The gpt-oss models were trained on the harmony response format for defining conversation structures, generating reasoning output and structuring function calls. If you are not using gpt-oss directly ...

Adaptive Cold-Start Stage: construct multimodal and textual reasoning examples with trace lengths scaled to task difficulty, so the model learns a notion of difficulty awareness. Empirical results ...