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Model for bandgap_JVASP_8583_AgBrΒΆ

  • Description: This is a benchmark to evaluate how accurately an ES model can predict the bandgap of AgBr (JVASP-8583), experimental results are used as a ground truth for comparison and the mean absolute error (MAE) with respect to the experimental value is used as an accuracy metric
vasp_tbmbjgpaw_gllbscvasp_optb88vdwgpaw_pbevasp_pbe_oqmdvasp_pbe_aflowvasp_pbe_mpgpaw_ldatb3_models00.511.522.5
ES-SinglePropertyPrediction-bandgap_JVASP_8583_AgBr-dft_3d-test-maeMAE (bandgap_JVASP_8583_AgBr)


Reference(s): https://aflow.org/, https://doi.org/10.48550/arXiv.2305.11842, https://www.nature.com/articles/s41524-020-00440-1, https://github.com/usnistgov/ThreeBodyTB.jl/, https://pubs.acs.org/doi/abs/10.1021/acs.chemmater.9b02166, https://wiki.fysik.dtu.dk/gpaw/tutorialsexercises/tutorialsexercises.html, https://oqmd.org/, https://materialsproject.org/

Model benchmarks

Model name Dataset MAE Team name Dataset size Date submitted Notes
vasp_optb88vdwdft_3d1.918JARVIS101-14-2023CSV, JSON, run.sh, Info, JVASP-8583
vasp_pbe_mpdft_3d1.98MP101-14-2023CSV, JSON, run.sh, Info, JVASP-8583
vasp_tbmbjdft_3d0.194JARVIS101-14-2023CSV, JSON, run.sh, Info, JVASP-8583
gpaw_ldadft_3d2.2675GPAW101-14-2023CSV, JSON, run.sh, Info, JVASP-8583
gpaw_gllbscdft_3d0.7597GPAW101-14-2023CSV, JSON, run.sh, Info, JVASP-8583
vasp_pbe_aflowdft_3d1.98AFLOW101-14-2023CSV, JSON, run.sh, Info, JVASP-8583
gpaw_pbedft_3d1.9775GPAW101-14-2023CSV, JSON, run.sh, Info, JVASP-8583
vasp_pbe_oqmddft_3d1.98OQMD101-14-2023CSV, JSON, run.sh, Info, JVASP-8583
tb3_modelsdft_3d2.7179TB3103-29-2023CSV, JSON, run.sh, Info, JVASP-8583