Direct Self-Evolving Optimization: Evolving LLMs without Challenger Training

Yuyang Deng, Yu Wang, Jiayun Wang

Self-evolving language models improve by generating tasks and learning from their own feedback, but adapting the task generator often requires a separate challenger-training loop.…