2 papers
cs.AI2026
AM-Bench: Understanding Agents under Task Underspecification across Models and Harnesses
Kaiyu Huang, Yiting Li, Angyang Gu +3
Ambiguous or incomplete task specifications complicate both execution and clarification for language-model agents. Yet agents' responses to these information gaps remain poorly cha…
cs.AI2026
ProCARE: Real-World Study Automation via Profile-Grounded Evidence Contracts
Zhaoyu Fan, Bowen Han, Jincheng Ou +8
Real-world studies (RWS) analyze routinely collected healthcare data, such as electronic health records and insurance claims, to estimate treatment effects, monitor safety, and ide…