Model comparison

LFM2-VL-3B vs Qwen3.5-4B

At Q4_K_M, LFM2-VL-3B is the smaller download — 1,563,668,256 bytes against 2,707,513,696. 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

LFM2-VL-3BQwen3.5-4B
Parameters3.0B4.7B
Architecturelfm2qwen35
Layers3032
Native context128,000262,144
Mixture of expertsnono
Quantizations published757
Smallest quantization1.38 GiB1.42 GiB
Q4_K_M1.46 GiB2.52 GiB
Licenceotherapache-2.0

KV cache by context

the term that decides long-context viability
ContextLFM2-VL-3BQwen3.5-4BRatio
4,0960.06 GiB0.13 GiB2.00×
8,1920.13 GiB0.25 GiB2.00×
16,3840.25 GiB0.50 GiB2.00×
32,7680.50 GiB1.00 GiB2.00×
65,5361.00 GiB2.00 GiB2.00×
131,0722.00 GiB4.00 GiB2.00×