Update readme.md

readme.md

@@ -5,7 +5,7 @@ With a few tricks, we have been able to fine-tune a competitive Italian CLIP mod
 In building this project we kept in mind the following things:
 
 + **Novel Contributions**: We created a dataset of ~1.4 million Italian image-text pairs and to our knowledge trained the best Italian CLIP model currently in existence;
-+ **Scientific Validity**: Claim are easy, facts are hard. That's why validation is important to assess the real impact of a model. That's why we thoroughly evaluated our models and made the validation reproducible for everybody.
++ **Scientific Validity**: Claim are easy, facts are hard. That's why validation is important to assess the real impact of a model. We thoroughly evaluated our models and made the validation reproducible for everybody.
 + **Broader Outlook**: we always considered which are the possible usages for this model.
 
 We put our **hearts** and **souls** into the project during this week! Not only did we work on a cool project, but we were
@@ -80,10 +80,10 @@ We selected two different tasks:
 
 | Accuracy        | CLIP-Italian | mCLIP |
 | --------------- | ------------ |-------|
-| Accuracy@1      |              |       |   
-| Accuracy@5      |              |       |
-| Accuracy@10     |              |       |
-| Accuracy@100    |  81.08       | 67.11 |
+| Accuracy@1      |  **22.11**   | 20.15 |   
+| Accuracy@5      |  **43.69**   | 36.57 |
+| Accuracy@10     |  **52.55**   | 42.91 |
+| Accuracy@100    |  **81.08**   | 67.11 |
 
 ## Qualitative Evaluation