Nemotron 3 Nano 30B A3B Base
NVIDIA · 2025-12-15 · 31.6B parameters
Nemotron 3 Nano 30B A3B Base is NVIDIA's pretrained (not post-trained) hybrid Mamba-2/Transformer mixture-of-experts base model, the starting point for Nemotron 3 Nano 30B A3B and Nemotron Cascade 2. The BF16 checkpoint contains exactly 31,577,937,344 parameters in 52 layers (23 Mamba-2, 23 MoE and 6 GQA attention layers) with 128 routed experts of which 6 are active per token, and no positional embeddings. NVIDIA documents support for up to 1M tokens of context although the Hugging Face configuration defaults to 256K; the card lists a 128K maximum input size.
Benchmark scores
| Benchmark | Score |
|---|---|
| Capability | 121.0 |
| MATH-500 | 78.6 |
| MGSM Chinese | 82.8 |
| MGSM French | 81.6 |
| MGSM German | 85.6 |
| MGSM Japanese | 70.4 |
| MGSM Russian | 86.4 |
| MGSM Spanish | 84.4 |
| PIQA | 84.3 |
| RULER - 128K | 82.9 |
| RULER - 1M | 51.2 |
| RULER - 512K | 70.6 |
| RULER - 64K | 87.5 |