Wenyao Cui

SymDiag: Explainable Diagnosis for LLM Reasoning via Neuro-Symbolic Verification

SymDiag is proposed, a neuro-symbolic framework that reframes reasoning verification as structured failure diagnosis and incorporates a Self-Auditor that disentangles TranslationError from ReasoningError via dual symbolic encodings consistency checks, enabling robust diagnosis under partial observability.