Update README.md

README.md

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 # PreFLMR model card
 
+PreFLMR is an open-source model for multimodal knowledge retrieval. It is a transformer-based model that uses a combination of text and image inputs to retrieve relevant documents from a large corpus.
+
+## Model Details
 
 ### Model Description
 
-- **Model type:** PreFLMR is an open-source model for multimodal knowledge retrieval. It is a transformer-based model that uses a combination of text and image inputs to retrieve relevant documents from a large corpus.
+- **Model type:** FLMRModelForRetrieval
 - **Language(s) (NLP):** English
 - **License:** MIT License
 
@@ -32,8 +35,7 @@ tags:
 
 ### Direct Use
 
-
-This model can be used directly to retrieve documents from a large corpus using a combination of text and image input queries. The retrieval useage can be found in the [official implementation](https://github.com/LinWeizheDragon/FLMR).
+This model can be used directly to retrieve documents from a large corpus using a combination of text and image input queries. The retrieval usage can be found in the [official implementation](https://github.com/LinWeizheDragon/FLMR).
 
 ### Downstream Use