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docs: add data update notice (V2 format coming before Jan 15)

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  # RealPDEBench
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  [![HF Dataset](https://img.shields.io/badge/HF%20Dataset-RealPDEBench-FFD21E?logo=huggingface)](https://huggingface.co/datasets/AI4Science-WestlakeU/RealPDEBench)
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  [![arXiv](https://img.shields.io/badge/arXiv-2601.01829-b31b1b?logo=arxiv)](https://arxiv.org/abs/2601.01829)
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  [![Website & Docs](https://img.shields.io/badge/Website%20%26%20Docs-realpdebench.github.io-1f6feb?logo=google-chrome)](https://realpdebench.github.io/)
 
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  # RealPDEBench
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+ > **⚠️ Data Update Notice (2026-01-13)**
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+ > We are updating the dataset format to support dynamic `N_autoregressive` values. The new V2 format will be available before **January 15, 2026**. Please wait for the update before downloading.
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  [![HF Dataset](https://img.shields.io/badge/HF%20Dataset-RealPDEBench-FFD21E?logo=huggingface)](https://huggingface.co/datasets/AI4Science-WestlakeU/RealPDEBench)
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  [![arXiv](https://img.shields.io/badge/arXiv-2601.01829-b31b1b?logo=arxiv)](https://arxiv.org/abs/2601.01829)
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  [![Website & Docs](https://img.shields.io/badge/Website%20%26%20Docs-realpdebench.github.io-1f6feb?logo=google-chrome)](https://realpdebench.github.io/)