Sam Bayless

VeriCoT: Neuro-symbolic Chain-of-Thought Validation via Logical Consistency Checks

LLMs can perform multi-step reasoning through Chain-of-Thought (CoT), but they cannot reliably verify their own logic. Even when they reach correct answers, the underlying reasoning may be flawed, undermining trust in high-stakes scenarios. To mitigate this issue, we introduce VeriCoT, a neuro-symbo…