Update README.md

README.md

@@ -3,6 +3,12 @@ library_name: transformers
 license: mit
 language:
 - en
+tags:
+- retrieval
+- multi-modal
+- knowledge-based visual question answering
+- FLMR
+- PreFLMR
 ---
 
 # PreFLMR model card
@@ -37,11 +43,11 @@ This model can be used combined with language models to create a retrieval-augme
 
 ## How to Get Started with the Model
 
-For details of training, indexing and performing retrieval, please refer to [here](https://github.com/LinWeizheDragon/FLMR).
+For details of training, indexing, and performing retrieval, please refer to [here](https://github.com/LinWeizheDragon/FLMR).
 
 ## Training datasets
-The model is pretrained on three types of tasks with a total of nine datasets:
-1. Image to Text retrieval: WIT, KVQA and CC3M
+The model is pre-trained on three types of tasks with a total of nine datasets:
+1. Image to Text retrieval: WIT, KVQA, and CC3M
 2. Question to Text retrieval: MSMARCO
 3. Image & Question to Text retrieval: LLaVA, OVEN, OKVQA, Infoseek and E-VQA