Model comparison

EXAONE-Deep-7.8B vs gemma-4-12B-it-qat-q4_0-unquantized

These two publish different quantization sets; the table below has the exact sizes.

From the file· summed bytes, KV per layer

Side by side

EXAONE-Deep-7.8Bgemma-4-12B-it-qat-q4_0-unquantized
Parameters7.8B12.0B
Architectureexaonegemma4
Layers48
Native context32,768262,144
Mixture of expertsnono
Quantizations published292
Smallest quantization2.63 GiB6.50 GiB
Q4_K_M4.44 GiB
Licenceotherapache-2.0

KV cache by context

the term that decides long-context viability
ContextEXAONE-Deep-7.8Bgemma-4-12B-it-qat-q4_0-unquantizedRatio
4,0960.72 GiB
8,1920.97 GiB
16,3841.47 GiB
32,7682.47 GiB
65,5364.47 GiB
131,0728.47 GiB