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--- |
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language: |
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- ms |
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tags: |
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- paraphrase |
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metrics: |
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- sacrebleu |
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--- |
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# finetune-paraphrase-t5-small-standard-bahasa-cased |
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Finetuned T5 small on MS paraphrase tasks. |
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## Dataset |
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1. translated PAWS, https://huggingface.co/datasets/mesolitica/translated-PAWS |
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2. translated MRPC, https://huggingface.co/datasets/mesolitica/translated-MRPC |
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3. translated ParaSCI, https://huggingface.co/datasets/mesolitica/translated-paraSCI |
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## Finetune details |
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1. Finetune using single RTX 3090 Ti. |
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Scripts at https://github.com/huseinzol05/malaya/tree/master/session/paraphrase/hf-t5 |
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## Supported prefix |
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1. `parafrasa: {string}`, for MS paraphrase. |
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## Evaluation |
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Evaluated on MRPC validation set and ParaSCI Arxiv test set. |
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``` |
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{'name': 'BLEU', |
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'score': 37.598729045833316, |
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'_mean': -1.0, |
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'_ci': -1.0, |
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'_verbose': '62.6/42.5/33.2/27.0 (BP = 0.957 ratio = 0.958 hyp_len = 96781 ref_len = 101064)', |
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'bp': 0.9567103919247614, |
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'counts': [60539, 38753, 28443, 21680], |
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'totals': [96781, 91237, 85693, 80149], |
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'sys_len': 96781, |
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'ref_len': 101064, |
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'precisions': [62.55256713611143, |
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42.47509234192268, |
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33.19174261608299, |
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27.049620082596164], |
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'prec_str': '62.6/42.5/33.2/27.0', |
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'ratio': 0.9576209134805668} |
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``` |
