Model comparison

Qwen3.5-9B-MedHELM-Reasoning-v1 vs gemma-4-E4B-it

At Q4_K_M, gemma-4-E4B-it is the smaller download — 4,977,171,584 bytes against 5,780,091,136.

From the file· summed bytes, KV per layer

Side by side

Qwen3.5-9B-MedHELM-Reasoning-v1gemma-4-E4B-it
Parameters9.2B8.0B
Architectureqwen35gemma4
Layers42
Native context131,072
Mixture of expertsnono
Quantizations published2736
Smallest quantization3.65 GiB3.30 GiB
Q4_K_M5.38 GiB4.64 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.5-9B-MedHELM-Reasoning-v1gemma-4-E4B-itRatio
4,0960.12 GiB
8,1920.18 GiB
16,3840.29 GiB
32,7680.51 GiB
65,5360.94 GiB
131,0721.82 GiB