BERTopic, built on Google’s BERT language model, goes beyond simple word frequency to capture the semantic context of documents. This means it can group together texts that use different expressions but convey similar meanings, giving you a more accurate understanding of topic structures.

With the new LDA visualization (LDAvis), you can now summarize and interpret topic modeling results in a single, interactive view.