Model comparison

Qwen3-ForcedAligner-0.6B vs parakeet-unified-en-0.6b

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

From the file· summed bytes, KV per layer

Side by side

Qwen3-ForcedAligner-0.6Bparakeet-unified-en-0.6b
Parameters918M618M
Architectureqwen3asrparakeet
Layers
Native context
Mixture of expertsnono
Quantizations published46
Smallest quantization0.49 GiB0.44 GiB
Q4_K_M0.44 GiB
Licenceapache-2.0cc-by-4.0

KV cache by context

the term that decides long-context viability
ContextQwen3-ForcedAligner-0.6Bparakeet-unified-en-0.6bRatio
4,096
8,192
16,384
32,768
65,536
131,072