LLaVA-v1.6-Mistral-7B
Property | Value |
---|---|
Parameter Count | 7.57B |
Model Type | Image-Text-to-Text |
License | Apache 2.0 |
Training Date | December 2023 |
Base Model | Mistral-7B-Instruct-v0.2 |
What is llava-v1.6-mistral-7b?
LLaVA-v1.6-Mistral-7B is an advanced multimodal chatbot that combines vision and language capabilities. Built upon the Mistral-7B-Instruct-v0.2 architecture, it's designed to understand and process both images and text, making it particularly valuable for research and practical applications in AI.
Implementation Details
The model is implemented as an auto-regressive language model based on the transformer architecture. It has been fine-tuned on a diverse dataset including 558K filtered image-text pairs, 158K GPT-generated multimodal instructions, and additional specialized data including 50K GPT-4V samples.
- Tensor Type: BF16
- Comprehensive training on academic VQA tasks
- Integration with ShareGPT data for improved conversational abilities
Core Capabilities
- Multimodal instruction following
- Visual question answering
- Image-text understanding and generation
- Academic task processing
- Natural conversation handling
Frequently Asked Questions
Q: What makes this model unique?
This model stands out for its integration of Mistral-7B's capabilities with extensive multimodal training, making it particularly effective for both research and practical applications in visual-language tasks.
Q: What are the recommended use cases?
The model is primarily intended for researchers and hobbyists in computer vision, natural language processing, and AI. It excels in visual question answering, multimodal instruction following, and research applications.