AI RESEARCH
A Progressive Visual-Logic-Aligned Framework for Ride-Hailing Adjudication
arXiv CS.LG
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ArXi:2603.17328v1 Announce Type: cross The efficient adjudication of responsibility disputes is pivotal for maintaining marketplace fairness. However, the exponential surge in ride-hailing volume renders manual review intractable, while conventional automated methods lack the reasoning transparency required for quasi-judicial decisions. Although Multimodal LLMs offer a promising paradigm, they fundamentally struggle to bridge the gap between general visual semantics and rigorous evidentiary protocols, often leading to perceptual hallucinations and logical looseness.