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README.md

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 This is an official implementation for ICCV 2021 paper ["TRAR: Routing the Attention Spans in Transformers for Visual Question Answering"](https://openaccess.thecvf.com/content/ICCV2021/papers/Zhou_TRAR_Routing_the_Attention_Spans_in_Transformer_for_Visual_Question_ICCV_2021_paper.pdf). It currently includes the code for training TRAR on **VQA2.0** and **CLEVR** dataset. Our TRAR model for REC task is coming soon.
 
 ## Updates
-- (2021/8/31) Release our pretrained `CLEVR` TRAR model on `train` split: [TRAR CLEVR Pretrained Models](MODEL.md#CLEVR).
-- (2021/8/18) Release our pretrained TRAR model on `train+val` split and `train+val+vg` split: [VQA-v2 TRAR Pretrained Models](MODEL.md#VQA-v2) 
-- (2021/8/16) Release our `train2014`, `val2014` and `test2015` data. Please check our dataset setup page [DATA.md](DATA.md) for more details.
-- (2021/8/15) Release our pretrained weight on `train` split. Please check our model page [MODEL.md](MODEL.md) for more details.
-- (2021/8/13) The project page for TRAR is avaliable.
+- (2021/10/10) Release our TRAR-VQA project
+- (2021/08/31) Release our pretrained `CLEVR` TRAR model on `train` split: [TRAR CLEVR Pretrained Models](MODEL.md#CLEVR).
+- (2021/08/18) Release our pretrained TRAR model on `train+val` split and `train+val+vg` split: [VQA-v2 TRAR Pretrained Models](MODEL.md#VQA-v2) 
+- (2021/08/16) Release our `train2014`, `val2014` and `test2015` data. Please check our dataset setup page [DATA.md](DATA.md) for more details.
+- (2021/08/15) Release our pretrained weight on `train` split. Please check our model page [MODEL.md](MODEL.md) for more details.
+- (2021/08/13) The project page for TRAR is avaliable.
 
 ## Introduction
 **TRAR vs Standard Transformer**