NVIDIA, released 2026-10-16. Dense decoder, 4B parameters, 256K context. Attention: Gated GQA; 3:1 sliding-window/full, RoPE.
Qwen3 (4B)
Mid-size dense Qwen3 model used here as a clean baseline against SmolLM3 and Tiny Aya.
Key detail
Compact Qwen3 dense stack with QK-Norm and a 151k vocabulary.Parameters
4B
Context
32K
KV / token
144 KiB
Fact sheet
- Scale
- 4B parameters
- Context window
- 32,768 tokens
- Decoder type
- Dense
- Attention
- GQA with QK-Norm
- Layer mix
- 36 GQA
- KV cache / token (bf16)
- 144 KiB · Moderate
- License
- Apache License 2.0
- Released
Efficiency
Parameters active per token
100%
Dense: every weight runs for every token.
AA Intelligence Index v4.3.2
Source6.6
Architecture concepts
Sources & resources
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Similar architectures


Alibaba Cloud, released 2025-04-28. Dense decoder, 8B parameters, 128K context. Attention: GQA with QK-Norm.

Google, released 2026-04-02. Dense decoder, 8B parameters, 128K context. Attention: GQA with QK-Norm, unified K/V on global layers, p-RoPE on global layers, and 5:1 sliding-window/global attention.

Google, released 2026-06-03. Dense decoder, 12B parameters, 128K context. Attention: GQA with QK-Norm, unified K/V on global layers, p-RoPE on global layers, and 5:1 sliding-window/global attention.