Model comparison

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

At Q4_K_M, parakeet-unified-en-0.6b is the smaller download — 477,274,496 bytes against 589,560,480.

From the file· summed bytes, KV per layer

Side by side

parakeet-unified-en-0.6bQwen3-ASR-0.6B
Parameters618M938M
Architectureparakeetqwen3_asr
Layers
Native context
Mixture of expertsnono
Quantizations published610
Smallest quantization0.44 GiB0.55 GiB
Q4_K_M0.44 GiB0.55 GiB
Licencecc-by-4.0apache-2.0

KV cache by context

the term that decides long-context viability
Contextparakeet-unified-en-0.6bQwen3-ASR-0.6BRatio
4,096
8,192
16,384
32,768
65,536
131,072