🏢 Works of Meta

137 works · page 2 of 3 · the most cited first · ← Meta

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26. StereoSet: Measuring stereotypical bias in pretrained language modelsMoin Nadeem, Anna Bethke, Siva Reddy2021 · 1,131 citations
27. Very Deep Convolutional Networks for Text ClassificationAlexis Conneau, Holger Schwenk, Loïc Barrault, et al.2017 · 1,110 citations
28. Abstractive Sentence Summarization with Attentive Recurrent Neural NetworksSumit Chopra, Michael Auli, Alexander M. Rush2016 · 1,085 citations
29. What you can cram into a single $&!#* vector: Probing sentence embeddings for linguistic propertiesAlexis Conneau, German Kruszewski, Guillaume Lample, et al.2018 · 1,021 citations
30. FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text GenerationSewon Min, Kalpesh Krishna, Xinxi Lyu, et al.2023 · 970 citations
31. Scaling Neural Machine TranslationMyle Ott, Sergey Edunov, David Grangier, et al.2018 · 813 citations
32. Supervised Learning of Universal Sentence Representations from Natural Language Inference DataAlexis Conneau, Douwe Kiela, Holger Schwenk, et al.2017 · 777 citations
33. Colorless Green Recurrent Networks Dream HierarchicallyKristina Gulordava, Piotr Bojanowski, Edouard Grave, et al.2018 · 759 citations
34. SentEval: An Evaluation Toolkit for Universal Sentence RepresentationsAlexis Conneau, Douwe Kiela2018 · 739 citations
35. MLQA: Evaluating Cross-lingual Extractive Question AnsweringPatrick Lewis, Barlas Oğuz, Ruty Rinott, et al.2019 · 735 citations
36. Neural Text Generation from Structured Data with Application to the Biography DomainRemi Lebret, David Grangier, Michael Auli2016 · 696 citations
37. The Goldilocks Principle: Reading Children's Books with Explicit Memory RepresentationsFelix Hill, Antoine Bordes, Sumit Chopra, et al.2015 · 693 citations
38. TaBERT: Pretraining for Joint Understanding of Textual and Tabular DataPengcheng Yin, Graham Neubig, Wen-tau Yih, et al.2020 · 690 citations
39. ELI5: Long Form Question AnsweringAngela Fan, Yacine Jernite, Ethan Perez, et al.2019 · 682 citations
40. Mask-Predict: Parallel Decoding of Conditional Masked Language ModelsMarjan Ghazvininejad, Omer Levy, Yinhan Liu, et al.2019 · 671 citations
41. Passage Re-ranking with BERTRodrigo Nogueira, Kyunghyun Cho2019 · 667 citations
42. KILT: a Benchmark for Knowledge Intensive Language TasksFabio Petroni, Aleksandra Piktus, Angela Fan, et al.2020 · 663 citations
43. Unsupervised Machine Translation Using Monolingual Corpora OnlyGuillaume Lample, Alexis Conneau, Ludovic Denoyer, et al.2017 · 650 citations
44. CCNet: Extracting High Quality Monolingual Datasets from Web Crawl DataGuillaume Wenzek, Marie-Anne Lachaux, Alexis Conneau, et al.2020 · 650 citations
45. Learning Word Vectors for 157 LanguagesEdouard Grave, Piotr Bojanowski, Prakhar Gupta, et al.2018 · 640 citations
46. Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and BeyondMikel Artetxe, Holger Schwenk2018 · 627 citations
47. Scalable Zero-shot Entity Linking with Dense Entity RetrievalLedell Wu, Fabio Petroni, Martin Josifoski, et al.2020 · 618 citations
48. Advances in Pre-Training Distributed Word RepresentationsTomas Mikolov, Edouard Grave, Piotr Bojanowski, et al.2017 · 614 citations
49. Deep Semantic Role Labeling: What Works and What's NextLuheng He, Kenton Lee, Mike Lewis, et al.2017 · 589 citations
50. Reducing Transformer Depth on Demand with Structured DropoutAngela Fan, Edouard Grave, Armand Joulin2019 · 546 citations
