The pretrained model you provided perform better than DPL(your method) in domain1

I got OC=0.848 and OD=0.959 on domain1 with your pretrained model. However, after adaptation with DPL, OC=0.8222,OD=0.9446, I repeat for 3 times and got same result.
Maybe your method cannot perform well on domain1?