| # Benchmark Summary | |
| ## ONNX q8 | |
| | Suite | F1 | Examples/s | | |
| |---|---:|---:| | |
| | Irish core | 0.9733 | 29.4666 | | |
| | Edge | 0.9500 | 28.0216 | | |
| | Finance | 1.0000 | 30.7139 | | |
| | Finance boundary | 1.0000 | 29.9458 | | |
| | User PPSN | - | - | | |
| | GA weak PPSN | 1.0000 | 11.5878 | | |
| | Multilingual PPSN | 0.9371 | 38.4199 | | |
| | Hardening exact | 1.0000 | 22.2860 | | |
| | QA feedback exact | 0.8750 | 64.8216 | | |
| | UAT replay exact | 0.9032 | 63.7971 | | |
| ## Full checkpoint | |
| | Suite | F1 | Examples/s | | |
| |---|---:|---:| | |
| | Irish core | 0.9733 | 43.9580 | | |
| | Edge | - | - | | |
| | Multilingual PPSN | - | - | | |
| | Hardening exact | - | - | | |
| | QA feedback exact, strict boundary (`IoU 1.0`) | 0.6875 | - | | |