Expand code snippet for easier use

README.md

@@ -23,11 +23,16 @@ with [R3-Rerank-0.6B](https://huggingface.co/tencent/R3-rerank-0.6b) for reranki
 ```python
 from sentence_transformers import SentenceTransformer
 
-model = SentenceTransformer("tencent/R3-embedding-0.6b", trust_remote_code=True)
-qv = model.encode(
-    ["Instruct: Given a user request, retrieve the agent skill that solves it.\nQuery: I need to compose music"],
-    normalize_embeddings=True,
-)
+model = SentenceTransformer("tencent/R3-embedding-0.6b")
+query_embedding = model.encode_query("I need to compose music")
+document_embeddings = model.encode_document([  # The format is "name | description | skill_md"
+    "music-composer | Composes original music | Creates music for various media formats ...",
+    "music-lyricist | Writes lyrics for songs | Creates lyrics for various music genres ...",
+    "music-editor | Edits and mixes music tracks | Provides audio editing and mixing services ...",
+])
+similarities = model.similarity(query_embedding, document_embeddings)
+print(similarities)
+# tensor([[0.7410, 0.5510, 0.5028]])
 ```
 
 ## Citation