Model comparison

lingbot-world-v2-14b-causal-fast vs Wan2.2-T2V-A14B

At Q4_K_M, Wan2.2-T2V-A14B is the smaller download — 9,650,090,496 bytes against 12,054,188,608.

From the file· summed bytes, KV per layer

Side by side

lingbot-world-v2-14b-causal-fastWan2.2-T2V-A14B
Parameters18.5B14.3B
Architecturewanwan
Layers
Native context
Mixture of expertsnono
Quantizations published528
Smallest quantization11.23 GiB4.94 GiB
Q4_K_M11.23 GiB8.99 GiB
Licencecc-by-nc-sa-4.0apache-2.0

KV cache by context

the term that decides long-context viability
Contextlingbot-world-v2-14b-causal-fastWan2.2-T2V-A14BRatio
4,096
8,192
16,384
32,768
65,536
131,072