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It Takes 8 Tokens: Weak-to-Strong Off-Policy RL via Auxiliary Branches

arXiv cs.AI · 2026-07-21 Cached

Proposes W2SPO, an off-policy RL method that injects short auxiliary segments from a weaker model into target-model trajectories to diversify exploration and improve reasoning, achieving better performance and training speedup on math benchmarks.

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