About Nemotron Nano 12B 2 VL
NVIDIA Nemotron Nano 2 VL is a 12-billion-parameter open multimodal reasoning model designed for video understanding and document intelligence. It introduces a hybrid Transformer-Mamba architecture, combining transformer-level accuracy with Mamba’s memory-efficient sequence modeling for significantly higher throughput and lower latency. The model supports inputs of text and multi-image documents, producing natural-language outputs. It is trained on high-quality NVIDIA-curated synthetic datasets optimized for optical-character recognition, chart reasoning, and multimodal comprehension. Nemotron Nano 2 VL achieves leading results on OCRBench v2 and scores ≈ 74 average across MMMU, MathVista, AI2D, OCRBench, OCR-Reasoning, ChartQA, DocVQA, and Video-MME—surpassing prior open VL baselines. With Efficient Video Sampling (EVS), it handles long-form videos while reducing inference cost. Open-weights, training data, and fine-tuning recipes are released under a permissive NVIDIA open license, with deployment supported across NeMo, NIM, and major inference runtimes.
Model Specifications
Best For
- Complex reasoning, math problems, multi-step logic
- Image analysis, document understanding, visual Q&A
- Conversations, content writing, general assistance
Consider Alternatives For
- Simple Q&A (cheaper models available)
💰 Real-World Cost Examples
Estimated monthly costs for common use cases
NVIDIA Model Lineup
Compare all models from NVIDIA to find the best fit
| Model | Input | Output | Context | Capabilities |
|---|---|---|---|---|
| Nemotron Nano 12B 2 VL Current | Free | Free | 131k | chat vision video reasoning tool_use |
| Nemotron-4 340B Instruct | Free | Free | 4k | chat |
| Nemotron-4 340B Instruct | Free | Free | 4k | chat |
| Llama 3.1 Nemotron Nano 8B v1 | Free | Free | 131k | chat |
| Llama 3.1 Nemotron Nano 8B v1 | Free | Free | 131k | chat |
| Llama 3.3 Nemotron Super 49B v1 | Free | Free | 131k | chat |
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