Percy Liang — all works
- SQuAD: 100,000+ Questions for Machine Comprehension of TextConference on Empirical Methods in Natural Language Processing (EMNLP)Pranav Rajpurkar, Jian Zhang, Konstantin Lopyrev, et al.2016 · 9,621 citations
- Prefix-Tuning: Optimizing Continuous Prompts for Generation ↗Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) · no summary yetXiang Lisa Li, Percy Liang2021 · 3,794 citations
- Know What You Don't Know: Unanswerable Questions for SQuADAnnual Meeting of the Association for Computational Linguistics (ACL)Pranav Rajpurkar, Robin Jia, Percy Liang2018 · 3,405 citations
- Generative Agents: Interactive Simulacra of Human Behavior ↗arXiv:2304.03442 · no summary yetJoon Sung Park et al.2023 · 2,866 citations
- Lost in the Middle: How Language Models Use Long ContextsTransactions of the Association for Computational Linguistics (TACL)Nelson F. Liu, Kevin Lin, John Hewitt, et al.2023 · 2,584 citations
- Semantic Parsing on Freebase from Question-Answer PairsConference on Empirical Methods in Natural Language Processing (EMNLP)Jonathan Berant, Andrew Chou, Roy Frostig, et al.2013 · 2,331 citations
- Adversarial Examples for Evaluating Reading Comprehension SystemsRobin Jia, Percy LiangEnglish · 1,969 citations
- Understanding Black-box Predictions via Influence FunctionsarXiv:1703.04730Pang Wei Koh, Percy Liang2017 · 1,514 citations
- QuAC: Question Answering in ContextConference on Empirical Methods in Natural Language Processing (EMNLP)Eunsol Choi, He He, Mohit Iyyer, et al.2018 · 1,066 citations
- Holistic Evaluation of Language Models ↗arXiv:2211.09110 · Published in Transactions on Machine Learning Research (TMLR), 2023 · no summary yetPercy Liang et al.2022 · 1,001 citations
- Compositional Semantic Parsing on Semi-Structured TablesAnnual Meeting of the Association for Computational Linguistics (ACL)Panupong Pasupat, Percy Liang2015 · 918 citations
- Learning Dependency-Based Compositional Semantics ↗Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies · no summary yetPercy Liang, Michael Jordan, Dan Klein2011 · 797 citations
- Designing and Interpreting Probes with Control Tasks ↗Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) · no summary yetJohn Hewitt, Percy Liang2019 · 746 citations
- QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering ↗Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies · no summary yetMichihiro Yasunaga et al.2021 · 742 citations
- Semantic Parsing via ParaphrasingAnnual Meeting of the Association for Computational Linguistics (ACL)Jonathan Berant, Percy Liang2014 · 686 citations
- Benchmarking Large Language Models for News SummarizationTransactions of the Association for Computational Linguistics (TACL)Tianyi Zhang, Faisal Ladhak, Esin Durmus, et al.2024 · 671 citations
- Data Recombination for Neural Semantic Parsing ↗Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetRobin Jia, Percy Liang2016 · 658 citations
- Alignment by AgreementConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Percy Liang, Ben Taskar, Dan Klein2006 · 653 citations
- s1: Simple test-time scalingConference on Empirical Methods in Natural Language Processing (EMNLP)Niklas Muennighoff, Zitong Yang, Weijia Shi, et al.2025 · 608 citations
- Certified Defenses against Adversarial Examples ↗arXiv (Cornell University) · no summary yetAditi Raghunathan, Jacob Steinhardt, Percy Liang2018 · 550 citations
- Building a Semantic Parser Overnight ↗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 yetYushi Wang, Jonathan Berant, Percy Liang2015 · 480 citations
- LinkBERT: Pretraining Language Models with Document LinksAnnual Meeting of the Association for Computational Linguistics (ACL)Michihiro Yasunaga, Jure Leskovec, Percy Liang2022 · 458 citations
- Learning Semantic Correspondences with Less SupervisionAnnual Meeting of the Association for Computational Linguistics (ACL)Percy Liang, Michael Jordan, Dan Klein2009 · 458 citations
