Update README.md

README.md

@@ -443,8 +443,8 @@ topic_model = BERTopic(
     language="english", 
     embedding_model=embedding_model,
     umap_model=umap_model,
-    #hdbscan_model=hdbscan_model,
-    #vectorizer_model=vectorizer_model,
+    hdbscan_model=hdbscan_model,
+    vectorizer_model=vectorizer_model,
     representation_model=representation_models,
     verbose=True,
 )
@@ -529,7 +529,6 @@ class SummarizationRepresentation(BaseRepresentation):
                       ) -> Mapping[str, List[Tuple[str, float]]]:
         updated_topics = {}
         for topic_id, words in topics.items():
-            # Extract only the words from the tuples
             words_only = [word[0] for word in words]
             text = " ".join(words_only)
             summary = summarize_with_model(text)
@@ -537,4 +536,4 @@ class SummarizationRepresentation(BaseRepresentation):
         return updated_topics
 
 summarization = SummarizationRepresentation(summarization_model, summarization_tokenizer)
-```
+```