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finetune-paraphrase-t5-base-standard-bahasa-cased

Finetuned T5 base on MS paraphrase tasks.

Dataset

  1. translated PAWS, https://huggingface.co/datasets/mesolitica/translated-PAWS
  2. translated MRPC, https://huggingface.co/datasets/mesolitica/translated-MRPC
  3. translated ParaSCI, https://huggingface.co/datasets/mesolitica/translated-paraSCI

Finetune details

  1. Finetune using single RTX 3090 Ti.

Scripts at https://github.com/huseinzol05/malaya/tree/master/session/paraphrase/hf-t5

Supported prefix

  1. parafrasa: {string}, for MS paraphrase.

Evaluation

Evaluated on MRPC validation set and ParaSCI Arxiv test set.

{'name': 'BLEU',
 'score': 35.95965899952292,
 '_mean': -1.0,
 '_ci': -1.0,
 '_verbose': '61.7/41.3/32.0/25.8 (BP = 0.944 ratio = 0.946 hyp_len = 95593 ref_len = 101064)',
 'bp': 0.9443747373110852,
 'counts': [59014, 37157, 27016, 20383],
 'totals': [95593, 90049, 84505, 78961],
 'sys_len': 95593,
 'ref_len': 101064,
 'precisions': [61.73464584226878,
  41.263090095392506,
  31.969705934560086,
  25.81400944770203],
 'prec_str': '61.7/41.3/32.0/25.8',
 'ratio': 0.9458659859099184}
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