Model comparison

umt5-xxl vs HyperCLOVAX-SEED-Text-Instruct-1.5B

At Q4_K_M, HyperCLOVAX-SEED-Text-Instruct-1.5B is the smaller download — 1,133,974,368 bytes against 3,655,145,312.

From the file· summed bytes, KV per layer

Side by side

umt5-xxlHyperCLOVAX-SEED-Text-Instruct-1.5B
Parameters5.7B1.6B
Architecturet5encoderllama
Layers
Native context
Mixture of expertsnono
Quantizations published281
Smallest quantization2.36 GiB1.06 GiB
Q4_K_M3.40 GiB1.06 GiB
Licenceapache-2.0other

KV cache by context

the term that decides long-context viability
Contextumt5-xxlHyperCLOVAX-SEED-Text-Instruct-1.5BRatio
4,096
8,192
16,384
32,768
65,536
131,072