The paper defines Prosecution Decision Prediction (PDP) and PDP-Bench with 4,630 cases, showing LLMs perform worse on PDP than LJP and that outcome-based RLVR fails to improve generalization.
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The Cases LJP Never Sees: Prosecution Decision Prediction for More Complete Criminal Liability Assessment
The paper defines Prosecution Decision Prediction (PDP) and PDP-Bench with 4,630 cases, showing LLMs perform worse on PDP than LJP and that outcome-based RLVR fails to improve generalization.