Why does not large batch size like 128, 256 work well?

[bad-meets-joke]

Hi,

I see batch_size =2 in all experiments of the paper. To make training faster, I set batch_size =128 or 256 on my dataset with the same model, however, the performance is very unsatisfying.

Could you tell me the reason why choosing so mall batch size？Thanks.