Report zero-shot results

README.md

@@ -94,9 +94,15 @@ Data was sourced from DeepMind's [Kinetics700](https://www.deepmind.com/open-sou
 
 ## Simple Experiments
 
-### Zero-shot Evaluation
+Using [this repository](https://github.com/LAION-AI/temporal-embedding-aggregation) we evaluate CLIP-Kinetics700 with the following simple methods:
 
-Insert Results
+### [Zero-shot Evaluation](https://github.com/LAION-AI/temporal-embedding-aggregation/blob/master/src/evaluation/zero_shot.py)
+
+|                  | Accuracy |
+| ---------------- | -------- |
+|      Top-1       |   0.22   |
+|      Top-5       |   0.43   |
+| mean(Top1, Top5) |   0.33   |
 
 ### Linear-probe Evaluation