LegalWorld is a life-cycle interactive environment modeling Chinese civil litigation as five causally connected stages grounded in 75,309 judgments, paired with LongJud-Bench for cross-stage agent evaluation.
arXiv preprint arXiv:2502.06882 , year =
2 Pith papers cite this work. Polarity classification is still indexing.
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VLMs violate their own stated introspective rules for attributing colors to objects in nearly 60% of cases on items with strong color priors, unlike humans who largely follow theirs, revealing miscalibrated self-knowledge.
citing papers explorer
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LegalWorld: A Life-Cycle Interactive Environment for Legal Agents
LegalWorld is a life-cycle interactive environment modeling Chinese civil litigation as five causally connected stages grounded in 75,309 judgments, paired with LongJud-Bench for cross-stage agent evaluation.
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When to Call an Apple Red: Humans Follow Introspective Rules, VLMs Don't
VLMs violate their own stated introspective rules for attributing colors to objects in nearly 60% of cases on items with strong color priors, unlike humans who largely follow theirs, revealing miscalibrated self-knowledge.