Deep-potential force fields generated by deepmd-kit software as used in "Noble gas (He, Ne and Ar) solubilities in high-pressure silicate melts calculated based on deep potential modeling". He, Ne, Ar-compress.pb are force fields for simualtion of pure noble gases. Silicate(He, Ne, Ar)-compress.pb are force fields for simulation of silicate melts containing He, Ne and Ar, respectively. They can be also used for the simulation of pure sililicate melts.