text_classification_benchmarks

Text Classification Benchmarks

1. Multinomial Naive Bayes
2. NBSVM (SVM with Naive Bayes Features)
3. fastText
4. Word-level CNN
5. Word-level CNN initialized with Word2Vec Embeddings
6. Character-level CNN
7. Combined CNN and RNN
8. Bidirectional LSTM Classifier
9. Transformer Model
10. Fastai UMLFit, based on the Universal Language Model Fine-tuning for Text Classification paper.

Commercial API Services

1. IBM Watson
2. Google Dialogflow
3. Microsoft LUIS
4. Amazon Lex

Open Source Services

1. RASA NLU
2. Snips NLU