3 papers
cs.AI2026
Learning When Not to Decide: A Framework for Overcoming Factual Presumptuousness in AI Adjudication
Mohamed Afane, Emily Robitschek, Derek Ouyang +1
A well-known limitation of AI systems is presumptuousness: the tendency of AI systems to provide confident answers when information may be lacking. This challenge is particularly a…
cs.CL2026
Benchmarking Legal RAG: The Promise and Limits of AI Statutory Surveys
Mohamed Afane, Emaan Hariri, Derek Ouyang +1
Retrieval-augmented generation (RAG) offers significant potential for legal AI, yet systematic benchmarks are sparse. Prior work introduced LaborBench to benchmark RAG models based…
stat.ME2024
Quantifying the Uncertainty of Imputed Demographic Disparity Estimates: The Dual-Bootstrap
Benjamin Lu, Jia Wan, Derek Ouyang +2
Measuring average differences in an outcome across racial or ethnic groups is a crucial first step for equity assessments, but researchers often lack access to data on individuals'…