Regarding the seed in HF trainer

Hi, I am finetuning the T5 Model. I have set the seed in HF trainer. But still then, I see minor changes in the final evaluation score everytime. Is this expected? I am using transformers==4.18.0.

Also, I think HF trainer uses a sampler to create batches everytime. Wondering if the output score fluctuation is due to this.