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Chenjun Xu

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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.

Chenjun Xu, Zhen-Nan Zhou, Zhan Su et al. · 0 citations

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