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README.md

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 <img src="./src/logo.png" alt="Image" style="width: 900px;">    
 
 
-[![arXiv](https://img.shields.io/badge/arXiv-Paper-<COLOR>.svg)](https://multimodal-textbook.github.io/) [![Project](https://img.shields.io/badge/Project-Website-blue.svg)](https://multimodal-interleaved-textbook.github.io/) [![GitHub](https://img.shields.io/badge/GitHub-Code-181717?logo=github)](https://github.com/DAMO-NLP-SG/multimodal_textbook/tree/master)
+[![arXiv](https://img.shields.io/badge/arXiv-Paper-<COLOR>.svg)](https://arxiv.org/abs/2501.00958) [![Project](https://img.shields.io/badge/Project-Website-blue.svg)](https://multimodal-interleaved-textbook.github.io/) [![GitHub](https://img.shields.io/badge/GitHub-Code-181717?logo=github)](https://github.com/DAMO-NLP-SG/multimodal_textbook/tree/master)
 
 
 
 
 ## Overview
 
-This dataset is for ["2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining"](https://arxiv.org/pdf/2306.07209), containing 6.5M images interleaving with 0.8B text from instructional videos.
+This dataset is for ["2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining"](https://arxiv.org/abs/2501.00958), containing 6.5M images interleaving with 0.8B text from instructional videos.
 
 - It contains **pre-training corpus using interleaved image-text format**. Specifically, our multimodal-textbook includes **6.5M keyframes** extracted from instructional videos, interleaving with 0.8B **ASR texts**.
 - All the images and text are extracted from online instructional videos (22,000 class hours), covering multiple fundamental subjects, e.g., mathematics, physics, and chemistry.