Hugging Face, released 2025-06-19. Dense decoder, 3B parameters, 128K context. Attention: GQA with periodic NoPE layers.
DenseMeta 🇺🇸 · September 25, 2024
Llama 3.2 (3B)
Small Llama baseline used to show how closely Nanbeige follows the mainstream compact decoder recipe.
Key detail
Reference small-model Llama architecture with tied embeddings.Parameters
3B
Context
128K
KV / token
112 KiB
Fact sheet
- Scale
- 3B parameters
- Context window
- 128,000 tokens
- Decoder type
- Dense
- Attention
- GQA
- Layer mix
- 28 GQA
- KV cache / token (bf16)
- 112 KiB · Moderate
- License
- Llama 3.2 Community License Agreement
- Released
Efficiency
Parameters active per token
100%
Dense: every weight runs for every token.
AA Intelligence Index v4.3.2
Source5.7
Architecture concepts
Sources & resources
Use the ← and → keys to step through releases.
Similar architectures


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Cohere, released 2026-02-13. Dense decoder, 3.4B parameters, 8K context. Attention: GQA with 3:1 sliding-window attention.