Update README.md

README.md

@@ -101,14 +101,14 @@ Notably, RAGatouille has metadata support, so check the examples out if it's som
 
 ## Encoding and querying documents without an index
 
-If you want to use JaColBERTv2 without building an index, it's very simple, you just need to load the model, `encode()` some documents, and then `search_encoded_documents()`:
+If you want to use JaColBERTv2 without building an index, it's very simple, you just need to load the model, `encode()` some documents, and then `search_encoded_docs()`:
 
 ```python
 from ragatouille import RAGPretrainedModel
 RAG = RAGPretrainedModel.from_pretrained("bclavie/JaColBERTv2")
 
 RAG.encode(['document_1', 'document_2', ...])
-RAG.search_encoded_documents(query="your search query")
+RAG.search_encoded_docs(query="your search query")
 ```
 
 Subsequent calls to `encode()` will add to the existing in-memory collection. If you want to empty it, simply run `RAG.clear_encoded_docs()`.