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Table 7 Results of MarianCG model on DJANGO dataset

From: MarianCG: a code generation transformer model inspired by machine translation

Rank

Model

BLEU score

Exact match accuracy

Year

1

MarianCG (Ours)

90.41

81.83

2022

2

TranX + BERT w/ mined [28]

79.86

81.03

2022

3

BERT + TAE [26]

-

81.77

2021

4

Reranker [21]

-

80.2

2019

5

TranX [20]

-

73.7

2018

6

ipn [40]

77.6

62.3

2016

7

Phrasal Statistical MT [40]

47.6

31.5

2016