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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Chun-Xiao Gao

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Book Open access Aug 2026

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

Large language models (LLMs) increasingly serve as data-driven reasoners, yet their chains-of-thought (CoT) can be unfaithful even when final answers are correct. Most existing ''verification'' signals are not diagnostic: answer matching observes only the outcome, LLM-as-judge provides subjective and non-verifiable cri...

Wenyao Cui, Hua-Ping Zhang, Yongyi Huang et al. · 0 citations
Book Open access Aug 2026

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.

Wenyao Cui, Huaping Zhang, Yongyi Huang et al. · 0 citations

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