Model comparison
Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP vs Huihui-Qwen3-VL-30B-A3B-Instruct-abliterated
At Q4_K_M, Huihui-Qwen3-VL-30B-A3B-Instruct-abliterated is the smaller download — 18,556,687,872 bytes against 36,545,830,912. At long context the gap widens: Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP's KV cache at 32K is 1.5× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
| Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP | Huihui-Qwen3-VL-30B-A3B-Instruct-abliterated | |
|---|---|---|
| Parameters | 27.8B | 31.1B |
| Architecture | qwen35 | qwen3vlmoe |
| Layers | 64 | 48 |
| Native context | 262,144 | 262,144 |
| Mixture of experts | no | yes, 128 experts |
| Quantizations published | 34 | 54 |
| Smallest quantization | 10.12 GiB | 5.98 GiB |
| Q4_K_M | 34.04 GiB | 17.28 GiB |
| Licence | apache-2.0 | — |
KV cache by context
the term that decides long-context viability
| Context | Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP | Huihui-Qwen3-VL-30B-A3B-Instruct-abliterated | Ratio |
|---|---|---|---|
| 4,096 | 0.25 GiB | 0.38 GiB | 1.50× |
| 8,192 | 0.50 GiB | 0.75 GiB | 1.50× |
| 16,384 | 1.00 GiB | 1.50 GiB | 1.50× |
| 32,768 | 2.00 GiB | 3.00 GiB | 1.50× |
| 65,536 | 4.00 GiB | 6.00 GiB | 1.50× |
| 131,072 | 8.00 GiB | 12.00 GiB | 1.50× |