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Works of University of California, Berkeley

107 works · page 1 of 2 · the most cited first · ← University of California, Berkeley

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  1. SciPy 1.0 — Fundamental Algorithms for Scientific Computing in PythonPauli Virtanen, Ralf Gommers, Travis E. Oliphant, et al.2019 · 38,317 citations
  2. Rich feature hierarchies for accurate object detection and semantic segmentationRoss Girshick, Jeff Donahue, Trevor Darrell, et al.2013 · 31,715 citations
  3. Latent Dirichlet AllocationDavid M. Blei, Andrew Y. Ng, Michael I. Jordan2003 · 28,297 citations
  4. Array Programming with NumPyCharles R. Harris, K. Jarrod Millman, Stéfan J. van der Walt, et al.2020 · 23,591 citations
  5. Bagging PredictorsLeo Breiman1996 · 16,493 citations
  6. Politeness: Some Universals in Language UsagePenelope Brown, Stephen C. Levinson, John J. Gumperz1987 · 10,545 citations
  7. Caffe: Convolutional Architecture for Fast Feature EmbeddingYangqing Jia, Evan Shelhamer, Jeff Donahue, et al.2014 · 4,064 citations
  8. Measuring Massive Multitask Language UnderstandingDan Hendrycks, Collin Burns, Steven Basart, et al.2020 · 3,489 citations
  9. Scalable Diffusion Models with TransformersWilliam Peebles, Saining Xie2022 · 2,595 citations
  10. Lost in the Middle: How Language Models Use Long ContextsNelson F. Liu, Kevin Lin, John Hewitt, et al.2023 · 2,540 citations
  11. Measuring Mathematical Problem Solving With the MATH DatasetDan Hendrycks, Collin Burns, Saurav Kadavath, et al.2021 · 2,318 citations
  12. Automatic Labeling of Semantic RolesDaniel Gildea, Daniel Jurafsky2002 · 2,216 citations
  13. Probabilistic Latent Semantic AnalysisThomas Hofmann1999 · 2,145 citations
  14. AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated PromptsTaylor Shin, Yasaman Razeghi, Robert L. Logan IV, et al.2020 · 1,879 citations
  15. Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual GroundingAkira Fukui, Dong Huk Park, Daylen Yang, et al.2016 · 1,642 citations
  16. Deep Unsupervised Learning using Nonequilibrium ThermodynamicsJascha Sohl-Dickstein, Eric A. Weiss, Niru Maheswaranathan, et al.2015 · 1,588 citations
  17. Multitask Prompted Training Enables Zero-Shot Task GeneralizationVictor Sanh, Albert Webson, Colin Raffel, et al.2021 · 1,577 citations
  18. Hedges: A Study in Meaning Criteria and the Logic of Fuzzy ConceptsGeorge Lakoff1973 · 1,486 citations
  19. Learning Accurate, Compact, and Interpretable Tree AnnotationSlav Petrov, Leon Barrett, Romain Thibaux, et al.2006 · 1,242 citations
  20. Neural Module NetworksJacob Andreas, Marcus Rohrbach, Trevor Darrell, et al.2015 · 1,075 citations
  21. Improved Inference for Unlexicalized ParsingSlav Petrov, Dan Klein2007 · 941 citations
  22. Extracting Training Data from Large Language ModelsNicholas Carlini, Florian Tramer, Eric Wallace, et al.2020 · 901 citations
  23. Calibrate Before Use: Improving Few-Shot Performance of Language ModelsTony Z. Zhao, Eric Wallace, Shi Feng, et al.2021 · 791 citations
  24. Reformer: The Efficient TransformerNikita Kitaev, Łukasz Kaiser, Anselm Levskaya2020 · 774 citations
  25. Constituency Parsing with a Self-Attentive EncoderNikita Kitaev, Dan Klein2018 · 759 citations
  26. Reproducible scaling laws for contrastive language-image learningMehdi Cherti, Romain Beaumont, Ross Wightman, et al.2022 · 750 citations
  27. Crosslingual Generalization through Multitask FinetuningNiklas Muennighoff, Thomas Wang, Lintang Sutawika, et al.2022 · 692 citations
  28. The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural NetworksNicholas Carlini, Chang Liu, Ulfar Erlingsson, et al.2018 · 668 citations
  29. Alignment by AgreementPercy Liang, Ben Taskar, Dan Klein2006 · 652 citations
  30. Exploring Content Models for Multi-Document SummarizationAria Haghighi, Lucy Vanderwende2009 · 630 citations
  31. Object Hallucination in Image CaptioningAnna Rohrbach, Lisa Anne Hendricks, Kaylee Burns, et al.2018 · 617 citations
  32. A Critique and Improvement of an Evaluation Metric for Text SegmentationLev Pevzner, Marti A. Hearst2002 · 594 citations
  33. Learning to Compose Neural Networks for Question AnsweringJacob Andreas, Marcus Rohrbach, Trevor Darrell, et al.2016 · 547 citations
