Model comparison

NuExtract3 vs Qwythos-9B-v2

At Q4_K_M, NuExtract3 is the smaller download — 2,708,803,456 bytes against 6,047,707,680.

From the file· summed bytes, KV per layer

Side by side

NuExtract3Qwythos-9B-v2
Parameters4.5B9.7B
Architectureqwen35qwen35
Layers3232
Native context262,1441,048,576
Mixture of expertsnono
Quantizations published643
Smallest quantization1.78 GiB3.64 GiB
Q4_K_M2.52 GiB5.63 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextNuExtract3Qwythos-9B-v2Ratio
4,0960.13 GiB0.13 GiB1.00×
8,1920.25 GiB0.25 GiB1.00×
16,3840.50 GiB0.50 GiB1.00×
32,7681.00 GiB1.00 GiB1.00×
65,5362.00 GiB2.00 GiB1.00×
131,0724.00 GiB4.00 GiB1.00×