- AlpacaFarm: A Simulation Framework for Methods that Learn from Human FeedbackConference on Neural Information Processing Systems (NeurIPS)Yann Dubois, Xuechen Li, Rohan Taori, et al.2023 · 456 citations
- Diffusion-LM Improves Controllable Text GenerationarXiv:2205.14217Xiang Lisa Li, John Thickstun, Ishaan Gulrajani, et al.2022 · 440 citations
- Semi-Supervised Learning for Natural Language ↗M.Eng. thesis, Massachusetts Institute of Technology · no summary yetPercy Liang2005 · 434 citations
- Learning Bilingual Lexicons from Monolingual CorporaAnnual Meeting of the Association for Computational Linguistics (ACL)Aria Haghighi, Percy Liang, Taylor Berg-Kirkpatrick, et al.2008 · 431 citations
- Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization ↗arXiv (Cornell University) · no summary yetShiori Sagawa et al.2019 · 430 citations
- Generating Sentences by Editing PrototypesTransactions of the Association for Computational Linguistics (TACL)Kelvin Guu, Tatsunori B. Hashimoto, Yonatan Oren, et al.2017 · 425 citations
- CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilities ↗arXiv:2201.06796 · no summary yetMina Lee, Percy Liang, Qian Yang2022 · 423 citations
- Whose Opinions Do Language Models Reflect?arXiv:2303.17548Shibani Santurkar, Esin Durmus, Faisal Ladhak, et al.2023 · 414 citations
- Traversing Knowledge Graphs in Vector Space ↗Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing · no summary yetKelvin Guu, John Miller, Percy Liang2015 · 406 citations
- WILDS: A Benchmark of in-the-Wild Distribution Shifts ↗CaltechAUTHORS (California Institute of Technology) · no summary yetPang Wei Koh et al.2020 · 405 citations
- FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPUarXiv:2303.06865Ying Sheng, Lianmin Zheng, Binhang Yuan, et al.2023 · 402 citations
- An End-to-End Discriminative Approach to Machine Translation ↗Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics · no summary yetPercy Liang et al.2006 · 391 citations
- Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style TransferJuncen Li, Robin Jia, He He, et al.Machine translation · 351 citations
- Certified Robustness to Adversarial Word SubstitutionsConference on Empirical Methods in Natural Language Processing (EMNLP)Robin Jia, Aditi Raghunathan, Kerem Göksel, et al.2019 · 340 citations
- Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators ↗arXiv:2404.04475 · no summary yetYann Dubois et al.2024 · 310 citations
- Social Simulacra: Creating Populated Prototypes for Social Computing Systems ↗arXiv:2208.04024 · no summary yetJoon Sung Park et al.2022 · 310 citations
- Evaluating Verifiability in Generative Search EnginesFindings of the Association for Computational LinguisticsNelson Liu, Tianyi Zhang, Percy Liang2023 · 302 citations
- An Explanation of In-context Learning as Implicit Bayesian InferencearXiv:2111.02080Sang Michael Xie, Aditi Raghunathan, Percy Liang, et al.2021 · 286 citations
- Dropout Training as Adaptive Regularization ↗arXiv (Cornell University) · no summary yetStefan Wager, Sida Wang, Percy Liang2013 · 271 citations
- A Simple Domain-Independent Probabilistic Approach to GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Gabor Angeli, Percy Liang, Dan Klein2010 · 264 citations
- Learning Symmetric Collaborative Dialogue Agents with Dynamic Knowledge Graph Embeddings ↗Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetHe He et al.2017 · 258 citations
- OpenVLA: An Open-Source Vision-Language-Action Model ↗arXiv:2406.09246 · no summary yetMoo Jin Kim et al.2024 · 254 citations
- Fairness Without Demographics in Repeated Loss Minimization ↗arXiv (Cornell University) · no summary yetTatsunori Hashimoto et al.2018 · 254 citations
- Contrastive Decoding: Open-ended Text Generation as OptimizationarXiv:2210.15097Xiang Lisa Li, Ari Holtzman, Daniel Fried, et al.2022 · 253 citations
- Selective Question Answering under Domain Shift ↗Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics · no summary yetAmita Kamath, Robin Jia, Percy Liang2020 · 253 citations
- Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution ↗arXiv (Cornell University) · no summary yetAnanya Kumar et al.2022 · 248 citations
