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@@ -116,17 +116,14 @@ Evaluating SchNet, PAINN, GemNet, DimeNet++, EquiFormerV2, MACE, NequIP, eSCN, a
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  ## Data Format
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- Data is stored in **extended XYZ format** (ASE-readable) with the following per-frame fields:
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  | Field | Description |
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  |---|---|
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  | `positions` | Atomic coordinates (Å) |
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  | `numbers` | Atomic numbers |
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- | `energy` | Total PBE energy (eV) |
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  | `forces` | Per-atom force vectors (eV/Å) |
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- | `molecule_id` | Source molecule identifier |
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- | `snapshot_id` | Snapshot index within trajectory |
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- | `split` | `train` / `val` / `id_test` / `ood_test` |
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  Pre-computed split files for all four tasks are included so that reproducing the evaluation protocol does not require re-running any upstream generation stages.
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@@ -147,11 +144,11 @@ snapshot_download(
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  ```python
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  # Using ASE to read individual trajectory files
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- from ase.io import read
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- frames = read("path/to/molecule.xyz", index=":")
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- energies = [f.get_potential_energy() for f in frames]
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- forces = [f.get_forces() for f in frames]
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  ```
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  ---
@@ -185,7 +182,7 @@ The four task templates are defined over abstract fragment sets and reusable wit
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  ## Citation
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- If you use GMD-26 in your research, please cite (This will be updated uppon acceptance):
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  ```bibtex
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  @inproceedings{nourollah2026gmd26,
@@ -197,6 +194,8 @@ If you use GMD-26 in your research, please cite (This will be updated uppon acce
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  }
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  ```
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  ---
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  ## Licence
 
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  ## Data Format
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+ Data is stored in **ASE trajectory format** (`.traj`), readable natively with the Atomic Simulation Environment. Each frame contains:
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  | Field | Description |
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  |---|---|
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  | `positions` | Atomic coordinates (Å) |
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  | `numbers` | Atomic numbers |
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+ | `energy` | Total PBE/def2-TZVP+D3BJ energy (eV) |
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  | `forces` | Per-atom force vectors (eV/Å) |
 
 
 
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  Pre-computed split files for all four tasks are included so that reproducing the evaluation protocol does not require re-running any upstream generation stages.
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  ```python
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  # Using ASE to read individual trajectory files
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+ from ase.io.trajectory import Trajectory
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+ traj = Trajectory("path/to/molecule.traj")
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+ energies = [atoms.get_potential_energy() for atoms in traj]
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+ forces = [atoms.get_forces() for atoms in traj]
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  ```
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  ---
 
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  ## Citation
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+ If you use GMD-26 in your research, please cite:
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  ```bibtex
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  @inproceedings{nourollah2026gmd26,
 
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  }
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  ```
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+ > **Note:** The paper is currently under review. If accepted, the citation will be updated with the final publication details.
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+
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  ---
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  ## Licence