2 papers
cs.AI2026
Rational Clarification by Assistive Agents via Value-of-Information Reasoning
T. Duy Nguyen-Hien, Yee Whye Teh, Wee Sun Lee +1
Users of language-based assistive agents often make ambiguous requests. In response, an assistant can either directly act on its interpretation of the request --- risking misalignm…
cs.LG2025
Extending Epistemic Uncertainty Beyond Parameters Would Assist in Designing Reliable LLMs
T. Duy Nguyen-Hien, Desi R. Ivanova, Yee Whye Teh +1
Although large language models (LLMs) are highly interactive and extendable, current approaches to ensure reliability in deployments remain mostly limited to rejecting outputs with…