Model comparison

Qwen3.5-9B vs LFM2-VL-3B

At Q4_K_M, LFM2-VL-3B is the smaller download — 1,563,668,256 bytes against 5,627,044,256. At long context the gap widens: LFM2-VL-3B's KV cache at 32K is 2.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.5-9BLFM2-VL-3B
Parameters9.7B3.0B
Architectureqwen35lfm2
Layers3230
Native context262,144128,000
Mixture of expertsnono
Quantizations published347
Smallest quantization2.97 GiB1.38 GiB
Q4_K_M5.24 GiB1.46 GiB
Licenceapache-2.0other

KV cache by context

the term that decides long-context viability
ContextQwen3.5-9BLFM2-VL-3BRatio
4,0960.13 GiB0.06 GiB2.00×
8,1920.25 GiB0.13 GiB2.00×
16,3840.50 GiB0.25 GiB2.00×
32,7681.00 GiB0.50 GiB2.00×
65,5362.00 GiB1.00 GiB2.00×
131,0724.00 GiB2.00 GiB2.00×