Update README.md

README.md

@@ -34,6 +34,22 @@ The model was trained on balanced multilingual dataset.
 
 If you need English model, check [this](https://huggingface.co/unum-cloud/uform-vl-english).
 
+## Evaluation
+
+The following metrics were obtained with multimodal re-ranking:
+
+**Monolingual**
+
+| Dataset |  Recall@1 |  Recall@5 | Recall@10 |
+| :-------- | ------: | --------: | --------: |
+| Zero-Shot Flickr | 0.558 | 0.813 | 0.874 |
+| MS-COCO (train split was in training data) | 0.401 | 0.680 | 0.781 |
+
+**Multilingual**
+
+|  English |   German |  Spanish |   French |  Italian |  Russian | Japanese |   Korean |  Turkish |  Chinese | Polish |
+| -------: | -------: | -------: | -------: | -------: | -------: | -------: | -------: | -------: | -------: | -------:
+ 96.3 | 92.6 | 94.5 | 94.4 | 94.4 | 90.4 | 88.3 | 92.5 | 94.4 | 93.6 | 95.0 |
 
 ## Installation