Bag of Tricks for Efficient Text Classification

Benchmark Model Rank Results
emotion-recognition-in-conversation-on-cpedFastText#7Accuracy of Sentiment: 48.62Macro-F1 of Sentiment: 30.33
sentiment-analysis-on-amazon-review-fullFastText#7Accuracy: 60.2
sentiment-analysis-on-amazon-review-polarityFastText#7Accuracy: 94.6
text-classification-on-yahoo-answersFastText#8Accuracy: 72.3
text-classification-on-ag-newsfastText#11Error: 7.5
sentiment-analysis-on-yelp-fine-grained-classificationFastText#12Error: 36.1
sentiment-analysis-on-yelp-binary-classificationfastText, h=10, bigram#13Error: 4.3
text-classification-on-dbpediaFastText#15Error: 1.4