Percy Liang — all works
- Certified Defenses for Data Poisoning Attacks ↗arXiv (Cornell University) · no summary yetJacob Steinhardt, Pang Wei Koh, Percy Liang2017 · 103 citations
- Linking People in Videos with “Their” Names Using Coreference Resolution ↗Lecture notes in computer science · no summary yetVignesh Ramanathan et al.2014 · 103 citations
- Learning Programs: A Hierarchical Bayesian Approach ↗no summary yetPercy Liang, Michael I. Jordan, Dan Klein2010 · 99 citations
- SPoC: Search-based Pseudocode to CodearXiv:1906.04908Sumith Kulal, Panupong Pasupat, Kartik Chandra, et al.2019 · 96 citations
- Truncation Sampling as Language Model DesmoothingFindings of the Association for Computational LinguisticsJohn Hewitt, Christopher Manning, Percy Liang2022 · 95 citations
- On the Accuracy of Influence Functions for Measuring Group Effects ↗arXiv (Cornell University) · no summary yetPang Wei Koh et al.2019 · 95 citations
- Imitation Learning of Agenda-based Semantic ParsersTransactions of the Association for Computational Linguistics (TACL)Jonathan Berant, Percy Liang2015 · 95 citations
- Calibrated Structured Prediction ↗NeurIPS 2015 · no summary yetVolodymyr Kuleshov, Percy Liang2015 · 92 citations
- Unlabeled Data Improves Adversarial Robustness ↗arXiv (Cornell University) · no summary yetYair Carmon et al.2019 · 91 citations
- Language-Driven Representation Learning for Robotics ↗arXiv:2302.12766 · no summary yetSiddharth Karamcheti et al.2023 · 88 citations
- Naturalizing a Programming Language via Interactive Learning ↗Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetSida I. Wang et al.2017 · 87 citations
- MedAlign: A Clinician-Generated Dataset for Instruction Following with Electronic Medical Records ↗Proceedings of the AAAI Conference on Artificial Intelligence · no summary yetScott L. Fleming et al.2024 · 82 citations
- BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical TextarXiv:2403.18421Elliot Bolton, Abhinav Venigalla, Michihiro Yasunaga, et al.2024 · 79 citations
- Picking on the Same Person: Does Algorithmic Monoculture Lead to Outcome Homogenization? ↗neural information processing systems · no summary yetRishi Bommasani et al.2022 · 78 citations
- A Probabilistic Approach to Diachronic Phonology ↗Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL) · no summary yetAlexandre Bouchard et al.2007 · 78 citations
- Holistic Evaluation of Text-to-Image Models ↗neural information processing systems · no summary yetTony Lee et al.2023 · 77 citations
- The Foundation Model Transparency Index ↗arXiv:2310.12941 · no summary yetRishi Bommasani et al.2023 · 76 citations
- Inferring Logical Forms From Denotations ↗Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetPanupong Pasupat, Percy Liang2016 · 76 citations
- Environment-Driven Lexicon Induction for High-Level Instructions ↗Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) · no summary yetDipendra Kumar Misra et al.2015 · 76 citations
- Large Language Models as Analogical ReasonersarXiv:2310.01714Michihiro Yasunaga, Xinyun Chen, Yujia Li, et al.2023 · 74 citations
- Bringing Machine Learning and Compositional Semantics Together ↗Annual Review of Linguistics 1:355–376 · no summary yetPercy Liang, Christopher Potts2015 · 73 citations
- Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training ↗arXiv:2305.14342 · no summary yetHong Liu et al.2023 · 70 citations
- Structure compilation ↗International Conference on Machine Learning · no summary yetPercy Liang, Hal Daumé, Dan Klein2008 · 69 citations
- Surgical Fine-Tuning Improves Adaptation to Distribution Shifts ↗arXiv (Cornell University) · no summary yetYoonho Lee et al.2022 · 67 citations
- Macro Grammars and Holistic Triggering for Efficient Semantic ParsingConference on Empirical Methods in Natural Language Processing (EMNLP)Yuchen Zhang, Panupong Pasupat, Percy Liang2017 · 67 citations
- Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making ↗neural information processing systems · no summary yetFeifei Li et al.2024 · 66 citations
