S3Gym: Can LLMs Turn Self-Testing and Self-Judging into Self-Improvement?
These findings show that recognizing successful actions is insufficient; agents must also transform feedback into executable and transferable policies, and provide a unified framework for diagnosing this process and identifying the bottlenecks that prevent agents from translating interaction experience into reliable self-improvement.
Jia-Jun Shi, Siyang Tao, Yu-Hao Wu et al.
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