PII Processing on PII-300k 512 records
0Failure Rate (FR)Direct
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DirectLLM Backend=GPT-5.4 mini2026.05 | 0 | 41 | |
| APWALLM Backend=GPT-5.4 mini2026.05 | 0 | 67 | |
| MegaAgentLLM Backend=GPT-4.1 mini2026.05 | 80 | 25 | |
| Magentic-OneLLM Backend=GPT-5.4 mini2026.05 | 100 | — |