Germanic NLG 🇪🇺

gpt-4-0613 (few-shot, val)

unknown

100

8192

True

597 ± 197 / 93 ± 33

1.20

1.15

1.14

1.44

1.15

1.18

1.23

64.94 ± 1.96 / 45.76 ± 3.31

59.97 ± 2.65 / 73.06 ± 1.77

71.56 ± 2.49 / 85.36 ± 1.29

56.43 ± 2.98 / 68.46 ± 1.64

66.76 ± 0.34 / 18.99 ± 0.52

94.93 ± 1.03 / 96.21 ± 0.77

93.98 ± 2.15 / 95.94 ± 1.44

81.64 ± 1.80 / 86.17 ± 1.34

81.16 ± 2.46 / 63.39 ± 4.07

75.75 ± 4.49 / 60.44 ± 5.46

72.72 ± 3.20 / 81.35 ± 2.22

65.92 ± 0.28 / 19.24 ± 0.59

77.30 ± 2.97 / 88.39 ± 1.60

57.18 ± 3.91 / 76.40 ± 2.66

47.50 ± 2.86 / 75.24 ± 1.32

68.77 ± 2.09 / 76.56 ± 1.57

88.30 ± 1.32 / 91.13 ± 0.98

76.86 ± 1.89 / 54.97 ± 4.44

79.19 ± 1.87 / 80.56 ± 1.82

80.93 ± 1.67 / 89.90 ± 0.93

53.81 ± 1.28 / 65.15 ± 1.11

67.83 ± 0.15 / 22.67 ± 0.39

72.53 ± 1.82 / 79.26 ± 1.44

85.67 ± 2.59 / 89.14 ± 2.05

78.67 ± 2.16 / 59.54 ± 4.85

33.65 ± 3.19 / 60.56 ± 2.35

32.25 ± 2.01 / 60.12 ± 1.31

69.21 ± 0.25 / 22.50 ± 0.53

86.32 ± 1.50 / 89.65 ± 1.16

74.02 ± 4.17 / 86.80 ± 2.02

69.48 ± 2.32 / 54.66 ± 2.17

64.91 ± 1.86 / 75.96 ± 1.59

50.23 ± 4.16 / 74.54 ± 2.10

33.17 ± 1.86 / 65.14 ± 1.53

66.35 ± 0.59 / 19.81 ± 1.46

71.92 ± 2.22 / 78.79 ± 1.65

82.85 ± 1.48 / 86.99 ± 1.12

73.35 ± 2.61 / 56.00 ± 2.82

18.92 ± 2.78 / 40.80 ± 2.43

76.70 ± 2.39 / 88.16 ± 1.21

55.03 ± 1.96 / 76.47 ± 1.22

69.97 ± 0.41 / 22.66 ± 0.68

70.71 ± 2.96 / 78.12 ± 2.24

90.07 ± 1.29 / 92.54 ± 0.98

78.06 ± 2.73 / 70.76 ± 3.80

69.06 ± 2.20 / 76.04 ± 1.60

55.76 ± 3.84 / 76.34 ± 1.44

67.35 ± 1.98 / 85.76 ± 0.77

70.54 ± 0.24 / 26.98 ± 0.49

72.27 ± 2.36 / 78.75 ± 1.88

91.51 ± 2.15 / 93.59 ± 1.62

0.0.0

12.9.0

12.6.1

10.0.1

9.1.2

0.0.0

9.3.2

0.0.0

12.9.0

9.3.2

0.0.0

12.9.0

9.3.2

12.10.0

12.10.8

12.10.0

12.2.0

12.1.0

12.2.0

12.5.2

gpt-4-1106-preview (few-shot, val)

