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  Titan25 is an MLIP dataset constructed with GAIA.
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  It comprises 1.8M data points across 11 elements (C, H, N, O, Ag, Au, Cu, Pd, Pt, Rh, Ru),
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  which supports the development of MLIPs that robustly capture general chemical reactions, including interfacial processes.
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- To accelerate MLIP training, we recommend converting .extxyz files to .lmdb or similar formats.
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  [GAIA paper](https://arxiv.org/abs/2509.25798) includes
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  - full details on the construction of the dataset
 
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  Titan25 is an MLIP dataset constructed with GAIA.
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  It comprises 1.8M data points across 11 elements (C, H, N, O, Ag, Au, Cu, Pd, Pt, Rh, Ru),
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  which supports the development of MLIPs that robustly capture general chemical reactions, including interfacial processes.
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+ To accelerate MLIP training, we recommend converting `.extxyz` files to `.lmdb` or similar formats.
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  [GAIA paper](https://arxiv.org/abs/2509.25798) includes
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  - full details on the construction of the dataset