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verified reasoning

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  1. Evidence-Grounded Verified Agentic Reasoning: A Path Toward Eliminating LLM Hallucination in Empirical Inference via Tool-Attested Kernel Proofs

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    Junyu Ren presents EG-VAR (Evidence-Grounded Verified Agentic Reasoning), a tool-calling architecture that aims to make empirical reasoning in large language models (LLMs) more trustworthy and auditable. The system…