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Table 8 Results of MarianCG model on the CoNaLa dataset

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

Rank

Model

BLEU score

Exact match accuracy

Year

1

MarianCG (Ours)

34.43

10.2

2022

2

TranX + BERT w/ mined [28]

34.2

5.8

2022

3

BERT + TAE [26]

33.41

-

2021

4

External Knowledge With API + Reranking [24]

32.26

-

2020

5

External Knowledge With API [24]

30.69

-

2020

6

BART W/ Mined [27]

30.55

-

2021

7

Reranker [21]

30.11

2.8

2019

8

BART Base [27]

26.24

-

2021

9

TranX [20]

24.3

-

2018