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README.md

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 Beaver-Vision-11B is an <u>Image-Text-to-Text</u> chat assistant trained based on the [LLaMA-3.2-11B-Vision](https://huggingface.co/meta-llama/Llama-3.2-11B-Vision) (**pretrained version**)  using the [Align-Anything-Instruct](https://huggingface.co/datasets/PKU-Alignment/Align-Anything) dataset and [Align-Anything](https://github.com/PKU-Alignment/align-anything) framework.
 
 Beaver-Vision-11B aims to enhance the instruction-following abilities of MLLMs (Multi-modal Large Language Models).
-Compared with [LLaMA-3.2-11B-Vision-Instruct](https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct), Beaver-Vision-11B uses [Align-Anything-Instruct](https://huggingface.co/datasets/PKU-Alignment/Align-Anything) dataset and post-training alignment method, achieving better performance. More importantly, Beaver-Vision-7B has open-sourced all of its training data, code, and evaluation scripts, providing greater convenience for the community and researchers.
+Compared with [LLaMA-3.2-11B-Vision-Instruct](https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct), Beaver-Vision-11B uses [Align-Anything-Instruct](https://huggingface.co/datasets/PKU-Alignment/Align-Anything) dataset and post-training alignment method, achieving better performance. More importantly, Beaver-Vision-11B has open-sourced all of its training data, code, and evaluation scripts, providing greater convenience for the community and researchers.
 
 - **Developed by:** the [PKU-Alignment](https://github.com/PKU-Alignment) Team.
 - **Model Type:** An auto-regressive multi-modal (Image-Text-to-Text) language model based on the transformer architecture.