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NVIDIA: Nemotron 3 NVFP4 hybrid expert-training system

Implemented low-precision NVFP4 pretraining with latent-expert Mamba/attention hybrids and native multi-token prediction, then consolidated specialist agentic teachers in the Ultra post-training system.

What is recorded here?

Implemented low-precision NVFP4 pretraining with latent-expert Mamba/attention hybrids and native multi-token prediction, then consolidated specialist agentic teachers in the Ultra post-training system.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Super and Ultra are bundled as one realized system-family delta beyond Nano, not separate achievements by size. LatentMoE, Mamba and speculative decoding have their own prior sources; architecture and throughput are configuration-specific. Earlier family plans are not realized 2025 capabilities.

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Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities. The recorded author list is incomplete.

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English catalogue narrative

NVIDIA: Nemotron 3 NVFP4 hybrid expert-training system

Implemented low-precision NVFP4 pretraining with latent-expert Mamba/attention hybrids and native multi-token prediction, then consolidated specialist agentic teachers in the Ultra post-training system.

Scientific scope

Super and Ultra are bundled as one realized system-family delta beyond Nano, not separate achievements by size. LatentMoE, Mamba and speculative decoding have their own prior sources; architecture and throughput are configuration-specific. Earlier family plans are not realized 2025 capabilities.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources