2026
LogicReward: Incentivizing LLM Reasoning via Step-Wise Logical Supervision
ICLR 2026poster
Although LLMs exhibit strong reasoning capabilities, existing training methods largely depend on outcome-based feedback, which can produce correct answers with flawed reasoning. Prior work introduces supervision on intermediate steps but still lacks guarantees of logical soundness, which is crucial…