Ornith-1.5-9B - ASHQ1-Remix
This is a GGUF quantized version of the original model.
📈 Release Benchmarks (wiki.test.raw, symmetric FA-auto reference)
| Tier | Size | PPL | KLD | RMS Δp | top-p |
|---|---|---|---|---|---|
| Fidelity-48pc | 9464 MiB | 9.5239 | 0.0081 | 2.43% | 97.6% |
| Precision-42pc | 8414 MiB | 9.4347 | 0.0132 | 3.04% | 96.6% |
| Quality-36pc | 6330 MiB | 9.3692 | 0.0366 | 5.00% | 93.3% |
| Compact-33pc 🥈 Second Choice | 5803 MiB | 9.6043 | 0.0517 | 5.91% | 91.6% |
| Mini-30pc ⭐ Recommended | 5385 MiB | 9.8564 | 0.0649 | 6.67% | 90.3% |
| Nano-27pc | 4750 MiB | 10.1061 | 0.0907 | 7.90% | 87.8% |
| Pico-24pc | 4389 MiB | 10.1078 | 0.1309 | 9.63% | 85.0% |
ℹ️ About ASHQ1-Remix Suite
Activation-aware GGUF quantization whose every ratio, floor, and cap traces to a measured experiment. Plain-BF16-native first; AutoRound lineage supported with explicit saturation bounds. Full seven-tier ladder validated across six model families.
🔗 Link: https://huggingface.co/Soulfate24/AutoRound-ASHQ1-Remix_Double-Quantization_Suite