{ "method": "DEBUG TRIAL \u2014 REINFORCE v3 (fresh LoRA, heuristic override)", "base_model": "Qwen/Qwen3-4B", "config": { "episodes": 3, "max_steps": 15, "lr": 5e-05, "temperature": 1.0 }, "gpu": "NVIDIA L40S", "vram_gb": 47.7, "episodes": [ { "episode": 0, "task": "easy_bench", "total_reward": 6.6147, "enrolled": 5, "target": 80, "steps": 15, "unique_action_types": 2, "positive_rl_steps": 15, "action_dist": { "screen_patient": 6, "allocate_to_site": 9 } }, { "episode": 1, "task": "easy_bench", "total_reward": 6.6147, "enrolled": 5, "target": 80, "steps": 15, "unique_action_types": 2, "positive_rl_steps": 15, "action_dist": { "screen_patient": 6, "allocate_to_site": 9 } }, { "episode": 2, "task": "easy_bench", "total_reward": 7.4131, "enrolled": 1, "target": 80, "steps": 15, "unique_action_types": 2, "positive_rl_steps": 15, "action_dist": { "screen_patient": 14, "allocate_to_site": 1 } } ] }