Model comparison
Qwen3.8-27B vs GLM-4.7-Flash-REAP-23B-A3B-absolute-heresy
At Q4_K_M, GLM-4.7-Flash-REAP-23B-A3B-absolute-heresy is the smaller download — 13,934,220,800 bytes against 16,810,714,336. 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
| Qwen3.8-27B | GLM-4.7-Flash-REAP-23B-A3B-absolute-heresy | |
|---|---|---|
| Parameters | 27.8B | 23.0B |
| Architecture | qwen35 | deepseek2 |
| Layers | 64 | 47 |
| Native context | 262,144 | 202,752 |
| Mixture of experts | no | yes, 48 experts |
| Quantizations published | 22 | 32 |
| Smallest quantization | 8.39 GiB | 4.49 GiB |
| Q4_K_M | 15.66 GiB | 12.98 GiB |
| Licence | apache-2.0 | mit |
KV cache by context
the term that decides long-context viability
| Context | Qwen3.8-27B | GLM-4.7-Flash-REAP-23B-A3B-absolute-heresy | Ratio |
|---|---|---|---|
| 4,096 | 0.25 GiB | 0.21 GiB | 1.21× |
| 8,192 | 0.50 GiB | 0.41 GiB | 1.21× |
| 16,384 | 1.00 GiB | 0.83 GiB | 1.21× |
| 32,768 | 2.00 GiB | 1.65 GiB | 1.21× |
| 65,536 | 4.00 GiB | 3.30 GiB | 1.21× |
| 131,072 | 8.00 GiB | 6.61 GiB | 1.21× |