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News/Theoria: Rewrite-Acceptability Verification over Informal Reasoning States
arxiv
PublishedJuly 11, 2026 at 4:00 AM
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Theoria: Rewrite-Acceptability Verification over Informal Reasoning States

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Publisher summary· verbatim

arXiv:2607.01223v3 Announce Type: replace-cross Abstract: When should an AI system's answer be trusted? Formal proof assistants offer certainty but cannot reach most of the problem distribution; scalar LLM judges offer coverage but produce opaque scores that cannot be audited after the fact and are

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arxivAn AI Security Agent for University ACMIS: Multi-Vector Threat Detection and Automated Response2harxivNavalia: Advancing Cowork Agents through Verifiable Task Synthesis and Long-Horizon Post-Training2harxivLarge language model and reinforcement learning based autonomous construction and progress updates2harxivMedPAO-Assist: Edge-Deployable, Modality-Aware Agentic AI for Radiology Report Structuring2h
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