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README.md

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 license: mit
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-# AskVideos-VideoCLIP-7B-v0.1
+# AskVideos-VideoCLIP
 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.
+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 loss + captioning loss to match it's corresponding text.
 
 # Usage