- RNNs can generate bounded hierarchical languages with optimal memoryConference on Empirical Methods in Natural Language Processing (EMNLP)John Hewitt, Michael Hahn, Surya Ganguli, et al.2020 · 65 citations
- LM-Critic: Language Models for Unsupervised Grammatical Error Correction ↗Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing · no summary yetMichihiro Yasunaga, Jure Leskovec, Percy Liang2021 · 63 citations
- Conditional probing: measuring usable information beyond a baseline ↗Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing · no summary yetJohn Hewitt et al.2021 · 62 citations
- Break-It-Fix-It: Unsupervised Learning for Program Repair ↗arXiv:2106.06600 · no summary yetMichihiro Yasunaga, Percy Liang2021 · 62 citations
- No, to the Right ↗ACM/IEEE International Conference on Human-Robot Interaction (HRI) · no summary yetYuchen Cui et al.2023 · 61 citations
- Decentralized Training of Foundation Models in Heterogeneous Environments ↗arXiv:2206.01288 · no summary yetBinhang Yuan et al.2022 · 59 citations
- Accuracy on the Line: On the Strong Correlation Between Out-of-Distribution and In-Distribution Generalization ↗arXiv (Cornell University) · no summary yetJohn J. Miller et al.2021 · 59 citations
- Video Event Understanding Using Natural Language Descriptions ↗IEEE International Conference on Computer Vision (ICCV) · no summary yetVignesh Ramanathan, Percy Liang, Li Fei-Fei2013 · 59 citations
- Understanding and Mitigating the Tradeoff Between Robustness and Accuracy ↗arXiv (Cornell University) · no summary yetAditi Raghunathan et al.2020 · 58 citations
- Spectral Experts for Estimating Mixtures of Linear Regressions ↗arXiv (Cornell University) · no summary yetArun Tejasvi Chaganty, Percy Liang2013 · 58 citations
- A Hitting Time Analysis of Stochastic Gradient Langevin Dynamics ↗arXiv (Cornell University) · no summary yetYuchen Zhang, Percy Liang, Moses Charikar2017 · 57 citations
- Foundation Model Transparency Reports ↗Proceedings of the AAAI/ACM Conference on AI Ethics and Society · no summary yetRishi Bommasani et al.2024 · 53 citations
- Zero-shot Entity Extraction from Web Pages ↗Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetPanupong Pasupat, Percy Liang2014 · 53 citations
- ExpBERT: Representation Engineering with Natural Language Explanations ↗Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics · no summary yetShikhar Murty, Pang Wei Koh, Percy Liang2020 · 52 citations
- Prismatic VLMs: Investigating the Design Space of Visually-Conditioned Language Models ↗arXiv (Cornell University) · no summary yetSiddharth Karamcheti et al.2024 · 51 citations
- The price of debiasing automatic metrics in natural language evaluation ↗arXiv (Cornell University) · no summary yetArun Tejasvi Chaganty, Stephen Mussmann, Percy Liang2018 · 51 citations
- Agreement-Based Learning ↗no summary yetPercy Liang, Dan Klein, Michael I. Jordan2007 · 51 citations
- Learning nongenerative grammatical models for document analysis ↗no summary yetMichael Shilman, Percy Liang, Paul A. Viola2005 · 50 citations
- Mapping natural language commands to web elements ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing · no summary yetPanupong Pasupat et al.2018 · 49 citations
- Adaptivity and Optimism: An Improved Exponentiated Gradient Algorithm ↗no summary yetJacob Steinhardt, Percy Liang2014 · 48 citations
- The EOS Decision and Length Extrapolation ↗Proceedings of the Third BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP · no summary yetBenjamin Newman et al.2020 · 47 citations
- Robustness to Spurious Correlations via Human Annotations ↗arXiv (Cornell University) · no summary yetMegha Srivastava, Tatsunori Hashimoto, Percy Liang2020 · 47 citations
- Type-Based MCMC ↗Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics · no summary yetPercy Liang, Michael I. Jordan, Dan Klein2010 · 47 citations
- Tensor Factorization via Matrix Factorization ↗arXiv (Cornell University) · no summary yetVolodymyr Kuleshov, Arun Tejasvi Chaganty, Percy Liang2015 · 45 citations
- Removing Spurious Features can Hurt Accuracy and Affect Groups Disproportionately ↗ACM Conference on Fairness, Accountability, and Transparency (FAccT) · no summary yetFereshte Khani, Percy Liang2021 · 44 citations
