Model comparison

EXAONE-4.0-32B vs Qwen3.6-27B

At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 19,343,826,720. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 1.4× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

EXAONE-4.0-32BQwen3.6-27B
Parameters32.0B27.8B
Architectureexaone4qwen35
Layers6464
Native context131,072262,144
Mixture of expertsnono
Quantizations published3140
Smallest quantization8.96 GiB8.74 GiB
Q4_K_M18.02 GiB15.41 GiB
Licenceotherapache-2.0

KV cache by context

the term that decides long-context viability
ContextEXAONE-4.0-32BQwen3.6-27BRatio
4,0961.00 GiB0.25 GiB4.00×
8,1921.34 GiB0.50 GiB2.69×
16,3841.84 GiB1.00 GiB1.84×
32,7682.84 GiB2.00 GiB1.42×
65,5364.84 GiB4.00 GiB1.21×
131,0728.84 GiB8.00 GiB1.11×