Three reasoning-reliability findings converge on calibrated abstention for LLMs, as shown across Yin et al., Suleymanov et al., and Bastounis et al.
Read the original at arxiv.org→arXiv:2609.17686v1 Announce Type: new Abstract: Three recent results describe what look like unrelated LLM reliability problems. Yin et al. (2026) show reasoning RL collapses tool-reliability representations....
Original headline: "The Missing "I Don't Know": Why Three Reasoning-Reliability Findings Converge on Calibrated Abstention"
Coverage timeline
- Sep 17, 04:00 UTC arXiv cs.LG lead source The Missing "I Don't Know": Why Three Reasoning-Reliability Findings Converge on Calibrated Abstention