diff --git a/README.md b/README.md
index 16a9c5f..0342167 100644
--- a/README.md
+++ b/README.md
@@ -48,7 +48,7 @@ CUDA_VISIBLE_DEVICES=0 python3 demo.py \
#### prediction results
-| demo images | [TPS-ResNet-BiLSTM-Attn](https://drive.google.com/open?id=1b59rXuGGmKne1AuHnkgDzoYgKeETNMv9) | [TPS-ResNet-BiLSTM-Attn (case-sensitive)](https://drive.google.com/open?id=1ajONZOgiG9pEYsQ-eBmgkVbMDuHgPCaY) |
+| demo images | [TRBA (**T**PS-**R**esNet-**B**iLSTM-**A**ttn)](https://drive.google.com/open?id=1b59rXuGGmKne1AuHnkgDzoYgKeETNMv9) | [TRBA (case-sensitive version)](https://drive.google.com/open?id=1ajONZOgiG9pEYsQ-eBmgkVbMDuHgPCaY) |
| --- | --- | --- |
| | available | Available |
| | shakeshack | SHARESHACK |
@@ -78,7 +78,7 @@ CUDA_VISIBLE_DEVICES=0 python3 test.py \
--saved_model saved_models/None-VGG-BiLSTM-CTC-Seed1111/best_accuracy.pth
```
-3. Try to train and test our best accuracy combination (TPS-ResNet-BiLSTM-Attn) also. ([download pretrained model](https://drive.google.com/drive/folders/15WPsuPJDCzhp2SvYZLRj8mAlT3zmoAMW))
+3. Try to train and test our best accuracy model TRBA (**T**PS-**R**esNet-**B**iLSTM-**A**ttn) also. ([download pretrained model](https://drive.google.com/drive/folders/15WPsuPJDCzhp2SvYZLRj8mAlT3zmoAMW))
```
CUDA_VISIBLE_DEVICES=0 python3 train.py \
--train_data data_lmdb_release/training --valid_data data_lmdb_release/validation \