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overfit and why?
So far all my attempts, with different models, sizes, and datasets have led to one issue: the evaluation loss keeps increasing. see my log 
What data set do you use? How did you split the train and eval?
is this issue resolved? @paulcx
not yet
There are two few pieces of information about your data and your detailed setup. We're unable to offer any help give these information. Closing. If you still face the problem, feel free to open up an new issue and include all information about your setup.