STRIDE co-trains generator and verifier on outcome rewards alone to deliver learnable stepwise language feedback that redirects LLM reasoning trajectories and outperforms scalar-reward baselines.
The factors of +4 summing to −5 must both be negative: (−4)×(−1) = 4 and (−4) + (−1) =−5 . Using+1is a sign error; the correct factoring is(u−4)(u−1) = 0
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STRIDE: Learnable Stepwise Language Feedback for LLM Reasoning
STRIDE co-trains generator and verifier on outcome rewards alone to deliver learnable stepwise language feedback that redirects LLM reasoning trajectories and outperforms scalar-reward baselines.