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The Missing "I Don't Know": Why Three Reasoning-Reliability Findings Converge on Calibrated Abstention
Three recent results describe what look like unrelated LLM reliability problems. Yin et al. (2026) show reasoning RL collapses tool-reliability representations. Suleymanov et al. (2026) show that under safety-constrained generation, large models rewrite flagged spans while small models truncate. Bas
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