Kaggle Sentiment Analysis Movie Reviews

I’ve created a Kaggle kernel based on documentation at https://docs.fast.ai/text.html my Kaggle kernel is working but the results are not so good. The best public kernel has a score of 0.706 and my best score was 0.517


Any idea’s on how to improve it?