Align-DS-V
| Property | Value |
|---|---|
| Model Type | Vision-Language Model |
| Base Architecture | DeepSeek-R1-Distill-Llama-8B |
| Parameters | 8B |
| Developer | PKU-Alignment Team & HKUST |
| Paper | arXiv:2412.15838 |
What is Align-DS-V?
Align-DS-V is an advanced vision-language model that extends DeepSeek-R1-Distill-Llama-8B's capabilities to handle visual inputs. Developed by the PKU-Alignment team and HKUST, it focuses on enhancing reasoning capabilities through all-modality alignment, showing particular strength in visual question answering (VQA) and mathematical reasoning tasks.
Implementation Details
The model implements a sophisticated architecture that enables both visual and textual processing, with demonstrated improvements over its base model in various benchmarks. It can be easily integrated using the Hugging Face Transformers library and supports both image and text inputs through a structured API.
- Built on DeepSeek-R1-Distill-Llama-8B architecture
- Supports multi-modal inputs (text and images)
- Implements chat template formatting for conversations
- Optimized for both VQA and mathematical reasoning tasks
Core Capabilities
- Strong performance on MathVista (27.0) and MathVision (63.8)
- Exceptional results on LLaVA-Bench-COCO (105.3)
- Improved reasoning capabilities on ARC and BigBench-Hard
- Comprehensive visual question answering abilities
Frequently Asked Questions
Q: What makes this model unique?
Align-DS-V stands out for its ability to combine vision and language processing while maintaining strong mathematical reasoning capabilities. It shows improved performance over the base model in both visual and textual tasks, making it particularly versatile for multi-modal applications.
Q: What are the recommended use cases?
The model excels in visual question answering, mathematical problem solving, and general reasoning tasks. It's particularly well-suited for applications requiring both image understanding and mathematical reasoning, such as educational tools, automated problem solving, and visual data analysis.
