Nemotron-4 340B

NVIDIA · June 2024

activeOpen Weightdecoder onlytext
Parameters340B
Context Window4K tokens
VariantsBase, Instruct, Reward

Why It Matters

NVIDIA's synthetic data powerhouse — designed to generate high-quality training data for other models, proving that AI-generated data could rival human-curated datasets.

Description

NVIDIA's largest Nemotron-4 model, specifically designed to generate high-quality synthetic training data for other AI models. Released in three variants — Base, Instruct (for following instructions), and Reward (for scoring response quality) — it enables a complete pipeline where AI generates, filters, and improves its own training data.

Key Innovations

Instruction Tuning
Instruction TuningFine-tuning a model on instruction-response pairs so it follows user commands more reliably.
RLHF
RLHFReinforcement Learning from Human Feedback — training models to align with human preferences by having humans rank outputs.

Family Tree

Lineage

Related Research (1)

2019 · NVIDIA

Pioneered efficient model parallelism techniques enabling training of multi-billion parameter Transformers across GPUs.

External Links