Syrian passport holder transiting in guangzhou, do I need a visa ?

Hello, am Syrian passport holder travelling from Malaysia to Australia my flight transits in guangzhou for a few hours (Malaysia -> guangzhou-> Australia). Do I need a transit visa for china ?
Additional info, I made my booking through china southern airlines.