Table 7 COMET scores on xx\({\Rightarrow }\)en.

From: LingualX64: a multilingual benchmark for evaluating symmetry and asymmetry in LLM translation

 

falcon7b

Mistral-7b

Llama-2-7b-hf

bloom-7b1

bloomz-7b1-mt

Meta-Llama-3-8B

mpt-7b

vicuna-7b

gemma-7b

ar

66.12

88.32

75.13

80.33

90.77

92.33

69.88

81.08

92.9

da

89.7

93.77

91.19

76.11

71.95

94.14

88.75

92.59

93.98

tl

84.56

88.86

82.79

60.4

57.93

90.63

76.85

84.63

89.34

fr

93.11

93.11

91.61

92.18

91.13

93.75

90.76

93.02

89.86

de

92.06

93.11

90.56

85.94

86.48

93.56

90.74

92.84

93.2

el

70.98

87.12

79.66

59.93

62.54

93.58

79.22

78.92

92.86

hi

54.96

87.7

75.96

75.4

89.33

93.9

70.63

79.31

89.24

is

50.97

76.17

64.36

56.09

49.43

87.28

68.15

63.07

85.17

it

93.32

93.59

91.93

90.45

90.51

94.02

91.58

93.52

92.1

ja

87.63

90.13

84.1

80.31

79.74

92.64

82.98

90.97

92.25

ko

61.77

88.94

79.68

76.38

65.35

93.08

81.83

89.06

91.34

nl

91.88

93.38

90.77

79.36

76.63

93.89

89.66

93.62

92.77

no

88.96

92.97

88.96

75.67

70.34

94.07

90.17

93.52

94.22

pt

93.19

93.78

90.93

91.54

92.49

93.91

91.26

93.911

92.48

ru

92.49

93.02

89.5

89.03

91.28

93.72

90

93.28

93.17

es

93.54

93.86

92.24

91.76

92.08

94.27

92.02

93.95

70.62

th

55.68

85.18

74

68.77

54.03

92.02

69.97

76.2

91.53

vi

73.54

90.3

84.61

84.59

89.69

92.28

78.19

91

83.76

zh

90.04

84.04

78.56

77.17

79.03

91.13

79.58

84.71

89.97

af

86.2

91.37

88.91

68.1

68.05

91.7

87.39

87.81

89.78

bn

48.76

85.18

70.9

82.25

89.35

90.3

60.18

56.63

89.19

bs

80.92

92.11

90.44

66.88

65.35

88.94

85.75

89.69

90.07

bg

78.18

93.19

91.9

71.13

69.62

89.19

88.86

91.77

93.19

ca

86.77

92.37

91.58

92.21

92.64

91.1

89.37

90.76

91.21

hr

81.39

92.75

91.35

66.47

62.96

90.3

86.22

91.49

92.8

cs

84.87

92.61

91.07

65.51

63.53

89.55

88.18

91.26

92.59

et

55.08

82.4

67.81

55.76

62.27

90.1

71.45

58.38

93.22

fj

37.28

42.09

40.85

41.3

37.52

44.59

41.7

41.23

45.54

fi

62.74

91.3

92.2

55.6

59.46

91.89

81.15

82.61

94.22

gu

45.08

65.55

53.68

74.02

84.98

89.48

59.96

48.07

90.21

ht

54.22

67.34

54.68

52.64

43.84

73.8

52.61

51.09

72.35

he

49.7

83.4

73.89

49.83

53.96

89.13

59.02

63.19

92.25

hmn

47.76

48.5

45.95

46.32

36.12

48.8

48.13

46.08

56.76

hu

56.7

92.18

90.56

54.38

57.41

89.64

80.1

90.06

92.55

id

89.26

92.03

91.87

91.45

91.01

90.67

90.18

86.56

91.9

ga

49.3

65.29

61.83

46

51.72

83.57

52.48

58.87

75.74

kn

41.25

72.68

50.29

78.57

87.7

89.44

52.02

50.38

89.5

kk

49.03

63.69

54.52

52.15

54.57

83.63

52.2

54.06

85.82

sw

53.57

71.21

58.04

76.54

82.72

84.75

51.81

54.99

87.5

lv

57.94

77.47

65.32

56.62

60.64

88.16

69.65

61.74

91.99

lt

56.83

79.43

64.31

57.95

63.26

88.03

69.11

58.86

91.48

mg

45.79

47.67

45.87

48.85

49.35

58.06

48.21

49.4

64.32

ms

87.61

91.09

89.46

88.8

89.16

88.82

88.16

83.53

91.36

ml

43.14

56.89

54.19

85.34

89.44

89.69

47.99

48.31

89.57

mt

58.21

68.22

62.01

50.86

44.05

80.55

60.9

59.92

84.67

mi

46.05

58.58

47.43

40.29

34.32

60.85

41.04

45.89

58.62

mr

41.2

76.17

70.23

73.55

64.65

88.4

57.67

58.32

90.02

ps

46.95

60.93

55.83

53.53

53.38

81.71

52.35

55.1

77.11

fa

56.02

86.94

82

64.5

64.2

89.61

72.11

73.39

91.99

pl

88.73

92.03

90.59

68.22

65.29

88.77

88.18

90.67

91.63

pa

42.43

59.8

51.95

82.99

90.21

89.75

52.91

46.14

83.73

otq

62.75

54.61

59.73

59.46

55.25

60.31

56.6

55.84

52.84

ro

88.15

93.45

92.56

76.06

74.1

90.97

90.01

92.32

93.53

sm

39.74

45.63

40.6

41.1

33.12

53.45

39.31

41.86

52.03

sk

78.74

91.24

88.1

62.55

63.73

88.21

85.94

87.16

92.49

sl

75.52

91.92

90.37

62

60.51

89.31

81.54

89.73

92.76

sv

90.31

93.49

92.81

73.31

71.58

91.73

92.18

92.85

93.53

ta

39.39

68.05

55.43

81.57

85.88

88.15

44.48

48.79

89.19

te

44.53

63.21

50.11

78.6

90.09

87.82

49.47

47.79

89.1

tr

68.56

90.4

84.85

58.88

57.41

91.06

84.08

71.97

93.2

uk

72.3

91.33

90.09

69.87

69.22

88.46

84.49

89.99

91.1

ur

50.67

81.15

74.61

77.2

90.11

89.45

65.49

61.24

90.47

cy

50.81

70.25

62.52

55.56

61.75

87.57

50.66

53.8

85.07