The development of the state-of-the-art global geopotential model (GGM) broadens its applications in ocean science, which emphasizes the importance for model assessment. We validate the recently released high-degree GGMs over the South China Sea using geodetic observations and synthetic/ocean reanalysis data. The assessment against a recently conducted high resolution (~ 3 km) airborne gravimetric survey over the Paracel Islands shows that XGM2019e_2159 has the highest accuracy (~ 3.1 mGal). However, the comparison with airborne/shipborne data hardly discriminate the qualities of other GGMs that have or truncated to same degree and order. Whereas, the validation results of GGMs against synthetic/ocean data are not identical. XGM2019e_2159/XGM2019 has the best quality, and the accuracy of associated mean dynamic topography (MDT) is 2.5 cm, and this value changes to 7.1 cm/s (6.8 cm/s) when the zonal (meridian) geostrophic currents are assessed. In contrast, the assessments of other GGMs show that they have deteriorated accuracies compared to XGM2019e_2159/XGM2019; in particular, the widely used EGM2008 has the worst performance, and the accuracies of associated MDT and zonal (meridian) currents are reduced by 3.9 cm and 4.0 cm/s (5.5 cm/s), respectively, compared to results derived from XGM2019e_2159/XGM2019. These results suggest that the choice of GGM in oceanographic research is crucial, especially in coastal zones and regions that only fill-in data were used for GGM development. Moreover, the existing synthetic/ocean data may be served as an additional data source for global/regional gravity field assessment, which is especially useful in regions that lack of control data.