> held-out eval

Held-out accuracy

Arena Open-source RL libraries Frontier models Base model 10.0%

668 tasks from environments never seen in training. Qwen3.6-35B-A3B fine-tuned with each library; Claude models run through the same harness, not fine-tuned.