Update README.md

README.md

@@ -4,12 +4,27 @@ license: cc-by-nc-3.0
 
 T5-base model trained for text paraphrase 
 
-  Please find more training details in our paper:
+You can load this model by:
+```python
+from transformers import T5ForConditionalGeneration,T5TokenizerFast
+
+model = T5ForConditionalGeneration.from_pretrained(model_name_or_path)
+tokenizer = T5TokenizerFast.from_pretrained(model_name_or_path)
+```
+
+A prefix "paraphrase: " should be added in font of the input sequence, i.e.:
+```python
+input_st = "paraphrase: " + text + " </s>"
+```
+
+Please find more training details in our paper:
   ```
-  @article{zhang2022decay,
-  title={Decay No More: A Persistent Twitter Dataset for Learning Social Meaning},
-  author={Zhang, Chiyu and Abdul-Mageed, Muhammad and Nagoudi, El Moatez Billah},
-  journal={arXiv preprint arXiv:2204.04611},
-  year={2022}
+@inproceedings{zhang2022decay,
+   title={Decay No More: A Persistent Twitter Dataset for Learning Social Meaning},
+   author={Zhang, Chiyu and Abdul-Mageed, Muhammad and Nagoudi, El Moatez Billah},
+   booktitle ={Proceedings of 1st Workshop on Novel Evaluation Approaches for Text Classification Systems on Social Media (NEATCLasS)}, 
+   year={2022},
+   url = {https://arxiv.org/pdf/2204.04611.pdf},
+   publisher = {{AAAI} Press}, 
 }
   ```