Model comparison

Qwen3.8-27B vs LFM2-24B-A2B

At Q4_K_M, LFM2-24B-A2B is the smaller download — 14,415,473,952 bytes against 16,810,714,336. At long context the gap widens: LFM2-24B-A2B's KV cache at 32K is 3.2× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.8-27BLFM2-24B-A2B
Parameters27.8B23.8B
Architectureqwen35lfm2moe
Layers6440
Native context262,144128,000
Mixture of expertsnoyes, 64 experts
Quantizations published2233
Smallest quantization8.39 GiB5.35 GiB
Q4_K_M15.66 GiB13.43 GiB
Licenceapache-2.0other

KV cache by context

the term that decides long-context viability
ContextQwen3.8-27BLFM2-24B-A2BRatio
4,0960.25 GiB0.08 GiB3.20×
8,1920.50 GiB0.16 GiB3.20×
16,3841.00 GiB0.31 GiB3.20×
32,7682.00 GiB0.63 GiB3.20×
65,5364.00 GiB1.25 GiB3.20×
131,0728.00 GiB2.50 GiB3.20×