2 papers
cs.AI2026
The Knowing-Saying Gap: When Probes See Errors that Confidence Misses
Jyotin Goel, Ipshita Bandyopadhyay, Justin Shenk
Linear probes detect corrupted context in language models with near-perfect accuracy, yet this does not translate into reliable failure prediction. The result is a dissociation wit…
cs.LG2026
Temporal Preference Concepts and their Functions in a Large Language Model
Ian Rios-Sialer, Shantanu Darveshi, Shuai Jiang +4
Large Language Models (LLMs) are increasingly being deployed to make decisions that require trading off near-term gains against long-term consequences, yet little is known about ho…