unknown

100

128000

True

576 ± 221 / 81 ± 28

1.26

1.20

1.26

1.22

1.14

1.33

1.49

1.18

66.80 ± 3.01 / 45.69 ± 2.85

61.62 ± 2.17 / 73.99 ± 1.48

66.84 ± 3.27 / 82.79 ± 1.86

56.85 ± 2.62 / 68.83 ± 1.50

66.21 ± 0.44 / 18.02 ± 0.61

95.21 ± 0.55 / 96.41 ± 0.41

97.19 ± 1.15 / 98.12 ± 0.76

78.74 ± 3.12 / 83.91 ± 2.42

77.48 ± 2.32 / 55.87 ± 2.83

78.70 ± 2.78 / 57.58 ± 4.23

62.55 ± 2.82 / 72.41 ± 2.42

63.60 ± 0.15 / 13.15 ± 0.35

74.45 ± 4.27 / 86.22 ± 2.49

56.31 ± 5.81 / 74.04 ± 4.03

44.67 ± 3.23 / 73.39 ± 1.83

70.84 ± 1.92 / 78.12 ± 1.44

86.30 ± 2.04 / 89.53 ± 1.60

74.45 ± 3.09 / 49.97 ± 4.23

77.59 ± 1.38 / 78.78 ± 1.69

71.35 ± 3.10 / 83.98 ± 2.23

56.56 ± 1.39 / 66.76 ± 1.10

66.08 ± 0.14 / 17.19 ± 0.38

71.32 ± 1.56 / 78.48 ± 1.15

84.09 ± 2.99 / 88.01 ± 2.26

86.37 ± 1.19 / 82.25 ± 2.73

43.03 ± 5.07 / 71.18 ± 2.64

37.26 ± 2.60 / 66.04 ± 1.95

69.61 ± 0.61 / 23.98 ± 1.17

89.09 ± 1.59 / 91.76 ± 1.19

72.03 ± 3.91 / 86.09 ± 1.96

68.94 ± 2.50 / 44.89 ± 2.85

60.47 ± 2.94 / 72.79 ± 1.90

51.26 ± 4.94 / 74.76 ± 2.45

30.04 ± 1.30 / 58.77 ± 1.50

63.62 ± 0.65 / 13.08 ± 0.87

73.80 ± 2.03 / 80.31 ± 1.54

83.93 ± 2.38 / 87.85 ± 1.80

66.44 ± 2.18 / 56.97 ± 2.87

14.22 ± 3.26 / 33.41 ± 3.24

72.30 ± 2.26 / 85.96 ± 1.13

57.81 ± 1.23 / 74.51 ± 0.62

67.13 ± 0.50 / 17.61 ± 0.76

70.04 ± 1.91 / 77.58 ± 1.42

88.29 ± 2.26 / 91.17 ± 1.70

81.79 ± 1.39 / 65.51 ± 4.16

67.55 ± 2.34 / 74.04 ± 1.80

51.21 ± 4.96 / 75.11 ± 2.42

66.60 ± 1.45 / 84.48 ± 0.76

68.80 ± 0.43 / 21.84 ± 0.45

81.71 ± 1.12 / 86.29 ± 0.83

89.91 ± 1.81 / 92.38 ± 1.34

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.5.1

12.10.2

12.5.1

12.10.8

12.10.2

12.6.1

12.10.2

12.6.1

12.10.2

12.3.2

12.10.2

12.3.2

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

gpt-4o-2024-05-13 (few-shot, val)

