arXiv cs.CL
6/16/2026

Nemotron 3 Ultra: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning
Short summary
NVIDIA released Nemotron 3 Ultra, an open-source 550B-parameter Mamba-Transformer hybrid with 1M token context and 6x higher inference throughput than comparable LLMs. Designed for long-running agentic tasks with advanced techniques like LatentMoE and multi-teacher distillation. Base, post-trained, and quantized checkpoints available on HuggingFace.
- •550B total parameters (55B active) with 1M token context window
- •6x higher inference throughput vs state-of-the-art open models
- •Fully open-sourced on HuggingFace with training data and recipes
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