kompress-v16 β 10x Must-Keep Weight
v8 data + 10x must-keep loss weight. Heretic 0.972 (best fine-tuned ever) but keep_rate 0.972 β only 2.8% compression. Proved that higher weight improves precision at the cost of compression. Use kompress-v8 for production (0.955, 15% compression).
| Weight | Model | Heretic | Compression |
|---|---|---|---|
| 3x | v8 | 0.955 | 15% |
| 5x | v17 | 0.963 | 3.7% |
| 10x | v16 | 0.972 | 2.8% |
CONCLUSION
Ξ»=10 gives 0.972 heretic but only 2.8% compression. Pareto endpoint β most precise, least useful.
USECASE
Pareto frontier reference. Shows the precision-compression tradeoff limit.
Model tree for PeetPedro/kompress-v16
Base model
answerdotai/ModernBERT-base Adapter
chopratejas/kompress-v2-base