Self-Play Only Evolves When Self-Synthetic Pipeline Ensures Learnable Information Gain

Wei Liu, Siya Qi, Yali Du +1

Large language models (LLMs) make it plausible to build systems that improve through self-evolving loops, but many existing proposals are better understood as self-play and often p…