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@@ -44,5 +44,10 @@ To download and use the benchmark for evaluation, please refer to the instructio
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  If you find our work helpful for your research and applications, please cite our paper:
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  ```bibtex
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- TODO
 
 
 
 
 
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  ```
 
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  If you find our work helpful for your research and applications, please cite our paper:
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  ```bibtex
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+ @article{zhang2025timelens,
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+ title={TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs},
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+ author={Zhang, Jun and Wang, Teng and Ge, Yuying and Ge, Yixiao and Li, Xinhao and Shan, Ying and Wang, Limin},
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+ journal={arXiv preprint arXiv:2512.14698},
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+ year={2025}
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+ }
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  ```