  34. LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for CodeNaman Jain, King Han, Alex Gu, et al.2024 · 540 citations
  35. Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model ParametersCharlie Snell, Jaehoon Lee, Kelvin Xu, et al.2024 · 524 citations
  36. Evaluating Models' Local Decision Boundaries via Contrast SetsMatt Gardner, Yoav Artzi, Victoria Basmov, et al.2020 · 520 citations
  37. Learning Semantic Correspondences with Less SupervisionPercy Liang, Michael Jordan, Dan Klein2009 · 455 citations
  38. Pretrained Transformers Improve Out-of-Distribution RobustnessDan Hendrycks, Xiaoyuan Liu, Eric Wallace, et al.2020 · 442 citations
  39. Measuring Coding Challenge Competence With APPSDan Hendrycks, Steven Basart, Saurav Kadavath, et al.2021 · 438 citations
  40. Learning Bilingual Lexicons from Monolingual CorporaAria Haghighi, Percy Liang, Taylor Berg-Kirkpatrick, et al.2008 · 426 citations
  41. Offline bilingual word vectors, orthogonal transformations and the inverted softmaxSamuel L. Smith, David H. P. Turban, Steven Hamblin, et al.2017 · 426 citations
  42. Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied AgentsWenlong Huang, Pieter Abbeel, Deepak Pathak, et al.2022 · 420 citations
  43. UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language ModelsTianbao Xie, Chen Henry Wu, Peng Shi, et al.2022 · 405 citations
  44. Aligning AI With Shared Human ValuesDan Hendrycks, Collin Burns, Steven Basart, et al.2020 · 382 citations
  45. Gender and Representation Bias in GPT-3 Generated StoriesLi Lucy, David Bamman2021 · 382 citations
  46. A fully Bayesian approach to unsupervised part-of-speech taggingSharon Goldwater, Tom Griffiths2007 · 380 citations
  47. A Scalable Global Model for SummarizationDan Gillick, Benoit Favre2009 · 376 citations
  48. Multilingual Constituency Parsing with Self-Attention and Pre-TrainingNikita Kitaev, Steven Cao, Dan Klein2019 · 356 citations
  49. Bayesian Inference for PCFGs via Markov Chain Monte CarloMark Johnson, Thomas Griffiths, Sharon Goldwater2007 · 352 citations
  50. Participatory Research for Low-resourced Machine Translation: A Case Study in African LanguagesWilhelmina Nekoto, Vukosi Marivate, Tshinondiwa Matsila, et al.2020 · 333 citations
  51. A Joint Model for Entity Analysis: Coreference, Typing, and LinkingGreg Durrett, Dan Klein2014 · 329 citations
  52. A Minimal Span-Based Neural Constituency ParserMitchell Stern, Jacob Andreas, Dan Klein2017 · 309 citations
  53. Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMsShengbang Tong, Zhuang Liu, Yuexiang Zhai, et al.2024 · 297 citations
  54. Easy Victories and Uphill Battles in Coreference ResolutionGreg Durrett, Dan Klein2013 · 293 citations
  55. Simple Coreference Resolution with Rich Syntactic and Semantic FeaturesAria Haghighi, Dan Klein2009 · 277 citations
  56. CUAD: An Expert-Annotated NLP Dataset for Legal Contract ReviewDan Hendrycks, Collin Burns, Anya Chen, et al.2021 · 265 citations
  57. DSPy: Compiling Declarative Language Model Calls into Self-Improving PipelinesOmar Khattab, Arnav Singhvi, Paridhi Maheshwari, et al.2023 · 261 citations
  58. A Simple Domain-Independent Probabilistic Approach to GenerationGabor Angeli, Percy Liang, Dan Klein2010 · 260 citations
  59. Personality Traits in Large Language ModelsGreg Serapio-Garcia, Mustafa Safdari, Clement Crepy, et al.2023 · 251 citations
  60. A Discriminative Matching Approach to Word AlignmentBen Taskar, Simon Lacoste-Julien, Dan Klein2005 · 237 citations
  61. Humanity's Last ExamLong Phan, Alice Gatti, Ziwen Han, et al.2025 · 235 citations
  62. LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation DatasetLianmin Zheng, Wei-Lin Chiang, Ying Sheng, et al.2023 · 235 citations
  63. FUDGE: Controlled Text Generation With Future DiscriminatorsKevin Yang, Dan Klein2021 · 234 citations
  64. TrustLLM: Trustworthiness in Large Language ModelsYue Huang, Lichao Sun, Haoran Wang, et al.2024 · 226 citations
  65. Coreference Resolution in a Modular, Entity-Centered ModelAria Haghighi, Dan Klein2010 · 215 citations
  66. Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language ModelsRobert Logan IV, Ivana Balazevic, Eric Wallace, et al.2022 · 215 citations
  67. A Global Joint Model for Semantic Role LabelingKristina Toutanova, Aria Haghighi, Christopher D. Manning2008 · 214 citations
