Latent Knowledge Elicitation on Deceptive Alignment Benchmark (DAB) 400 scenarios
81.2Elicitation AccuracyMechELK
Evaluation results
| Method | Links | |
|---|---|---|
| MechELKModel=Llama-8B2026.04 | 81.2 | |
| MechELKModel=Mistral-7B2026.04 | 79.6 | |
| RepEModel=Llama-8B2026.04 | 70.2 | |
| SAE-ProbeModel=Llama-8B2026.04 | 69.8 | |
| RepEModel=Mistral-7B2026.04 | 68.7 | |
| Act. PatchingModel=Llama-8B2026.04 | 68.4 | |
| CCSModel=Llama-8B2026.04 | 67.3 | |
| SAE-ProbeModel=Mistral-7B2026.04 | 67.3 | |
| Act. PatchingModel=Mistral-7B2026.04 | 66.1 | |
| CCSModel=Mistral-7B2026.04 | 65.9 | |
| Direct ProbingModel=Llama-8B2026.04 | 62.1 | |
| Direct ProbingModel=Mistral-7B2026.04 | 60.8 |