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Summarization on Vietnews (test)

63.37ROUGE-1ViT5_large 1024-length
54.16656.555558.94561.3345Sep 20, 2021Oct 29, 2021Dec 7, 2021Jan 15, 2022Feb 23, 2022Apr 3, 2022May 13, 2022

Evaluation results

MethodLinks
ViT5_large 1024-lengthModel size=large, Pre-training sequence length=10242022.0563.3734.2443.55
ViT5_base 1024-lengthModel size=base, Pre-training sequence length=10242022.0562.7733.1642.75
ViT5_base 256-lengthModel size=base, Pre-training sequence length=2562022.0561.8531.741.7
BARTpho2022.0561.1430.3140.15
BARTphowordduplicate_article_removal=false, tokenization=word-segmented2021.0961.1430.3140.15
BARTphosyllableduplicate_article_removal=false, tokenization=syllable2021.0960.8829.939.64
PhoBERT2PhoBERT2022.0560.3729.1239.44
PhoBERT2PhoBERTduplicate_article_removal=false2021.0960.3729.1239.44
mBARTduplicate_article_removal=false2021.0960.3529.1339.21
mBART2022.0559.8128.2838.71
viBERT2viBERTduplicate_article_removal=false2021.0959.7527.2936.79
mBERT2mBERT2022.0559.6727.3636.73
mT52022.0558.0526.7637.38
mT5duplicate_article_removal=false2021.0958.0526.7637.38
Transformer (RND2RND)Initialization=random weights2022.0557.5624.2535.53
fastAbsduplicate_article_removal=false2021.0954.5223.0137.64