- Shaping Visual Representations with Language for Few-Shot Classification ↗Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics · no summary yetJesse Mu, Percy Liang, Noah Goodman2020 · 44 citations
- FrAngel: component-based synthesis with control structures ↗Proceedings of the ACM on Programming Languages · no summary yetKensen Shi, Jacob Steinhardt, Percy Liang2019 · 44 citations
- Learning minimal abstractions ↗ACM SIGPLAN-SIGACT Symposium on Principles of Programming Languages (POPL) · no summary yetPercy Liang, Omer Tripp, Mayur Naik2011 · 44 citations
- Developing Bug-Free Machine Learning Systems With Formal Mathematics ↗arXiv:1706.08605 · no summary yetDaniel Selsam, Percy Liang, David L. Dill2017 · 42 citations
- Scaling abstraction refinement via pruning ↗Proceedings of the ACM SIGPLAN Conference on Programming Language Design and Implementation · no summary yetPercy Liang, Mayur Naik2011 · 40 citations
- Understanding Self-Training for Gradual Domain Adaptation ↗arXiv (Cornell University) · no summary yetAnanya Kumar, Tengyu Ma, Percy Liang2020 · 39 citations
- Identifiability and Unmixing of Latent Parse Trees ↗arXiv (Cornell University) · no summary yetDaniel Hsu, Sham M. Kakade, Percy Liang2012 · 38 citations
- Feature Noising for Log-Linear Structured Prediction ↗Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing · no summary yetSida Wang et al.2013 · 37 citations
- Analyzing the Errors of Unsupervised Learning ↗Proceedings of ACL-08: HLT · no summary yetPercy Liang, Dan Klein2008 · 37 citations
- Structure Compilation: Trading Structure for Features ↗no summary yetPercy Liang, Hal Daumé Iii, Dan Klein2008 · 37 citations
- Considerations for governing open foundation models ↗Science · no summary yetRishi Bommasani et al.2024 · 36 citations
- VHELM: A Holistic Evaluation of Vision Language Models ↗neural information processing systems · no summary yetTong Lee et al.2024 · 34 citations
- Learning Adaptive Language Interfaces through Decomposition ↗Proceedings of the First Workshop on Interactive and Executable Semantic Parsing · no summary yetSiddharth Karamcheti, Dorsa Sadigh, Percy Liang2020 · 34 citations
- Can Small and Synthetic Benchmarks Drive Modeling Innovation? A Retrospective Study of Question Answering Modeling Approaches. ↗arXiv (Cornell University) · no summary yetNelson F. Liu et al.2021 · 33 citations
- Convexified Convolutional Neural Networks ↗arXiv (Cornell University) · no summary yetYuchen Zhang, Percy Liang, Martin J. Wainwright2016 · 33 citations
- Codified audio language modeling learns useful representations for music information retrieval ↗arXiv (Cornell University) · no summary yetRodrigo Castellon, Chris Donahue, Percy Liang2021 · 31 citations
- Planning, Inference and Pragmatics in Sequential Language GamesTransactions of the Association for Computational Linguistics (TACL)Fereshte Khani, Noah D. Goodman, Percy Liang2018 · 31 citations
- On the Societal Impact of Open Foundation Models ↗arXiv (Cornell University) · no summary yetSayash Kapoor et al.2024 · 30 citations
- BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments ↗arXiv:2405.17631 · no summary yetYusuf Roohani et al.2024 · 29 citations
- Prediction with a short memory ↗ACM SIGACT Symposium on Theory of Computing (STOC) · no summary yetVatsal Sharan et al.2016 · 29 citations
- On the Learnability of Watermarks for Language Models ↗arXiv (Cornell University) · no summary yetChenchen Gu et al.2023 · 28 citations
- Backpack Language Models ↗Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetJohn Hewitt et al.2023 · 27 citations
- Benchmarking and Improving Generator-Validator Consistency of Language Models ↗arXiv (Cornell University) · no summary yetXiang Lisa Li et al.2023 · 27 citations
- Importance sampling for unbiased on-demand evaluation of knowledge base population ↗Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing · no summary yetArun Chaganty et al.2017 · 27 citations
- Textual Analogy Parsing: What's Shared and What's Compared among Analogous Facts ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing · no summary yetMatthew Lamm et al.2018 · 26 citations
