--- language: - ms tags: - paraphrase metrics: - sacrebleu --- # finetune-paraphrase-t5-tiny-standard-bahasa-cased Finetuned T5 tiny 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': 36.92696648298233, '_mean': -1.0, '_ci': -1.0, '_verbose': '62.5/42.3/33.0/26.9 (BP = 0.943 ratio = 0.945 hyp_len = 95496 ref_len = 101064)', 'bp': 0.9433611337299734, 'counts': [59650, 38055, 27875, 21217], 'totals': [95496, 89952, 84408, 78864], 'sys_len': 95496, 'ref_len': 101064, 'precisions': [62.46334925023038, 42.30589647812167, 33.02412093640413, 26.90327652667884], 'prec_str': '62.5/42.3/33.0/26.9', 'ratio': 0.944906198052719} ```