Model comparison

Qwen3.8-27B vs Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated

These two publish different quantization sets; the table below has the exact sizes.

From the file· summed bytes, KV per layer

Side by side

Qwen3.8-27BHuihui-Kimi-Linear-48B-A3B-Instruct-abliterated
Parameters27.8B49.1B
Architectureqwen35kimi-linear
Layers64
Native context262,144
Mixture of expertsnono
Quantizations published2223
Smallest quantization8.39 GiB9.39 GiB
Q4_K_M15.66 GiB
Licenceapache-2.0mit

KV cache by context

the term that decides long-context viability
ContextQwen3.8-27BHuihui-Kimi-Linear-48B-A3B-Instruct-abliteratedRatio
4,0960.25 GiB
8,1920.50 GiB
16,3841.00 GiB
32,7682.00 GiB
65,5364.00 GiB
131,0728.00 GiB