AI RESEARCH
ReasonOps: A Unified Operational Paradigm for Trustworthy Verified LLM Reasoning
arXiv CS.AI
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ArXi:2605.27014v1 Announce Type: cross Large Language Models (LLMs) have transformed artificial intelligence from primarily generative systems into increasingly capable reasoning agents. Recent advances in theorem proving, autoformalization, symbolic reasoning, and tool-augmented language models nstrate substantial progress toward machine-assisted formal reasoning. However, current reasoning systems still suffer from hidden logical inconsistencies, hallucinated symbolic transitions, uned theorem applications, and limited reliability guarantees.