51. Facebook FAIR's WMT19 News Translation Task SubmissionNathan Ng, Kyra Yee, Alexei Baevski, et al.2019 · 543 citations
52. Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-TuningArmen Aghajanyan, Sonal Gupta, Luke Zettlemoyer2021 · 530 citations
53. Towards AI-Complete Question Answering: A Set of Prerequisite Toy TasksJason Weston, Antoine Bordes, Sumit Chopra, et al.2015 · 529 citations
54. The Second Conversational Intelligence Challenge (ConvAI2)Emily Dinan, Varvara Logacheva, Valentin Malykh, et al.2019 · 525 citations
55. VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and InterpretationChanghan Wang, Morgane Riviere, Ann Lee, et al.2021 · 522 citations
56. MLS: A Large-Scale Multilingual Dataset for Speech ResearchVineel Pratap, Qiantong Xu, Anuroop Sriram, et al.2020 · 510 citations
57. BERT for Coreference Resolution: Baselines and AnalysisMandar Joshi, Omer Levy, Luke Zettlemoyer, et al.2019 · 488 citations
58. A Convolutional Encoder Model for Neural Machine TranslationJonas Gehring, Michael Auli, David Grangier, et al.2017 · 487 citations
59. ParlAI: A Dialog Research Software PlatformAlexander Miller, Will Feng, Dhruv Batra, et al.2017 · 483 citations
60. REPLUG: Retrieval-Augmented Black-Box Language ModelsWeijia Shi, Sewon Min, Michihiro Yasunaga, et al.2023 · 482 citations
61. Loss in Translation: Learning Bilingual Word Mapping with a Retrieval CriterionArmand Joulin, Piotr Bojanowski, Tomas Mikolov, et al.2018 · 477 citations
62. Masked Autoencoders Are Scalable Vision LearnersKaiming He, Xinlei Chen, Saining Xie, et al.2021 · 463 citations
63. WikiMatrix: Mining 135M Parallel Sentences in 1620 Language Pairs from WikipediaHolger Schwenk, Vishrav Chaudhary, Shuo Sun, et al.2019 · 424 citations
64. Controllable Abstractive SummarizationAngela Fan, David Grangier, Michael Auli2018 · 423 citations
65. Empower Sequence Labeling with Task-Aware Neural Language ModelLiyuan Liu, Jingbo Shang, Frank F. Xu, et al.2017 · 419 citations
66. Deal or No Deal? End-to-End Learning of Negotiation DialoguesMike Lewis, Denis Yarats, Yann Dauphin, et al.2017 · 418 citations
67. Pay Less Attention with Lightweight and Dynamic ConvolutionsFelix Wu, Angela Fan, Alexei Baevski, et al.2019 · 416 citations
68. Are Sixteen Heads Really Better than One?Paul Michel, Omer Levy, Graham Neubig2019 · 412 citations
69. The Hateful Memes Challenge: Detecting Hate Speech in Multimodal MemesDouwe Kiela, Hamed Firooz, Aravind Mohan, et al.2020 · 403 citations
70. Gender Bias in Neural Natural Language ProcessingKaiji Lu, Piotr Mardziel, Fangjing Wu, et al.2018 · 394 citations
71. Cross-lingual Transfer Learning for Multilingual Task Oriented DialogSebastian Schuster, Sonal Gupta, Rushin Shah, et al.2019 · 390 citations
72. CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual ReasoningJustin Johnson, Bharath Hariharan, Laurens van der Maaten, et al.2016 · 387 citations
73. Dialogue Natural Language InferenceSean Welleck, Jason Weston, Arthur Szlam, et al.2019 · 382 citations
74. PyTorch Distributed: Experiences on Accelerating Data Parallel TrainingShen Li, Yanli Zhao, Rohan Varma, et al.2020 · 380 citations
75. What makes a good conversation? How controllable attributes affect human judgmentsAbigail See, Stephen Roller, Douwe Kiela, et al.2019 · 369 citations
76. The FLORES Evaluation Datasets for Low-Resource Machine Translation: Nepali–English and Sinhala–EnglishFrancisco Guzmán, Peng-Jen Chen, Myle Ott, et al.2019 · 361 citations
