Model comparison

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

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

neutts-airQwen3-TTS-12Hz-0.6B-Base
Parameters748M915M
Architectureqwen2qwen3-tts
Layers24
Native context32,768
Mixture of expertsnono
Quantizations published610
Smallest quantization0.43 GiB0.50 GiB
Q4_K_M0.43 GiB4.72 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
Contextneutts-airQwen3-TTS-12Hz-0.6B-BaseRatio
4,0960.05 GiB
8,1920.09 GiB
16,3840.19 GiB
32,7680.38 GiB
65,5360.75 GiB
131,0721.50 GiB