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Preprint Aug 2026

Does the Competitive Component of Adversarial Self-Play Improve Legal Reasoning? A Controlled Negative Result

Adversarial self-play is an appealing recipe for legal reasoning: have a student model draft an argument, have an adversary attack it, and reward the student when its argument survives the attack. We designed exactly such a training signal -- a verifiable"survival"reward in which both the student's cited authorities an...

M. Kim · 0 citations

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