Fragment Survivability and Utility Evaluation on Reserved 500 HTML pages
100DSRRi ScorePIIGuard
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PIIGuardLLM Model=GPT-5.4-nano, Fragment location=meta2026.05 | 100 | 100 | 30.96 | 87 | |
| PIIGuardLLM Model=Claude-haiku-4.5, Fragment location=footer2026.05 | 100 | 100 | 16.84 | 88 | |
| PIIGuardLLM Model=DeepSeek-chat, Fragment location=meta2026.05 | 100 | 100 | 31.23 | 88 | |
| PIIGuardLLM Model=DeepSeek-chat, Fragment location=after2026.05 | 99.75 | 100 | 30.8 | 87 | |
| PIIGuardLLM Model=DeepSeek-chat, Fragment location=footer2026.05 | 99.75 | 99.75 | 32.59 | 88 | |
| PIIGuardLLM Model=Claude-haiku-4.5, Fragment location=meta2026.05 | 99.5 | 100 | 15.1 | 89 | |
| PIIGuardLLM Model=Claude-haiku-4.5, Fragment location=after2026.05 | 99 | 100 | 15.59 | 90 | |
| PIIGuardLLM Model=GPT-5.4-nano, Fragment location=after2026.05 | 98.75 | 98.75 | 32.45 | 90 | |
| PIIGuardLLM Model=GPT-5.4-nano, Fragment location=footer2026.05 | 97 | 97 | 32.4 | 87 | |
| DeepSeek-chatFragment location=None2026.05 | 1.5 | 1.75 | 32.36 | 85 | |
| GPT-5.4-nanoFragment location=None2026.05 | 0 | 0 | 32.42 | 86 | |
| Claude-haiku-4.5Fragment location=None2026.05 | 0 | 0 | 14.9 | 90 |