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Why It Matters
Legal intelligence aims to support reliable decision-making across long-horizon legal processes involving evolving case states and multiple roles.
Provenance
Discovered via ArXiv and published by ArXiv.
Key Claims
Original description
Legal intelligence aims to support reliable decision-making across long-horizon legal processes involving evolving case states and multiple roles. However, real-world legal deployment exhibits substantial case heterogeneity in facts, evidence, and procedural contexts, exposing the limitations of static agent strategies. Moreover, legal reasoning is inherently interdependent across roles and procedural stages, making global reliability fundamentally different from isolated role competence. To address these challenges, we study training-free test-time agent adaptation, where agents continuously...
Discovered via ArXiv
Research papers and preprints from arXiv.
Publisher: arxiv.org
ID: http://arxiv.org/abs/2610.08138v1 · Indexed about 2 hours ago