How to parameter efficient finetune Decoder in encoder-decoder model?

I have been trying to finetune the decoder by inserting an adapter after the ffn block of a large encoder-decoder model for the MT task, but the blue score is bad when compared to full finetuning.
Please, can anyone suggest a better method to finetune or refer me to some resources to finetune the decoder of a model