ICLR 2026 Workshop on Reasoning and Planning for LLMsAccepted2026
Drift Dominates Contradiction in Multi-Turn Constraint Reasoning
Shows that after solver-guided repair, the dominant failure mode is not contradiction but answers that violate a still-satisfiable maintained state.
816 problems · 4 open-weight models · 68–95% of residual errors are satisfiable drift

Abstract
Shows that after solver-guided repair, the dominant failure mode is not contradiction but satisfiable drift, where the maintained state remains consistent while the returned answer violates prior commitments.