Model comparison
next-1b vs Qwen3-4B
At Q4_K_M, next-1b is the smaller download — 806,057,664 bytes against 2,497,280,256. At long context the gap widens: next-1b's KV cache at 32K is 30.7× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
KV cache by context
the term that decides long-context viability
| Context | next-1b | Qwen3-4B | Ratio |
|---|---|---|---|
| 4,096 | 0.04 GiB | 0.56 GiB | 15.16× |
| 8,192 | 0.05 GiB | 1.13 GiB | 21.33× |
| 16,384 | 0.08 GiB | 2.25 GiB | 26.79× |
| 32,768 | 0.15 GiB | 4.50 GiB | 30.72× |
| 65,536 | 0.27 GiB | 9.00 GiB | 33.15× |
| 131,072 | 0.52 GiB | 18.00 GiB | 34.52× |