Model comparison

v6-Finch-14B-HF vs Qwen3.8-27B

At Q4_K_M, v6-Finch-14B-HF is the smaller download — 8,767,898,176 bytes against 16,810,714,336. At long context the gap widens: Qwen3.8-27B's KV cache at 32K is 15.2× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

v6-Finch-14B-HFQwen3.8-27B
Parameters14.1B27.8B
Architecturerwkv6qwen35
Layers6164
Native context262,144
Mixture of expertsnono
Quantizations published2022
Smallest quantization5.10 GiB8.39 GiB
Q4_K_M8.17 GiB15.66 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
Contextv6-Finch-14B-HFQwen3.8-27BRatio
4,0963.81 GiB0.25 GiB15.24×
8,1927.63 GiB0.50 GiB15.24×
16,38415.25 GiB1.00 GiB15.25×
32,76830.50 GiB2.00 GiB15.25×
65,53661.00 GiB4.00 GiB15.25×
131,072122.00 GiB8.00 GiB15.25×