Autoreason: Teaching LLMs When to Stop Self-Refining
Autoreason replaces the traditional critique-and-revise loop with a competitive multi-version evaluation mechanism (A/B/AB + blind Borda count), solving three structural problems in LLM self-refinement: prompt bias, scope creep, and lack of restraint.