Model comparison

Qwen3-TTS-12Hz-0.6B-Base vs neutts-air

At Q4_K_M, neutts-air is the smaller download — 462,193,248 bytes against 5,073,265,248.

From the file· summed bytes, KV per layer

Side by side

Qwen3-TTS-12Hz-0.6B-Baseneutts-air
Parameters915M748M
Architectureqwen3-ttsqwen2
Layers24
Native context32,768
Mixture of expertsnono
Quantizations published106
Smallest quantization0.50 GiB0.43 GiB
Q4_K_M4.72 GiB0.43 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3-TTS-12Hz-0.6B-Baseneutts-airRatio
4,0960.05 GiB
8,1920.09 GiB
16,3840.19 GiB
32,7680.38 GiB
65,5360.75 GiB
131,0721.50 GiB