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Yinzhu Piao

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Preprint Aug 2026

Repo2Skill-Evo: Repository Skills Go Stale in Silence

Repo2Skill-Evo casts each release transition as a skill-maintenance task: given a V1 skill set and the official V1-to-V2 patch, an agent must update obsolete skill content while preserving guidance that remains valid.

Chenyuan Duan, Ge Shi, Zineng Mao et al. · 0 citations
#natural language process... Preprint Aug 2026

Aspire: Can Models Self-Evolve from Vague Goals?

This work introduces ASPIRE, a benchmark for vague-goal-driven self-evolution and shows that vague goals redirect search effort toward goal interpretation, and evaluates the resulting systems on a hidden, expert-authored set of 520 items spanning six goals.

Yu-Hao Wu, Jingyuan Zhang, Jia-Jun Shi et al. · 0 citations

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