Pros and Cons of TF-IDF

[imsanjoykb]

Though TF-IDF is an improvement over the simple bag of words approach and yields better results for common NLP tasks, the overall pros and cons remain the same. We still need to create a huge sparse matrix, which also takes a lot more computation than the simple bag of words approach.