How to Fine-Tune BERT for Text Classification?

Benchmark Model Rank Results
sentiment-analysis-on-imdbBERT_large+ITPT#10Accuracy: 95.79
sentiment-analysis-on-imdbBERT_base+ITPT#13Accuracy: 95.63
sentiment-analysis-on-yelp-binaryBERT_large+ITPT#2Error: 1.81
sentiment-analysis-on-yelp-binaryBERT_base+ITPT#4Error: 1.92
sentiment-analysis-on-yelp-fine-grainedBERT_large+ITPT#2Error: 28.62
sentiment-analysis-on-yelp-fine-grainedBERT_base+ITPT#4Error: 29.42
text-classification-on-ag-newsBERT-ITPT-FiT#2Error: 4.8
text-classification-on-dbpediaBERT-ITPT-FiT#4Error: 0.68
text-classification-on-trec-6BERT-ITPT-FiT#4Error: 3.2
text-classification-on-yahoo-answersBERT-ITPT-FiT#1Accuracy: 77.62
text-classification-on-yelp-2BERT-ITPT-FiT#2Accuracy: 98.08%
text-classification-on-yelp-5BERT-ITPT-FiT#4Accuracy: 70.58%