- Online EM for Unsupervised Models ↗Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics · no summary yetPercy Liang, Dan Klein2009 · 242 citations
- Decoupling Strategy and Generation in Negotiation DialoguesConference on Empirical Methods in Natural Language Processing (EMNLP)He He, Derek Chen, Anusha Balakrishnan, et al.2018 · 236 citations
- From Language to Programs: Bridging Reinforcement Learning and Maximum Marginal LikelihoodAnnual Meeting of the Association for Computational Linguistics (ACL)Kelvin Guu, Panupong Pasupat, Evan Liu, et al.2017 · 236 citations
- Learning a SAT Solver from Single-Bit Supervision ↗arXiv:1802.03685 · no summary yetDaniel Selsam et al.2018 · 232 citations
- Strategies for Pre-training Graph Neural Networks ↗arXiv (Cornell University) · no summary yetWeihua Hu et al.2019 · 228 citations
- Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLParXiv:2212.14024Omar Khattab, Keshav Santhanam, Xiang Lisa Li, et al.2022 · 222 citations
- Transforming Question Answering Datasets Into Natural Language Inference Datasets ↗arXiv:1809.02922 · no summary yetDorottya Demszky, Kelvin Guu, Percy Liang2018 · 220 citations
- What Can Transformers Learn In-Context? A Case Study of Simple Function Classes ↗arXiv:2208.01066 · no summary yetShivam Garg et al.2022 · 209 citations
- Enabling Language Models to Fill in the BlanksAnnual Meeting of the Association for Computational Linguistics (ACL)Chris Donahue, Mina Lee, Percy Liang2020 · 209 citations
- Concept Bottleneck Models ↗arXiv (Cornell University) · no summary yetPang Wei Koh et al.2020 · 206 citations
- The Infinite PCFG Using Hierarchical Dirichlet Processes ↗Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL) · no summary yetPercy Liang et al.2007 · 203 citations
- Semidefinite relaxations for certifying robustness to adversarial examples ↗arXiv (Cornell University) · no summary yetAditi Raghunathan, Jacob Steinhardt, Percy Liang2018 · 201 citations
- Stronger data poisoning attacks break data sanitization defenses ↗Machine Learning · no summary yetPang Wei Koh, Jacob Steinhardt, Percy Liang2018 · 200 citations
- Learning Language Games through Interaction ↗Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetSida I. Wang, Percy Liang, Christopher D. Manning2016 · 194 citations
- Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge Bases ↗arXiv:2011.07743 · no summary yetYu Gu et al.2020 · 183 citations
- Deep Bidirectional Language-Knowledge Graph Pretraining ↗neural information processing systems · no summary yetMichihiro Yasunaga et al.2022 · 182 citations
- Verified Uncertainty Calibration ↗arXiv:1909.10155 · no summary yetAnanya Kumar, Percy Liang, Tengyu Ma2019 · 172 citations
- A Game-Theoretic Approach to Generating Spatial Descriptions ↗Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing · no summary yetDave Golland, Percy Liang, Dan Klein2010 · 170 citations
- Large Language Models Can Be Strong Differentially Private Learners ↗arXiv (Cornell University) · no summary yetXuechen Li et al.2021 · 166 citations
- Lambda Dependency-Based Compositional Semantics ↗arXiv:1309.4408 · no summary yetPercy Liang2013 · 166 citations
- A Retrieve-and-Edit Framework for Predicting Structured Outputs ↗arXiv (Cornell University) · no summary yetTatsunori Hashimoto et al.2018 · 164 citations
- Distributionally Robust Neural Networks ↗International Conference on Learning Representations · no summary yetShiori Sagawa et al.2020 · 161 citations
- DoReMi: Optimizing Data Mixtures Speeds Up Language Model Pretraining ↗arXiv:2305.10429 · no summary yetSang Michael Xie et al.2023 · 156 citations
- Training Classifiers with Natural Language Explanations ↗Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetBraden Hancock et al.2018 · 152 citations
- Learning Executable Semantic Parsers for Natural Language Understanding ↗arXiv:1603.06677 · no summary yetPercy Liang2016 · 150 citations
