Model comparison

Hermes-4.3-36B-heretic vs Qwen3.6-27B

At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 21,762,146,464. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 4.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Hermes-4.3-36B-hereticQwen3.6-27B
Parameters36.2B27.8B
Architectureseed_ossqwen35
Layers6464
Native context524,288262,144
Mixture of expertsnono
Quantizations published3440
Smallest quantization7.50 GiB8.74 GiB
Q4_K_M20.27 GiB15.41 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextHermes-4.3-36B-hereticQwen3.6-27BRatio
4,0961.00 GiB0.25 GiB4.00×
8,1922.00 GiB0.50 GiB4.00×
16,3844.00 GiB1.00 GiB4.00×
32,7688.00 GiB2.00 GiB4.00×
65,53616.00 GiB4.00 GiB4.00×
131,07232.00 GiB8.00 GiB4.00×