kapynResearch

Conformal Thinking: Risk Control for Reasoning on a Compute Budget

Conformal Thinking introduces a novel risk control framework for adaptive LLM reasoning. This approach optimizes token budgets by stopping early when additional computation yields diminishing returns on accuracy, directly addressing the risk-accuracy trade-off.

Apple ML Research·Jul 2, 2026

Opening Kapyn…