- Distributionally Robust Language Modeling ↗Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) · no summary yetYonatan Oren et al.2019 · 149 citations
- The price of debiasing automatic metrics in natural language evalaution ↗Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetArun Chaganty, Stephen Mussmann, Percy Liang2018 · 149 citations
- Selection via Proxy: Efficient Data Selection for Deep Learning ↗arXiv (Cornell University) · no summary yetCody Coleman et al.2019 · 148 citations
- MLAgentBench: Evaluating Language Agents on Machine Learning ExperimentationarXiv:2310.03302Qian Huang, Jian Vora, Percy Liang, et al.2023 · 147 citations
- An Investigation of Why Overparameterization Exacerbates Spurious Correlations ↗arXiv (Cornell University) · no summary yetShiori Sagawa et al.2020 · 147 citations
- Simpler Context-Dependent Logical Forms via Model Projections ↗arXiv:1606.05378 · no summary yetReginald Long, Panupong Pasupat, Percy Liang2016 · 145 citations
- Unifying Human and Statistical Evaluation for Natural Language Generation ↗arXiv:1904.02792 · no summary yetTatsunori B. Hashimoto, Hugh Zhang, Percy Liang2019 · 143 citations
- Adversarial Training Can Hurt Generalization ↗arXiv (Cornell University) · no summary yetAditi Raghunathan et al.2019 · 139 citations
- A Data Driven Approach for Algebraic Loop Invariants ↗Lecture notes in computer science · no summary yetRahul R. Sharma et al.2013 · 138 citations
- Data Selection for Language Models via Importance Resampling ↗arXiv:2302.03169 · no summary yetSang Michael Xie et al.2023 · 137 citations
- Learning from measurements in exponential families ↗International Conference on Machine Learning · no summary yetPercy Liang, Michael I. Jordan, Dan Klein2009 · 137 citations
- World of Bits: An Open-Domain Platform for Web-Based Agents ↗International Conference on Machine Learning · no summary yetTianlin Shi et al.2017 · 135 citations
- Foundation Models and Fair Use ↗SSRN Electronic Journal · no summary yetPeter B. Henderson et al.2023 · 134 citations
- Fine-Tuning Vision-Language-Action Models: Optimizing Speed and Success ↗no summary yetMoo Jin Kim, Chelsea Finn, Percy Liang2025 · 132 citations
- Robust Encodings: A Framework for Combating Adversarial Typos ↗Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics · no summary yetErik Jones et al.2020 · 126 citations
- Just Train Twice: Improving Group Robustness without Training Group Information ↗arXiv (Cornell University) · no summary yetEvan Zheran Liu et al.2021 · 125 citations
- LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals ↗arXiv:2411.10109 · no summary yetJoon Sung Park et al.2024 · 119 citations
- Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration ↗arXiv:1802.08802 · no summary yetEvan Zheran Liu et al.2018 · 119 citations
- An asymptotic analysis of generative, discriminative, and pseudolikelihood estimators ↗International Conference on Machine Learning · no summary yetPercy Liang, Michael I. Jordan2008 · 117 citations
- Contrastive Decoding: Open-ended Text Generation as Optimization ↗Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetXiang Lisa Li et al.2023 · 114 citations
- Robust Distortion-free Watermarks for Language Models ↗arXiv:2307.15593 · no summary yetRohith Kuditipudi et al.2023 · 110 citations
- Evaluating Human-Language Model Interaction ↗arXiv (Cornell University) · no summary yetMina Lee et al.2022 · 110 citations
- Graph-based, Self-Supervised Program Repair from Diagnostic Feedback ↗arXiv:2005.10636 · no summary yetMichihiro Yasunaga, Percy Liang2020 · 107 citations
- GreaseLM: Graph REASoning Enhanced Language Models for Question Answering ↗arXiv (Cornell University) · no summary yetXikun Zhang et al.2022 · 106 citations
- Pun Generation with Surprise ↗Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) · no summary yetHe He, Nanyun Peng, Percy Liang2019 · 106 citations
- Retrieval-Augmented Multimodal Language Modeling ↗arXiv:2211.12561 · no summary yetMichihiro Yasunaga et al.2022 · 104 citations
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