AINeutralarXiv – CS AI · 5h ago6/10
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Temporal Reasoning Is Not the Bottleneck: A Probabilistic Inconsistency Framework for Neuro-Symbolic QA
Researchers present a neuro-symbolic framework that challenges the conventional belief that temporal reasoning failures in LLMs stem from inherent logical deduction deficits. By decoupling text-to-event representation from symbolic reasoning using a Probabilistic Inconsistency Signal, the framework achieves perfect accuracy on structured temporal tasks and identifies that representation quality—not reasoning capability—is the true bottleneck.