| name: Merged-14B-Ultimate | |
| merge_method: della_linear | |
| base_model: djuna/Q2.5-Veltha-14B | |
| dtype: bfloat16 | |
| parameters: | |
| epsilon: 0.01 # Fine-grained parameter scaling for stable merges | |
| lambda: 1.5 # Emphasizes each model’s unique parameters | |
| normalize: true # Normalizes merges across different scale factors | |
| models: | |
| # 1) Strong average + BBH + conversation | |
| - model: sthenno-com/miscii-14b-1225 | |
| parameters: | |
| weight: 0.25 | |
| density: 0.70 | |
| # 2) CultriX “FinalMerge” synergy | |
| - model: CultriX/Qwen2.5-14B-FinalMerge | |
| parameters: | |
| weight: 0.15 | |
| density: 0.65 | |
| # 3) CultriX “Wernickev3”—balanced | |
| - model: CultriX/Qwen2.5-14B-Wernickev3 | |
| parameters: | |
| weight: 0.15 | |
| density: 0.65 | |
| # 4) CultriX “Broca”—logic & QA | |
| - model: CultriX/Qwen2.5-14B-Broca | |
| parameters: | |
| weight: 0.10 | |
| density: 0.65 | |
| # 5) CultriX “SeQwence-14Bv1”—general coverage | |
| - model: CultriX/SeQwence-14Bv1 | |
| parameters: | |
| weight: 0.10 | |
| density: 0.65 | |
| adaptive_merge_parameters: | |
| # Weighted emphasis on sub-benchmarks | |
| task_weights: | |
| IFEval: 1.9 | |
| BBH: 1.8 | |
| MATH: 1.8 | |
| GPQA: 1.7 | |
| MUSR: 1.7 | |
| MMLU-PRO: 1.7 | |
| smoothing_factor: 0.1 | |
| gradient_clipping: 1.0 # Prevents over-contribution from any one model | |