BERTopic

Open-source topic modelling tool for sentence-embedding-based text clustering, topic discovery and visualisation.

Details

BERTopic is an open-source topic modelling tool combining Transformer sentence embeddings, clustering and topic representation methods to discover topics in a text collection, inspect keywords and generate interactive visualisations.

Use cases: topic modelling, text clustering, literature topic analysis, social media text analysis, NLP

Note: Results depend on corpus quality, the language model and parameter settings; topics need human interpretation.