77. Adaptive Attention Span in TransformersSainbayar Sukhbaatar, Edouard Grave, Piotr Bojanowski, et al.2019 · 361 citations
78. CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEBHolger Schwenk, Guillaume Wenzek, Sergey Edunov, et al.2019 · 354 citations
79. Internet-Augmented Dialogue GenerationMojtaba Komeili, Kurt Shuster, Jason Weston2022 · 349 citations
80. Visual StorytellingTing-Hao Kenneth Huang, Francis Ferraro, Nasrin Mostafazadeh, et al.2016 · 344 citations
81. Abductive Commonsense ReasoningChandra Bhagavatula, Ronan Le Bras, Chaitanya Malaviya, et al.2019 · 301 citations
82. Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for LittleKoustuv Sinha, Robin Jia, Dieuwke Hupkes, et al.2021 · 292 citations
83. Build it Break it Fix it for Dialogue Safety: Robustness from Adversarial Human AttackEmily Dinan, Samuel Humeau, Bharath Chintagunta, et al.2019 · 291 citations
84. Can You Put it All Together: Evaluating Conversational Agents' Ability to Blend SkillsEric Michael Smith, Mary Williamson, Kurt Shuster, et al.2020 · 288 citations
85. PAQ: 65 Million Probably-Asked Questions and What You Can Do With ThemPatrick Lewis, Yuxiang Wu, Linqing Liu, et al.2021 · 286 citations
86. Analysing Mathematical Reasoning Abilities of Neural ModelsDavid Saxton, Edward Grefenstette, Felix Hill, et al.2019 · 282 citations
87. Semantic Parsing for Task Oriented Dialog using Hierarchical RepresentationsSonal Gupta, Rushin Shah, Mrinal Mohit, et al.2018 · 280 citations
88. Retrieve and Refine: Improved Sequence Generation Models For DialogueJason Weston, Emily Dinan, Alexander Miller2018 · 254 citations
89. In-context Examples Selection for Machine TranslationSweta Agrawal, Chunting Zhou, Mike Lewis, et al.2023 · 241 citations
90. Factuality Challenges in the Era of Large Language ModelsIsabelle Augenstein, Timothy Baldwin, Meeyoung Cha, et al.2023 · 241 citations
91. Pretrained Language Models for Biomedical and Clinical Tasks: Understanding and Extending the State-of-the-ArtPatrick Lewis, Myle Ott, Jingfei Du, et al.2020 · 240 citations
92. Noisy Channel Language Model Prompting for Few-Shot Text ClassificationSewon Min, Mike Lewis, Hannaneh Hajishirzi, et al.2021 · 238 citations
93. A Discrete Hard EM Approach for Weakly Supervised Question AnsweringSewon Min, Danqi Chen, Hannaneh Hajishirzi, et al.2019 · 233 citations
94. Classical Structured Prediction Losses for Sequence to Sequence LearningSergey Edunov, Myle Ott, Michael Auli, et al.2018 · 232 citations
95. How Context Affects Language Models' Factual PredictionsFabio Petroni, Patrick Lewis, Aleksandra Piktus, et al.2020 · 231 citations
96. Detecting Hallucinated Content in Conditional Neural Sequence GenerationChunting Zhou, Graham Neubig, Jiatao Gu, et al.2021 · 229 citations
97. CCAligned: A Massive Collection of Cross-Lingual Web-Document PairsAhmed El-Kishky, Vishrav Chaudhary, Francisco Guzmán, et al.2020 · 228 citations
98. Neural Machine Translation with Byte-Level SubwordsChanghan Wang, Kyunghyun Cho, Jiatao Gu2019 · 228 citations
99. Unsupervised Question Decomposition for Question AnsweringEthan Perez, Patrick Lewis, Wen-tau Yih, et al.2020 · 218 citations
100. Supervised Contrastive Learning for Pre-trained Language Model Fine-tuningBeliz Gunel, Jingfei Du, Alexis Conneau, et al.2020 · 216 citations
101. Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language ModelsRobert Logan IV, Ivana Balazevic, Eric Wallace, et al.2022 · 215 citations
