Model comparison

GLM-4.7-Flash-REAP-23B-A3B-absolute-heresy vs Qwen3.6-27B

At Q4_K_M, GLM-4.7-Flash-REAP-23B-A3B-absolute-heresy is the smaller download — 13,934,220,800 bytes against 16,547,397,888. At long context the gap widens: GLM-4.7-Flash-REAP-23B-A3B-absolute-heresy's KV cache at 32K is 1.2× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

GLM-4.7-Flash-REAP-23B-A3B-absolute-heresyQwen3.6-27B
Parameters23.0B27.8B
Architecturedeepseek2qwen35
Layers4764
Native context202,752262,144
Mixture of expertsyes, 48 expertsno
Quantizations published3240
Smallest quantization4.49 GiB8.74 GiB
Q4_K_M12.98 GiB15.41 GiB
Licencemitapache-2.0

KV cache by context

the term that decides long-context viability
ContextGLM-4.7-Flash-REAP-23B-A3B-absolute-heresyQwen3.6-27BRatio
4,0960.21 GiB0.25 GiB1.21×
8,1920.41 GiB0.50 GiB1.21×
16,3840.83 GiB1.00 GiB1.21×
32,7681.65 GiB2.00 GiB1.21×
65,5363.30 GiB4.00 GiB1.21×
131,0726.61 GiB8.00 GiB1.21×