Update README.md

README.md

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----
-tags:
-- generated_from_keras_callback
-model-index:
-- name: vinai-translate-en2vi
-  results: []
----
+# A Vietnamese-English Neural Machine Translation System
 
-<!-- This model card has been generated automatically according to the information Keras had access to. You should
-probably proofread and complete it, then remove this comment. -->
+Our pre-trained VinAI Translate models `vinai/vinai-translate-vi2en` and `vinai/vinai-translate-en2vi` are state-of-the-art text translation models for Vietnamese-to-English and English-to-Vietnamese, respectively. The general architecture and experimental results of VinAI Translate can be found in [our paper](https://openreview.net/forum?id=CRg-RaxKnai):
 
-# vinai-translate-en2vi
 
-This model is a fine-tuned version of [vinai/vinai-translate-en2vi](https://huggingface.co/vinai/vinai-translate-en2vi) on an unknown dataset.
-It achieves the following results on the evaluation set:
+    @inproceedings{vinaitranslate,
+    title     = {{A Vietnamese-English Neural Machine Translation System}},
+    author    = {Thien Hai Nguyen and Tuan-Duy H. Nguyen and Duy Phung and Duy Tran-Cong Nguyen and Hieu Minh Tran and Manh Luong and Tin Duy Vo and Hung Hai Bui and Dinh Phung and Dat Quoc Nguyen},
+    booktitle = {Proceedings of the 23rd Annual Conference of the International Speech Communication Association: Show and Tell (INTERSPEECH)},
+    year      = {2022}
+    }
+    
+Please **CITE** our paper whenever the pre-trained models or the system are used to help produce published results or incorporated into other software.
 
-
-## Model description
-
-More information needed
-
-## Intended uses & limitations
-
-More information needed
-
-## Training and evaluation data
-
-More information needed
-
-## Training procedure
-
-### Training hyperparameters
-
-The following hyperparameters were used during training:
-- optimizer: None
-- training_precision: float32
-
-### Training results
-
-
-
-### Framework versions
-
-- Transformers 4.21.0.dev0
-- TensorFlow 2.6.0
-- Tokenizers 0.12.1
+For further information or requests, please go to [VinAI Translate's homepage](https://github.com/VinAIResearch/VinAI_Translate)!