Update README.md

README.md

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 ## News
 
 - <img src="https://img.shields.io/badge/2026.06.17-4c6fff?style=flat-square" alt="2026.06.17"> 🎉 VideoSearch-R1 is accepted to **ECCV 2026**.
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 - <img src="https://img.shields.io/badge/2026.06.20-18a058?style=flat-square" alt="2026.06.20"> Code released.
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 - <img src="https://img.shields.io/badge/2026.06.20-f59e0b?style=flat-square" alt="2026.06.20"> Trained model checkpoints released.
-- <img src="https://img.shields.io/badge/Paper%20Preprint-Coming%20Soon-b31b1b?style=flat-square" alt="Paper preprint coming soon"> Paper preprint coming soon.
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+- <img src="https://img.shields.io/badge/2026.07.01-b31b1b?style=flat-square" alt="2026.07.01"> Paper preprint released on [arXiv](https://arxiv.org/abs/2607.00446).
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 ## Released Resources
 
 | Resource | Status | Link |
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 |---|---:|---|
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 | Code | Released | [mlvlab/VideoSearch-R1](https://github.com/mlvlab/VideoSearch-R1) |
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 | Project page | Released | [mlvlab.github.io/VideoSearch-R1](https://mlvlab.github.io/VideoSearch-R1/) |
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 | Trained checkpoints | Released | See model repos below |
-| Paper preprint | Coming soon | To be announced |
 
+| Paper preprint | Released | [arXiv:2607.00446](https://arxiv.org/abs/2607.00446) |
 ## Model Checkpoints
 
 | Dataset | Stage 1 SFT | Stage 2 GRPO |