Instruction-data separation on SEP
85Probe Execution RateSFT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SFTConfiguration=trained-format2026.06 | 85 | 93.6 | 28.9 | |
| Llama-3.1-Inst.Configuration=off-the-shelf anchor, Template=native chat template, Notes=calibration reference2026.06 | 69.3 | 67.5 | 93.3 | |
| baselineConfiguration=trained-format2026.06 | 47.6 | 57.7 | 72.5 | |
| 3-level (lin.)Configuration=trained-format, Variant=3-level linear2026.06 | 47.2 | 47.1 | 98.8 | |
| GW-DPO (lin.)Configuration=trained-format, Variant=linear2026.06 | 13.9 | 13.9 | 98.5 | |
| DPOConfiguration=trained-format, Variant=standard2026.06 | 13.3 | 13.1 | 94.8 | |
| GW-DPO (bi.)Configuration=trained-format, Variant=bilinear2026.06 | 11.8 | 11.7 | 98.3 | |
| No-ISEConfiguration=trained-format, Bypass=ISE layer bypassed2026.06 | 4.7 | 2.9 | 45.7 |