How to set the parameters of a small dataset？

[2018211801]

I run the model on wnut16ner,but the result is so bad.F1 is just 0.3.how to adjust it？thanks！

[xyhXYH]

您好，您的来信已收到，我将及时阅读并回复。谢谢您！