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a Phonon dispersion and b vibration entropy of silicon (left) and gallium oxide (right) computed with different MLIPs and DFT. The DFT data is obtained from PhononDB, while the SNAP and GAP potentials are obtained from ref. 88 and ref. 89, respectively.
