PII Processing on PII 300k 4096 records
0Failure RateAPWA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| APWALLM Backend=GPT-5.4 mini2026.05 | 0 | 221 | |
| MegaAgentLLM Backend=GPT-4.1 mini2026.05 | 70 | 372 | |
| Magentic-OneLLM Backend=GPT-5.4 mini2026.05 | 80 | 91 | |
| DirectLLM Backend=GPT-5.4 mini2026.05 | 100 | — |