Beyond Bag-of-words: Enhancing Document Clustering with Sentence Transformers

Moving from simple word frequency to semantic understanding is crucial for effective text categorization. This experiment demonstrates how pre-trained models like Sentence Transformers significantly outperform traditional Bag-of-words encoding by capturing the actual meaning behind text data.