NVIDIA pretrained 120B and 550B MoEs in NVFP4, keeping last 15% and embeddings in BF16

Nouamanetazi · x · 2026-11-06

The MoE handbook examines 4-bit pretraining at scale: NVIDIA trained Nemotron 3 Super (120B total, 12B active) on 25T tokens and Nemotron 3 Ultra (550B, 55B active) on 20T tokens in NVFP4, keeping the last 15% of the network, attention projections and embeddings in BF16. An accompanying figure details DeepSeek's FP8 split.

Related event: Hugging Face Releases Free MoE Training Handbook Built on 800K GPU Hours(20 posts)→

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