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Question 6

6. What is a significant limitation of traditional vectorizers, such as one-hot

encoding, count vectorizer, and TF-IDF, in representing text data?

They suffer from high dimensionality and low sparsity issues.

They fail to account for the frequency of word occurrences in a document.

O

They do not holistically capture the semantic meaning and contextual

relationships between words.

All of the above.

Fig: 1