DecoEvo co-evolves solver and rubric-generator skills with decoupled objectives, beating SkillOpt on 15 benchmark-backbone settings by 1.7–3.1 points without gold rubrics or weight updates.
Rafael Rafailov, Archit Sharma, Eric Mitchell, Christopher D
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DecoEvo: Score-Decoupled Co-Evolution of Solver and Rubric-Generator Skills in Text Space
DecoEvo co-evolves solver and rubric-generator skills with decoupled objectives, beating SkillOpt on 15 benchmark-backbone settings by 1.7–3.1 points without gold rubrics or weight updates.