unknown

200

128000

True

916 ± 329 / 114 ± 38

1.34

1.24

1.27

1.20

1.22

1.43

1.59

1.41

71.15 ± 2.89 / 52.24 ± 3.76

49.42 ± 3.29 / 61.74 ± 2.59

64.59 ± 2.97 / 79.93 ± 1.88

57.35 ± 2.51 / 67.87 ± 1.75

66.03 ± 0.24 / 17.74 ± 0.71

96.41 ± 0.63 / 97.30 ± 0.48

97.68 ± 1.06 / 98.44 ± 0.72

85.96 ± 1.48 / 89.41 ± 1.15

79.07 ± 3.01 / 64.17 ± 3.51

81.56 ± 2.45 / 64.06 ± 4.11

66.66 ± 1.91 / 77.70 ± 1.29

63.25 ± 0.26 / 13.02 ± 0.33

64.53 ± 6.09 / 79.17 ± 4.89

54.70 ± 4.36 / 74.94 ± 3.26

43.51 ± 3.40 / 74.52 ± 1.79

73.81 ± 1.88 / 80.39 ± 1.45

89.91 ± 1.13 / 92.42 ± 0.83

76.66 ± 2.11 / 60.34 ± 4.71

77.16 ± 2.65 / 79.22 ± 2.36

68.99 ± 4.33 / 83.37 ± 2.61

57.96 ± 1.35 / 67.71 ± 0.96

66.00 ± 0.29 / 16.97 ± 0.45

70.70 ± 1.32 / 77.97 ± 0.99

86.30 ± 2.23 / 89.65 ± 1.68

81.19 ± 2.45 / 54.02 ± 5.60

51.10 ± 5.09 / 73.25 ± 3.42

29.64 ± 2.12 / 55.46 ± 1.12

68.25 ± 0.27 / 19.22 ± 0.51

91.27 ± 1.41 / 93.40 ± 1.09

70.85 ± 5.98 / 85.55 ± 3.05

69.99 ± 1.63 / 45.58 ± 2.42

54.82 ± 2.19 / 68.42 ± 1.67

43.66 ± 5.67 / 64.64 ± 4.65

30.06 ± 1.04 / 60.77 ± 1.11

63.80 ± 0.60 / 13.87 ± 1.05

74.13 ± 1.60 / 80.59 ± 1.22

88.18 ± 1.79 / 91.13 ± 1.34

76.75 ± 3.44 / 61.13 ± 4.40

10.80 ± 2.24 / 32.52 ± 2.18

56.26 ± 4.51 / 73.83 ± 3.26

55.55 ± 2.54 / 76.28 ± 1.13

66.86 ± 0.46 / 16.93 ± 0.91

73.11 ± 1.87 / 79.69 ± 1.46

92.69 ± 1.46 / 94.53 ± 1.09

83.48 ± 1.52 / 75.51 ± 2.26

62.74 ± 2.04 / 71.28 ± 1.46

46.56 ± 3.35 / 71.13 ± 1.97

65.41 ± 1.96 / 84.78 ± 0.68

67.64 ± 0.97 / 20.90 ± 0.92

78.55 ± 1.82 / 83.91 ± 1.34

91.34 ± 1.66 / 93.48 ± 1.27

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.8

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

12.10.0

12.10.2

gpt-3.5-turbo-0613 (few-shot, val)

