Model comparison

gemma-3-16b-it-BIG-G-GLM4.7-Flash-Valhalla-Heretic-Uncensored-Deep-Thinking vs Qwen3.6-27B

At Q4_K_M, gemma-3-16b-it-BIG-G-GLM4.7-Flash-Valhalla-Heretic-Uncensored-Deep-Thinking is the smaller download — 9,852,528,768 bytes against 16,547,397,888.

From the file· summed bytes, KV per layer

Side by side

gemma-3-16b-it-BIG-G-GLM4.7-Flash-Valhalla-Heretic-Uncensored-Deep-ThinkingQwen3.6-27B
Parameters16.0B27.8B
Architecturegemma3qwen35
Layers64
Native context262,144
Mixture of expertsnono
Quantizations published3540
Smallest quantization3.57 GiB8.74 GiB
Q4_K_M9.18 GiB15.41 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
Contextgemma-3-16b-it-BIG-G-GLM4.7-Flash-Valhalla-Heretic-Uncensored-Deep-ThinkingQwen3.6-27BRatio
4,0960.25 GiB
8,1920.50 GiB
16,3841.00 GiB
32,7682.00 GiB
65,5364.00 GiB
131,0728.00 GiB