  68. Gradient Surgery for Multi-Task LearningTianhe Yu, Saurabh Kumar, Abhishek Gupta, et al.2020 · 214 citations
  69. Fine-Grained Human Feedback Gives Better Rewards for Language Model TrainingZeqiu Wu, Yushi Hu, Weijia Shi, et al.2023 · 212 citations
  70. Learning-Based Single-Document Summarization with Compression and Anaphoricity ConstraintsGreg Durrett, Taylor Berg-Kirkpatrick, Dan Klein2016 · 209 citations
  71. Ring Attention with Blockwise Transformers for Near-Infinite ContextHao Liu, Matei Zaharia, Pieter Abbeel2023 · 207 citations
  72. Challenges in Detoxifying Language ModelsJohannes Welbl, Amelia Glaese, Jonathan Uesato, et al.2021 · 206 citations
  73. Supervised Learning of Complete Morphological ParadigmsGreg Durrett, John DeNero2013 · 205 citations
  74. Reasoning about Pragmatics with Neural Listeners and SpeakersJacob Andreas, Dan Klein2016 · 198 citations
  75. Scalable Extraction of Training Data from (Production) Language ModelsMilad Nasr, Nicholas Carlini, Jonathan Hayase, et al.2023 · 197 citations
  76. From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder PipelineTianle Li, Wei-Lin Chiang, Evan Frick, et al.2024 · 191 citations
  77. OpenHands: An Open Platform for AI Software Developers as Generalist AgentsXingyao Wang, Boxuan Li, Yufan Song, et al.2024 · 190 citations
  78. SeamlessM4T: Massively Multilingual & Multimodal Machine TranslationSeamless Communication, Loic Barrault, Yu-An Chung, et al.2023 · 183 citations
  79. Unsupervised Coreference Resolution in a Nonparametric Bayesian ModelAria Haghighi, Dan Klein2007 · 182 citations
  80. Mesh-TensorFlow: Deep Learning for SupercomputersNoam Shazeer, Youlong Cheng, Niki Parmar, et al.2018 · 182 citations
  81. Classifying the Semantic Relations in Noun Compounds via a Domain-Specific Lexical HierarchyBarbara Rosario, Marti Hearst2001 · 180 citations
  82. The False Promise of Imitating Proprietary LLMsArnav Gudibande, Eric Wallace, Charlie Snell, et al.2023 · 178 citations
  83. Seamless: Multilingual Expressive and Streaming Speech TranslationSeamless Communication, Loic Barrault, Yu-An Chung, et al.2023 · 171 citations
  84. SqueezeLLM: Dense-and-Sparse QuantizationSehoon Kim, Coleman Hooper, Amir Gholami, et al.2023 · 168 citations
  85. Speak, Memory: An Archaeology of Books Known to ChatGPT/GPT-4Kent K. Chang, Mackenzie Cramer, Sandeep Soni, et al.2023 · 166 citations
  86. Better Word Alignments with Supervised ITG ModelsAria Haghighi, John Blitzer, John DeNero, et al.2009 · 163 citations
  87. BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex InstructionsTerry Yue Zhuo, Minh Chien Vu, Jenny Chim, et al.2024 · 163 citations
  88. SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-trainingTianzhe Chu, Yuexiang Zhai, Jihan Yang, et al.2025 · 151 citations
  89. RAFT: Adapting Language Model to Domain Specific RAGTianjun Zhang, Shishir G. Patil, Naman Jain, et al.2024 · 135 citations
  90. Parser Showdown at the Wall Street Corral: An Empirical Investigation of Error Types in Parser OutputJonathan K. Kummerfeld, David Hall, James R. Curran, et al.2012 · 127 citations
  91. Negative Preference Optimization: From Catastrophic Collapse to Effective UnlearningRuiqi Zhang, Licong Lin, Yu Bai, et al.2024 · 119 citations
  92. I-BERT: Integer-only BERT QuantizationSehoon Kim, Amir Gholami, Zhewei Yao, et al.2021 · 118 citations
  93. Unified Pragmatic Models for Generating and Following InstructionsDaniel Fried, Jacob Andreas, Dan Klein2018 · 111 citations
  94. Sentence Boundary Detection and the Problem with the U.S.Dan Gillick2009 · 109 citations
  95. The FrameNet Database and Software ToolsCharles J. Fillmore, Collin F. Baker, Hiroaki Sato2002 · 107 citations
  96. An Annotated Dataset of Coreference in English LiteratureDavid Bamman, Olivia Lewke, Anya Mansoor2020 · 103 citations
  97. Rethinking Benchmark and Contamination for Language Models with Rephrased SamplesShuo Yang, Wei-Lin Chiang, Lianmin Zheng, et al.2023 · 100 citations
  98. Adaptive Sentence Boundary DisambiguationDavid D. Palmer, Marti A. Hearst1994 · 91 citations
  99. Error-Driven Analysis of Challenges in Coreference ResolutionJonathan K. Kummerfeld, Dan Klein2013 · 83 citations
  100. Pragmatically Informative Text GenerationSheng Shen, Daniel Fried, Jacob Andreas, et al.2019 · 78 citations

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