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--- |
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language: en |
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tags: |
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- t5 |
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datasets: |
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- squad |
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license: mit |
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--- |
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# Question Generation Model |
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## Github |
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https://github.com/Seoneun/T5-Question-Generation |
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## Fine-tuning Dataset |
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SQuAD 1.1 |
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| Train Data | Dev Data | Test Data | |
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| ------ | ------ | ------ | |
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| 75,722 | 10,570 | 11,877 | |
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## Demo |
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https://huggingface.co/Sehong/t5-large-QuestionGeneration |
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## How to use |
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```python |
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import torch |
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from transformers import PreTrainedTokenizerFast |
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from transformers import T5ForConditionalGeneration |
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tokenizer = PreTrainedTokenizerFast.from_pretrained('Sehong/t5-large-QuestionGeneration') |
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model = T5ForConditionalGeneration.from_pretrained('Sehong/t5-large-QuestionGeneration') |
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# tokenized |
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''' |
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text = "answer:Saint Bern ##ade ##tte So ##ubi ##rous content:Architectural ##ly , the school has a Catholic character . At ##op the Main Building ' s gold dome is a golden statue of the Virgin Mary . Immediately in front of the Main Building and facing it , is a copper statue of Christ with arms up ##rai ##sed with the legend "" V ##eni ##te Ad Me O ##m ##nes "" . Next to the Main Building is the Basilica of the Sacred Heart . Immediately behind the b ##asi ##lica is the G ##rot ##to , a Marian place of prayer and reflection . It is a replica of the g ##rot ##to at Lou ##rdes , France where the Virgin Mary reputed ##ly appeared to Saint Bern ##ade ##tte So ##ubi ##rous in 1858 . At the end of the main drive ( and in a direct line that connects through 3 statues and the Gold Dome ) , is a simple , modern stone statue of Mary ." |
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''' |
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text = "answer:Saint Bernadette Soubirous content:Architecturally , the school has a Catholic character . Atop the Main Building ' s gold dome is a golden statue of the Virgin Mary . Immediately in front of the Main Building and facing it , is a copper statue of Christ with arms upraised with the legend "" Venite Ad Me Omnes "" . Next to the Main Building is the Basilica of the Sacred Heart . Immediately behind the basilica is the Grotto , a Marian place of prayer and reflection . It is a replica of the grotto at Lourdes , France where the Virgin Mary reputedly appeared to Saint Bernadette Soubirous in 1858 . At the end of the main drive ( and in a direct line that connects through 3 statues and the Gold Dome ) , is a simple , modern stone statue of Mary ." |
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raw_input_ids = tokenizer.encode(text) |
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input_ids = [tokenizer.bos_token_id] + raw_input_ids + [tokenizer.eos_token_id] |
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question_ids = model.generate(torch.tensor([input_ids])) |
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decode = tokenizer.decode(question_ids.squeeze().tolist(), skip_special_tokens=True) |
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decode = decode.replace(' # # ', '').replace(' ', ' ').replace(' ##', '') |
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print(decode) |
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``` |
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## Evalutation |
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| BLEU-1 | BLEU-2 | BLEU-3 | BLEU-4 | METEOR | ROUGE-L | |
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| ------ | ------ | ------ | ------ | ------ | ------- | |
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| 51.333 | 36.742 | 28.218 | 22.289 | 26.126 | 51.069 | |
