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#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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