finetune-paraphrase-t5-small-standard-bahasa-cased

Finetuned T5 small 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': 37.598729045833316,
 '_mean': -1.0,
 '_ci': -1.0,
 '_verbose': '62.6/42.5/33.2/27.0 (BP = 0.957 ratio = 0.958 hyp_len = 96781 ref_len = 101064)',
 'bp': 0.9567103919247614,
 'counts': [60539, 38753, 28443, 21680],
 'totals': [96781, 91237, 85693, 80149],
 'sys_len': 96781,
 'ref_len': 101064,
 'precisions': [62.55256713611143,
  42.47509234192268,
  33.19174261608299,
  27.049620082596164],
 'prec_str': '62.6/42.5/33.2/27.0',
 'ratio': 0.9576209134805668}