Update README.md

README.md

@@ -45,20 +45,15 @@ short_description: Video retrieval with SQR.
 
 - <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 |
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 | Paper preprint | Released | [arXiv:2607.00446](https://arxiv.org/abs/2607.00446) |
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 ## Model Checkpoints
 
 | Dataset | Stage 1 SFT | Stage 2 GRPO |
@@ -71,6 +66,7 @@ short_description: Video retrieval with SQR.
 
 - [GitHub repository](https://github.com/mlvlab/VideoSearch-R1)
 - [Project page](https://mlvlab.github.io/VideoSearch-R1/)
+- [Paper](https://arxiv.org/abs/2607.00446)
 
 ## Acknowledgements