Credential Exfiltration Detection on Single-turn Prompts (Qwen-7B) (held-out)
0.998AUROCCIFT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CIFTPre-out=✓2026.06 | 0.998 | 99 | 1.5 | |
| Semantic emb.Pre-out=✗2026.06 | 0.9 | 79 | 9 | |
| LlamaGuardPre-out=✗2026.06 | 0.85 | 73 | 18 | |
| FuzzyPre-out=✗2026.06 | 0.8 | 62 | 11 | |
| SubstringPre-out=✗2026.06 | 0.73 | 51 | 8 |