102. ASSET: A Dataset for Tuning and Evaluation of Sentence Simplification Models with Multiple Rewriting TransformationsFernando Alva-Manchego, Louis Martin, Antoine Bordes, et al.2020 · 215 citations
103. Don't Say That! Making Inconsistent Dialogue Unlikely with Unlikelihood TrainingMargaret Li, Stephen Roller, Ilia Kulikov, et al.2020 · 214 citations
104. Learning Anaphoricity and Antecedent Ranking Features for Coreference ResolutionSam Wiseman, Alexander M. Rush, Stuart Shieber, et al.2015 · 209 citations
105. The emergence of number and syntax units in LSTM language modelsYair Lakretz, German Kruszewski, Theo Desbordes, et al.2019 · 194 citations
106. Gradient-based Adversarial Attacks against Text TransformersChuan Guo, Alexandre Sablayrolles, Hervé Jégou, et al.2021 · 187 citations
107. Pre-training via ParaphrasingMike Lewis, Marjan Ghazvininejad, Gargi Ghosh, et al.2020 · 181 citations
108. 8-bit Optimizers via Block-wise QuantizationTim Dettmers, Mike Lewis, Sam Shleifer, et al.2021 · 177 citations
109. Lifting the Curse of Multilinguality by Pre-training Modular TransformersJonas Pfeiffer, Naman Goyal, Xi Victoria Lin, et al.2022 · 172 citations
110. On Generative Spoken Language Modeling from Raw AudioKushal Lakhotia, Eugene Kharitonov, Wei-Ning Hsu, et al.2021 · 165 citations
111. Margin-based Parallel Corpus Mining with Multilingual Sentence EmbeddingsMikel Artetxe, Holger Schwenk2019 · 164 citations
112. AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource LanguagesAbteen Ebrahimi, Manuel Mager, Arturo Oncevay, et al.2022 · 163 citations
113. EASSE: Easier Automatic Sentence Simplification EvaluationFernando Alva-Manchego, Louis Martin, Carolina Scarton, et al.2019 · 162 citations
114. Are Natural Language Inference Models IMPPRESsive? Learning IMPlicature and PRESuppositionPaloma Jeretic, Alex Warstadt, Suvrat Bhooshan, et al.2020 · 161 citations
115. FacTool: Factuality Detection in Generative AI — A Tool Augmented Framework for Multi-Task and Multi-Domain ScenariosI-Chun Chern, Steffi Chern, Shiqi Chen, et al.2023 · 158 citations
116. Unsupervised Translation of Programming LanguagesMarie-Anne Lachaux, Baptiste Roziere, Lowik Chanussot, et al.2020 · 156 citations
117. Unsupervised Quality Estimation for Neural Machine TranslationMarina Fomicheva, Shuo Sun, Lisa Yankovskaya, et al.2020 · 153 citations
118. Using Context Information for Dialog Act Classification in DNN FrameworkYang Liu, Kun Han, Zhao Tan, et al.2017 · 143 citations
119. A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text GenerationTianyu Liu, Yizhe Zhang, Chris Brockett, et al.2022 · 140 citations
120. On The Evaluation of Machine Translation Systems Trained With Back-TranslationSergey Edunov, Myle Ott, Marc'Aurelio Ranzato, et al.2020 · 139 citations
121. Deep Encoder, Shallow Decoder: Reevaluating Non-autoregressive Machine TranslationJungo Kasai, Nikolaos Pappas, Hao Peng, et al.2020 · 132 citations
122. MUSS: Multilingual Unsupervised Sentence Simplification by Mining ParaphrasesLouis Martin, Angela Fan, Éric de la Clergerie, et al.2022 · 117 citations
123. Low-Resource Corpus Filtering Using Multilingual Sentence EmbeddingsVishrav Chaudhary, Yuqing Tang, Francisco Guzmán, et al.2019 · 110 citations
124. Physics of Language Models: Part 3.1, Knowledge Storage and ExtractionZeyuan Allen-Zhu, Yuanzhi Li2023 · 107 citations
125. Findings of the WMT 2020 Shared Task on Parallel Corpus Filtering and AlignmentPhilipp Koehn, Vishrav Chaudhary, Ahmed El-Kishky, et al.2020 · 100 citations

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