readme: ---
  language: 
    - ms
  tags:
  - paraphrase
  metrics:
  - sacrebleu
  ---
  
  # 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}
  ```