NVIDIA
NVIDIA
Nemovision-4B-Instruct
Model
NVIDIA
NVIDIA
Nemovision-4B-Instruct

Generates responses for roleplaying, retrieval augmented generation, and function calling with vision understanding and reasoning capabilities.

This model is backed by NVIDIA's Plus Plus (++) Promise
to learn more about the quality of the datasets used to train this model.
FieldResponse
Intended Application(s) & Domain(s):Visual Question Answering.
Model Type:Vision Language Model
Intended Users:The primary intended users of the model are practitioners and researchers in computer vision, natural language processing, machine learning, and artificial intelligence.
Output:Text
Describe how the model works:Chat based on image content. Chat for roleplaying, retrieval augmented generation, and function calling.
Technical Limitations:This model may not perform well on domain specific images.
Known Risk:The Model may produce output that is biased, toxic, or incorrect responses. Therefore, the model may amplify those biases and return toxic responses especially when prompted with toxic prompts. The Model may also generate answers that may be inaccurate, omit key information, or include irrelevant or redundant text, producing socially unacceptable or undesirable text, even if the prompt itself does not include anything explicitly offensive.
Verified to have met prescribed NVIDIA standards:Yes
Performance Metrics:Visual Question Answering (VQA), GQA, MMBench-en, MMMU, SQA-Image, etc. Text based evaluations include Automatic Evaluation - Commonsense Reasoning & Language Understanding, Automatic Evaluation - Open LLM Leaderboard, Instruction Following, Berkeley Function Calling, and ChatRAG-Bench.
Potential Known Risks:None Known
Licensing:NVIDIA AI Foundation Models Community License

NVIDIA uses cookies to improve your experience on our web site. We and our third-party partners also use cookies and other tools to collect and record information you provide as well as information about your interactions with our websites for performance improvement, analytics, and to assist in marketing efforts. By clicking "Accept All", you consent to our use of cookies and other tools as described in our Cookie Policy. You can manage your cookie settings by clicking on "Manage Settings." By continuing to use this site or by clicking one of the buttons below, you agree to our Terms of Service (which contains important waivers). Please see our Privacy Policy for more information on our privacy practices.