Keston Smith
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cd4face
Adding Readme file
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README.md
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---
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language: en
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tags:
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- Trinidad and Tobago English Parser
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- text2text-generation
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- Caribe
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license: cc-by-nc-sa-4.0
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datasets:
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- Custom dataset
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- Creolised JFLEG
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---
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# Model
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This model utilises T5-base pre-trained model. It was fine tuned using a combination of a custom dataset and creolised [JFLEG](https://arxiv.org/abs/1702.04066) dataset. JFLEG dataset was creolised using the file encoding feature of the Caribe library. For more on Caribbean dialect checkout the library [Caribe](https://pypi.org/project/Caribe/).
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___
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# Usage with Transformers
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```python
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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tokenizer = AutoTokenizer.from_pretrained("KES/T5-TTParser")
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model = AutoModelForSeq2SeqLM.from_pretrained("KES/T5-TTParser")
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txt = "Ah have live with mi paremnts en London"
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inputs = tokenizer("grammar:"+txt, truncation=True, return_tensors='pt')
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output = model.generate(inputs['input_ids'], num_beams=4, max_length=512, early_stopping=True)
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correction=tokenizer.batch_decode(output, skip_special_tokens=True)
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print("".join(correction)) #Correction: Ah live with meh parents in London.
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```
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