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README.md

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 [![Hugging Face](https://img.shields.io/badge/huggingface-MMR5-yellow.svg)](https://huggingface.co/i2vec/MM-R5)
 [![Github](https://img.shields.io/badge/Github-MMR5-black.svg)](https://github.com/i2vec/MM-R5)
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-# 📖 Table of Contents
-- [📖 Table of Contents](#-table-of-contents)
-- [📢 News](#-news)
-- [📖 Introduction](#-Introduction)
-- [📊 Resulsts](#-results)
-- [🚀 Getting Started](#-getting-started)
-- [🏷️ License](#️-license)
-- [🖋️ Citation](#️-citation)
-- [❤️ Acknowledgements](#️-acknowledgements)
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 # 📢 News
 - **2025-06-20**: Our model [MM-R5](https://huggingface.co/i2vec/MM-R5) is now publicly available on Hugging Face!
 - **2025-06-14**: Our publication [MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document Retrieval](https://arxiv.org/abs/2506.12364) is now available!