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Tianyu Ding, Jianhong Xin, Juan Pablo De la Cruz Weinstein
Long-horizon tool-use reinforcement learning learns from outcome verification, but trajectory-level advantages are broadcast over reasoning, API, and answer tokens. Direct self-dis…