Update README.md

README.md

@@ -2619,17 +2619,12 @@ license: apache-2.0
 | nomic-embed-text-v1.5            | 8192   |  256      | 61.04     |
 | nomic-embed-text-v1.5            | 8192   |  128      | 59.34     |
 | nomic-embed-text-v1.5            | 8192   |  64       | 56.10     |
-| text-embedding-3-small           | 8192   |  1536     | 62.26     |
-| text-embedding-3-small           | 8192   |  512      | 61.60     |
-
 
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/607997c83a565c15675055b3/CRnaHV-c2wMUMZKw72q85.png)
 
 
 
-
-
 ## Hosted Inference API
 
 The easiest way to get started with Nomic Embed is through the Nomic Embedding API.
@@ -2641,8 +2636,9 @@ from nomic import embed
 
 output = embed.text(
     texts=['Nomic Embedding API', '#keepAIOpen'],
-    model='nomic-embed-text-v1',
-    task_type='search_document'
+    model='nomic-embed-text-v1.5',
+    task_type='search_document',
+    dimensionality=256,
 )
 
 print(output)