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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

Maisha Maliha

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Conference Open access 2026

NSF-CoT: Neuro-Symbolic Formal Verification of Chain-of-Thought Faithfulness in Contextual Question Answering

NSF-CoT is presented, a neuro-symbolic formal verification method that checks CoT faithfulness step by step for contextual question answering and consistently outperforms causal mediation, perturbation probes, and behavioral monitoring.

Vishal Pramanik, Maisha Maliha, Nathaniel D. Bastian et al. · 1 citation

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