Actually, Chuwi Hi10x also suffer the same problem (and consider it is a tablet!). If you check out Hi10x forum, you will found out you can solve this by using a 12V PD Trigger cable.
These are the cables I used:
I have tried my setup on Hi10x and Larkbox using a PD charger and they both work. Have not tried on a PD battery yet.