Model comparison

next-8b vs Qwen3-8B

At Q4_K_M, next-8b is the smaller download — 5,027,782,816 bytes against 5,027,783,488.

From the file· summed bytes, KV per layer

Side by side

next-8bQwen3-8B
Parameters8.2B8.2B
Architectureqwen3qwen3
Layers3636
Native context131,07240,960
Mixture of expertsnono
Quantizations published3751
Smallest quantization1.97 GiB2.12 GiB
Q4_K_M4.68 GiB4.68 GiB
Licencemitapache-2.0

KV cache by context

the term that decides long-context viability
Contextnext-8bQwen3-8BRatio
4,0960.56 GiB0.56 GiB1.00×
8,1921.13 GiB1.13 GiB1.00×
16,3842.25 GiB2.25 GiB1.00×
32,7684.50 GiB4.50 GiB1.00×
65,5369.00 GiB9.00 GiB1.00×
131,07218.00 GiB18.00 GiB1.00×