diff --git a/README.md b/README.md
index 63097ff..e3ab06b 100644
--- a/README.md
+++ b/README.md
@@ -4,11 +4,14 @@ language:
 
 datasets:
   - squad
-
 ---
 
 # Multilingual BERT fine-tuned on SQuADv1.1
 
+[**WandB run link**](https://wandb.ai/salti/mBERT_QA/runs/wkqzhrp2)
+
+**GPU**: Tesla P100-PCIE-16GB
+
 ## Training Arguments
 
 ```python
@@ -28,6 +31,30 @@ seed                        = 0
 
 ## Results
 
-| EM | F1 |
-| :---: | :---: |
+|   EM   |   F1   |
+| :----: | :----: |
 | 81.731 | 89.009 |
+
+## Zero-shot performance
+
+### on ARCD
+
+|   EM   |   F1   |
+| :----: | :----: |
+| 20.655 | 48.051 |
+
+### on XQuAD
+
+|  Language  |   EM   |   F1   |
+| :--------: | :----: | :----: |
+|   Arabic   | 42.185 | 57.803 |
+|  English   | 73.529 | 85.01  |
+|   German   | 55.882 | 72.555 |
+|   Greek    | 45.21  | 62.207 |
+|  Spanish   | 58.067 | 76.406 |
+|   Hindi    | 40.588 | 55.29  |
+|  Russian   | 55.126 | 71.617 |
+|    Thai    | 26.891 | 39.965 |
+|  Turkish   | 34.874 | 51.138 |
+| Vietnamese | 47.983 | 68.125 |
+|  Chinese   | 47.395 | 58.928 |