Code Gaming Mitigation on Code Gaming (held-out tests)
4.2Gaming RateSFT (NO RLHF)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SFT (NO RLHF)RLHF=None2026.02 | 4.2 | 28.5 | |
| ARAFramework=Auditor-gated RLHF2026.02 | 19.6 | 35.8 | |
| INFORMCategory=Regularization Methods2026.02 | 39.8 | 33.1 | |
| ODINCategory=Regularization Methods2026.02 | 42.1 | 33.5 | |
| RM ENSEMBLECategory=Reward Model Improvements2026.02 | 44.3 | 34 | |
| FILTERING (R > mu + 2sigma)Category=Training Interventions2026.02 | 46.7 | 32.4 | |
| PPO W/KLCategory=Regularization Methods2026.02 | 48.5 | 31.8 | |
| PPOCondition=Unmitigated2026.02 | 61.3 | 34.2 |