Aspire: Can Models Self-Evolve from Vague Goals?
By Yuhao Wu · Paper · cs.CL
Many important forms of human learning begin with a vague goal, such as "become a better physicist" or "improve at research." Learners must interpret the goal, identify capability gaps, decide how to learn, and determine whether they have actually improved. In contrast, existing