Update README.md

README.md

@@ -3,11 +3,9 @@ license: mit
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 # AskVideos-VideoCLIP-7B-v0.1
-Like it's image-only counterpart, CLIP, VideoCLIP enables you to compute similarity scores but between text and videos.
+Like it's image-only counterpart, CLIP, VideoCLIP enables you to compute a single embedding for videos that can be used to compute similarity with text.
 
-VideoCLIP uses a Video Q-Former to aggregate frame-level embeddings temporally into a single embedding, maintaining relevance of the underlying content.
-
-The resulting embedding is then trained with contrastive learning to match it's corresponding text, enabling similarity search for videos and text.
+VideoCLIP uses a Video Q-Former to aggregate frame-level embeddings temporally into a single embedding, maintaining relevance of the underlying content. The resulting embedding is then trained with contrastive learning to match it's corresponding text.
 
 # Usage