- Advancing science- and evidence-based AI policy ↗Science · no summary yetRishi Bommasani et al.2025 · 25 citations
- Estimating Latent-Variable Graphical Models using Moments and Likelihoods ↗no summary yetArun Tejasvi Chaganty, Percy Liang2014 · 25 citations
- A dynamic evaluation of the precision of static heap abstractions ↗ACM International Conference on Object Oriented Programming Systems Languages and Applications (OOPSLA) · no summary yetPercy Liang et al.2010 · 25 citations
- Probabilistic grammars and hierarchical Dirichlet processes ↗Oxford University Press eBooks · no summary yetPercy Liang, Michael I. Jordan, Dan Klein24 citations
- AIR-Bench 2024: A Safety Benchmark Based on Risk Categories from Regulations and Policies ↗SuperIntelligence - Robotics - Safety & Alignment · no summary yetYi Zeng et al.2024 · 23 citations
- Ecosystem Graphs: The Social Footprint of Foundation Models ↗Research Square · no summary yetRishi Bommasani et al.2023 · 23 citations
- Llamas Know What GPTs Don't Show: Surrogate Models for Confidence Estimation ↗arXiv (Cornell University) · no summary yetVaishnavi Shrivastava, Percy Liang, Ananya Kumar2023 · 23 citations
- Connect, Not Collapse: Explaining Contrastive Learning for Unsupervised Domain Adaptation ↗arXiv (Cornell University) · no summary yetKendrick Shen et al.2022 · 23 citations
- Swords: A Benchmark for Lexical Substitution with Improved Data Coverage and Quality ↗Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies · no summary yetMina Lee et al.2021 · 23 citations
- AutoBencher: Towards Declarative Benchmark Construction ↗arXiv (Cornell University) · no summary yetXiang Lisa Li et al.2024 · 22 citations
- A Safe Harbor for AI Evaluation and Red Teaming ↗arXiv (Cornell University) · no summary yetShayne Longpre et al.2024 · 22 citations
- Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models ↗arXiv (Cornell University) · no summary yetAndy K. Zhang et al.2024 · 22 citations
- Insights into Pre-Training Via Simpler Synthetic Tasks ↗neural information processing systems · no summary yetYuhuai Wu, Felix Li, Percy Liang2022 · 22 citations
- PRODIGY: Enabling In-context Learning Over Graphs ↗neural information processing systems · no summary yetQian Huang et al.2023 · 21 citations
- Enabling certification of verification-agnostic networks via memory-efficient semidefinite programming ↗arXiv:2010.11645 · no summary yetSumanth Dathathri et al.2020 · 21 citations
- On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks ↗Findings of the Association for Computational Linguistics: EMNLP 2020 · no summary yetStephen Mussmann, Robin Jia, Percy Liang2020 · 21 citations
- Unanimous Prediction for 100% Precision with Application to Learning Semantic Mappings ↗Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetFereshte Khani, Martin Rinard, Percy Liang2016 · 20 citations
- Unsupervised Risk Estimation Using Only Conditional Independence Structure ↗arXiv (Cornell University) · no summary yetJacob Steinhardt, Percy Liang2016 · 20 citations
- Cosmos Policy: Fine-Tuning Video Models for Visuomotor Control and Planning ↗arXiv (Cornell University) · no summary yetMoo Jin Kim et al.2026 · 19 citations
- Understanding Warmup-Stable-Decay Learning Rates: A River Valley Loss Landscape Perspective ↗arXiv (Cornell University) · no summary yetKaiyue Wen et al.2024 · 18 citations
- Extending the WILDS Benchmark for Unsupervised Adaptation ↗arXiv (Cornell University) · no summary yetShiori Sagawa et al.2021 · 18 citations
- In-N-Out: Pre-Training and Self-Training using Auxiliary Information for Out-of-Distribution Robustness ↗arXiv (Cornell University) · no summary yetSang Michael Xie et al.2020 · 18 citations
- Altitude Training: Strong Bounds for Single-Layer Dropout ↗arXiv (Cornell University) · no summary yetStefan Wager et al.2014 · 18 citations
- Machine Unlearning Doesn't Do What You Think: Lessons for Generative AI Policy and Research ↗neural information processing systems · no summary yetA. Feder Cooper et al.2025 · 17 citations
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