Publications

Causal Reasoning and Large Language Models: Opening a New Frontier for Causality Emre Kıcıman, Robert Ness, Amit Sharma, Chenhao Tan. arXiv.

Machine Explanations and Human Understanding Chacha Chen, Shi Feng, Amit Sharma, Chenhao Tan. TMLR; FAccT.

Selective Explanations: Leveraging Human Input to Align Explainable AI Vivian Lai, Yiming Zhang, Chacha Chen, Q. Vera Liao, Chenhao Tan. CSCW.

Learning Human-Compatible Representations for Case-Based Decision Support Han Liu, Yizhou Tian, Chacha Chen, Shi Feng, Yuxin Chen, Chenhao Tan. ICLR.

Language of Bargaining Mourad Heddaya, Solomon Dworkin, Chenhao Tan, Rob Voigt, Alexander Zentefis. ACL.

FLamE: Few-shot Learning from Natural Language Explanations Yangqiaoyu Zhou, Yiming Zhang, Chenhao Tan. ACL.

Generative Models as a Complex Systems Science: How can we make sense of language model behavior? Ari Holtzman, Peter West, Luke Zettlemoyer. arXiv.

QLoRA: Efficient Finetuning of Quantized LLMs Tim Dettmers, Artidoro Pagnoni, Ari Holtzman, Luke Zettlemoyer. NeurIPs, 2023.

Contrastive Decoding: Open-ended Text Generation as Optimization Xiang Lisa Li, Ari Holtzman, Daniel Fried, Percy Liang, Jason Eisner, Tatsunori Hashimoto, Luke Zettlemoyer, Mike Lewis. ACL, 2023.

Evaluating Human-Language Model Interaction Mina Lee, Megha Srivastava, Amelia Hardy, John Tickstun, Esin Durmus, Ashwin Paranjape, Ines Gerard-Ursin, Xiang Lisa Li, Faisal Ladhak, Frieda Rong, Rose E. Wang, Minae Kwon, Joon Sung Park, Hancheng Cao, Tony Lee, Rishi Bommasani, Michael Bernstein, Percy Liang. Transcations of Machine Learning Research (TMLR), 2023.

Towards Explainable AI Writing Assistants for Non-native English Speakers Yewon Kim, Mina Lee, Donghwi Kim, Sung-Ju Lee. Workshop on Intelligent and Interactive Writing Assistants (In2Writing), 2023.

CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilities Mina Lee, Percy Liang, Qian Yang. Conference on Human Factors in Computing Systems (CHI), 2022. Honorable mention award.

Human-AI Collaboration via Conditional Delegation: A Case Study of Content Moderation Vivian Lai, Samuel Carton, Rajat Bhatnagar, Q. Vera Liao, Yunfeng Zhang, Chenhao Tan. CHI.

Decision-Focused Summarization Chao-Chun Hsu, Chenhao Tan. EMNLP.

Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations Ramaravind Kommiya Mothilal, Amit Sharma, Chenhao Tan. FAccT.

On Human Predictions with Explanations and Predictions of Machine Learning Models: A Case Study on Deception Detection Vivian Lai, Chenhao Tan. FAccT.

Creative Writing with a Machine in the Loop: Case Studies on Slogans and Stories Elizabeth Clark, Anne Ross, Chenhao Tan, Yangfeng Ji, Noah A. Smith. IUI.

Friendships, Rivalries, and Trysts: Characterizing Relations between Ideas in Texts Chenhao Tan, Dallas Card, Noah A. Smith. ACL.

Winning Arguments: Interaction Dynamics and Persuasion Strategies in Good-faith Online Discussions Chenhao Tan, Vlad Niculae, Cristian Danescu-Niculescu-Mizil, Lillian Lee. WWW.