Update README.md

README.md

@@ -254,7 +254,12 @@ The latest version (#todo: specify version) of SentenceTransformers also support
 from sentence_transformers import SentenceTransformer
 
 model = SentenceTransformer(
-    "jinaai/jina-embeddings-v3", trust_remote_code=True
+    "jinaai/jina-embeddings-v3",
+    prompts={
+        "retrieval.query": "Represent the query for retrieving evidence documents: ",
+        "retrieval.passage": "Represent the document for retrieval: ",
+    },
+    trust_remote_code=True
 )
 
 embeddings = model.encode(['How is the weather today?'], task_type='retrieval.query')
@@ -307,15 +312,10 @@ embeddings = model.encode(['How is the weather today?'], task_type='retrieval.qu
 
 #### Matryoshka Embeddings
 
-| MRL Dimension | Retrieval | STS  |
-|:-------------:|:---------:|:----:|
-| 32            | 52.54     | 76.35|
-| 64            | 58.54     | 77.03|
-| 128           | 61.64     | 77.43|
-| 256           | 62.72     | 77.56|
-| 512           | 63.16     | 77.59|
-| 768           | 63.30     | 77.59|
-| 1024          | 63.35     | 77.58|
+| Task        | 32   | 64   | 128  | 256  | 512  | 768  | 1024 |
+|:-------------:|:----:|:----:|:----:|:----:|:----:|:----:|:----:|
+| Retrieval     | 52.54| 58.54| 61.64| 62.72| 63.16| 63.30| 63.35|
+| STS           | 76.35| 77.03| 77.43| 77.56| 77.59| 77.59| 77.58|
 
 
 ## Contact