winoground fix

README.md

@@ -171,7 +171,7 @@ We perform checkpoint selection based on validation sets of TODO, and select the
 
 TODO: beautiful plots of shots scaling laws.
 
-| Model      |   Shots |   VQAv2 (OE VQA acc) |   OKVQA (OE VQA acc) |   TextVQA (OE VQA acc) |   VizWiz (OE VQA acc) |   TextCaps (CIDEr) |   Coco (CIDEr) |   NoCaps (CIDEr) |   Flickr (CIDEr) |   ImageNet1k (accuracy) |   VisDial (NDCG) |   HatefulMemes (ROC AUC) |   ScienceQA (accuracy) |   RenderedSST2 (accuracy) |   Winoground (group_score (image_score/text_score)) |
+| Model      |   Shots |   VQAv2 (OE VQA acc) |   OKVQA (OE VQA acc) |   TextVQA (OE VQA acc) |   VizWiz (OE VQA acc) |   TextCaps (CIDEr) |   Coco (CIDEr) |   NoCaps (CIDEr) |   Flickr (CIDEr) |   ImageNet1k (accuracy) |   VisDial (NDCG) |   HatefulMemes (ROC AUC) |   ScienceQA (accuracy) |   RenderedSST2 (accuracy) |   Winoground (group (text/image)) |
 |:-----------|--------:|---------------------:|---------------------:|-----------------------:|----------------------:|-------------------:|---------------:|-----------------:|-----------------:|------------------------:|-----------------:|-------------------------:|-----------------------:|--------------------------:|----------------------------------------------------:|
 | IDEFICS 80B |       0 |                 60   |                 45.2 |                   30.9 |                  36   |               56.8 |           91.8 |             65   |             53.7 |                    74.3 |             48.8 |                     60.6 |                   68.9 |                      60.5 |                                                   8 (18.8/22.5)|
 |            |       4 |                 63.4 |                 52.3 |                   34.7 |                  45.8 |               77.9 |          109.3 |            101.1 |             68.9 |                    -   |             48.6 |                     58.7 |                   66.3 |                      63.9 |                                                  - |