Update README.md

README.md

@@ -52,8 +52,7 @@ This model is intended to use for video retrival, look for example this [**space
 
 ### Extra Information
 
-We have 
-For video embedding there is an extra notebook that describes how to embedd videos.
+For video embedding there is an extra notebook that describes how to embed videos.
 
 
 
@@ -67,7 +66,7 @@ We have evaluated the performance of differnet models on the last 10k video clip
 |------------------------|-------|-------|-------|-----|---------|
 | Zero-shot clip weights | 37.16 | 62.10 | 71.16 | 3.0 | 42.2128
 | CLIP4Clip weights trained on msr-vtt | 38.38 | 62.89 | 72.01 | 3.0 |39.3023 
-| CLIP4Clip trained on 150k Webvid (**This model**) | 50.74 | 77.30 | 85.05 | 1.0 | 14.9535
+| **CLIP4Clip trained on 150k Webvid** | 50.74 | 77.30 | 85.05 | 1.0 | 14.9535
 | Binarized CLIP4Clip trained on 150k Webvid with rerank100 | 50.56 | 76.39 | 83.51 | 1.0 | 43.2964
 
 For more information about the evaluation you can look at this [notebook].