Mara Chain: Rethinking Failure as a Stepping Stone for AI System Auto-Evolution
Mara Chain is introduced, a refinement procedure that turns rejected candidates into stepping stones and retains and iteratively refines it using evidence accumulated across preceding attempts, delivering greater task-performance gains with fewer rollouts.
Yubin Lyu, Fu Li, Jia-Wei Fei et al.
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