STOP: Structured On-Policy Pruning of Long-Form Reasoning in Low-Data Regimes
STOP (Structured On-policy Pruning), an on-policy algorithm for analyzing and pruning long-form reasoning traces, which improves the structural efficiency of generated reasoning, and reallocates reasoning effort away from redundant verification and backtracking toward more productive exploration.