↗Masahiro Kaneko, Danushka Bollegala28 citations
  84. Facilitating Terminology Translation with Target Lemma Annotations ↗Toms Bergmanis, Mārcis Pinnis28 citations
  85. Regulatory Compliance through Doc2Doc Information Retrieval: A case study in EU/UK legislation where text similarity has limitations ↗Ilias Chalkidis, Manos Fergadiotis, Nikolaos Manginas et al.28 citations
  86. Self-Supervised and Controlled Multi-Document Opinion Summarization ↗Hady Elsahar, Maximin Coavoux, Jos Rozen et al.28 citations
  87. Why Is MBTI Personality Detection from Texts a Difficult Task? ↗Sanja Stajner, Seren Yenikent28 citations
  88. Zero-shot Generalization in Dialog State Tracking through Generative Question Answering ↗Shuyang Li, Jin Cao, Mukund Sridhar et al.28 citations
  89. ChainCQG: Flow-Aware Conversational Question Generation ↗Jing Gu, Mostafa Mirshekari, Zhou Yu et al.27 citations
  90. Deep Subjecthood: Higher-Order Grammatical Features in Multilingual BERT ↗Isabel Papadimitriou, Ethan A. Chi, Richard Futrell et al.27 citations
  91. Informative and Controllable Opinion Summarization ↗Reinald Kim Amplayo, Mirella Lapata27 citations
  92. CHOLAN: A Modular Approach for Neural Entity Linking on Wikipedia and Wikidata ↗Manoj Prabhakar Kannan Ravi, Kuldeep Singh, Isaiah Onando Mulang' et al.26 citations
  93. LSOIE: A Large-Scale Dataset for Supervised Open Information Extraction ↗Jacob Solawetz, Stefan Larson26 citations
  94. NoiseQA: Challenge Set Evaluation for User-Centric Question Answering ↗Abhilasha Ravichander, Siddharth Dalmia, Maria Ryskina et al.26 citations
  95. Retrieval, Re-ranking and Multi-task Learning for Knowledge-Base Question Answering ↗Zhiguo Wang, Patrick Ng, Ramesh Nallapati et al.26 citations
  96. Attention-based Relational Graph Convolutional Network for Target-Oriented Opinion Words Extraction ↗Junfeng Jiang, An Wang, Akiko Aizawa25 citations
  97. CLiMP: A Benchmark for Chinese Language Model EvaluationBeilei Xiang, Changbing Yang, Yu Li et al.25 citations · our summary
  98. Extremely Small BERT Models from Mixed-Vocabulary Training ↗Sanqiang Zhao, Raghav Gupta, Yang Song et al.25 citations
  99. ADePT: Auto-encoder based Differentially Private Text Transformation ↗Satyapriya Krishna, Rahul Gupta, Christophe Dupuy24 citations
  100. Co-evolution of language and agents in referential games ↗Gautier Dagan, Dieuwke Hupkes, Elia Bruni24 citations

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