unknown

100

4094

True

921 ± 293 / 113 ± 37

2.00

1.63

1.88

1.81

2.79

1.94

2.16

1.78

61.31 ± 2.34 / 49.86 ± 2.18

52.52 ± 2.05 / 68.10 ± 1.35

57.63 ± 2.80 / 77.01 ± 1.83

57.03 ± 1.95 / 65.51 ± 1.48

66.38 ± 0.26 / 18.03 ± 0.27

81.95 ± 2.61 / 86.33 ± 2.03

77.66 ± 2.57 / 85.08 ± 1.77

62.21 ± 2.60 / 71.05 ± 2.09

77.70 ± 2.64 / 68.71 ± 2.97

73.92 ± 2.53 / 67.96 ± 2.67

58.88 ± 3.23 / 71.00 ± 2.87

64.18 ± 0.22 / 14.10 ± 0.37

54.29 ± 4.27 / 73.02 ± 3.26

32.82 ± 3.43 / 56.05 ± 4.14

45.35 ± 2.97 / 73.47 ± 1.69

40.26 ± 5.24 / 54.88 ± 3.85

59.02 ± 1.63 / 68.63 ± 1.34

73.04 ± 2.74 / 61.64 ± 3.63

72.77 ± 2.64 / 72.56 ± 2.45

58.06 ± 3.84 / 76.06 ± 2.51

58.02 ± 2.11 / 66.84 ± 1.38

66.92 ± 0.16 / 19.00 ± 0.28

40.73 ± 3.36 / 55.16 ± 2.75

50.51 ± 2.33 / 62.07 ± 1.95

69.59 ± 4.54 / 54.49 ± 4.31

7.28 ± 4.10 / 52.96 ± 2.00

28.50 ± 1.79 / 50.29 ± 1.79

67.10 ± 0.30 / 19.43 ± 0.48

49.88 ± 2.38 / 62.27 ± 1.75

18.61 ± 6.00 / 61.33 ± 2.93

61.50 ± 2.96 / 46.22 ± 3.41

55.50 ± 2.58 / 68.96 ± 2.00

38.96 ± 4.39 / 68.89 ± 2.54

30.20 ± 1.59 / 56.58 ± 1.78

64.90 ± 0.22 / 15.99 ± 0.32

35.39 ± 3.89 / 51.41 ± 2.98

56.88 ± 2.50 / 66.76 ± 2.02

68.96 ± 3.80 / 58.45 ± 3.71

8.81 ± 3.30 / 30.88 ± 2.25

58.95 ± 4.48 / 78.64 ± 2.32

55.57 ± 2.33 / 68.26 ± 1.85

69.13 ± 0.41 / 21.32 ± 0.75

42.28 ± 2.88 / 56.45 ± 2.26

61.52 ± 2.69 / 70.62 ± 2.20

71.48 ± 2.47 / 69.71 ± 1.59

66.41 ± 2.66 / 68.72 ± 1.87

41.43 ± 2.57 / 70.34 ± 1.35

67.90 ± 1.61 / 85.57 ± 0.84

69.57 ± 0.18 / 24.41 ± 0.39

43.69 ± 3.59 / 57.38 ± 3.06

75.60 ± 3.04 / 81.48 ± 2.31

12.9.0

12.6.1

10.0.1

12.9.0

0.0.0

11.0.0

0.0.0

12.9.0

0.0.0

12.9.0

11.0.0

0.0.0

12.10.8

12.1.0

0.0.0

gpt-4o-mini-2024-07-18 (few-shot)

unknown

200

128000

True

1,171 ± 378 / 120 ± 39

2.08

1.98

2.11

2.00

2.52

1.83

2.46

1.65

63.59 ± 2.16 / 42.42 ± 3.34

29.47 ± 4.78 / 50.59 ± 4.36

38.37 ± 9.13 / 60.56 ± 8.53

54.63 ± 0.51 / 65.79 ± 0.42

65.94 ± 0.11 / 17.32 ± 0.29

80.46 ± 4.74 / 84.69 ± 3.92

76.16 ± 4.99 / 83.11 ± 4.13

62.12 ± 2.52 / 70.60 ± 2.10

75.05 ± 1.56 / 57.52 ± 4.29

74.08 ± 1.43 / 62.50 ± 4.89

37.79 ± 4.47 / 55.88 ± 3.23

63.80 ± 0.16 / 13.40 ± 0.32

31.59 ± 11.25 / 54.68 ± 10.28

39.25 ± 7.82 / 62.90 ± 7.12

39.43 ± 2.31 / 72.15 ± 1.71

51.93 ± 1.39 / 62.52 ± 1.41

68.29 ± 1.51 / 75.45 ± 1.24

67.38 ± 1.52 / 52.86 ± 4.83

65.51 ± 4.81 / 67.01 ± 3.84

29.41 ± 10.34 / 52.38 ± 8.76

55.67 ± 0.89 / 66.26 ± 0.48

65.70 ± 0.71 / 16.98 ± 0.75

50.06 ± 2.65 / 61.33 ± 2.36

64.58 ± 2.48 / 72.57 ± 2.06

67.56 ± 1.93 / 43.20 ± 1.44

23.28 ± 7.61 / 52.43 ± 7.20

24.91 ± 1.14 / 52.48 ± 0.90

67.32 ± 0.95 / 17.55 ± 1.32

67.57 ± 3.31 / 75.27 ± 2.62

15.36 ± 5.77 / 49.21 ± 3.61

67.90 ± 1.07 / 45.53 ± 3.11

51.88 ± 5.19 / 67.24 ± 3.71

46.77 ± 2.33 / 69.48 ± 2.55

24.70 ± 1.31 / 56.87 ± 0.77

64.65 ± 0.10 / 14.11 ± 0.26

51.72 ± 2.53 / 62.88 ± 2.10

62.80 ± 1.97 / 70.65 ± 1.80

68.20 ± 1.93 / 49.92 ± 2.53

5.65 ± 1.80 / 14.84 ± 2.18

31.15 ± 7.70 / 52.16 ± 7.03

53.17 ± 1.82 / 72.08 ± 0.90

67.62 ± 0.45 / 18.21 ± 0.81

54.56 ± 1.84 / 64.78 ± 1.89

65.27 ± 1.51 / 72.80 ± 1.37

78.84 ± 1.47 / 68.25 ± 3.41

60.72 ± 1.81 / 67.08 ± 1.16

50.99 ± 1.31 / 72.72 ± 1.34

61.45 ± 1.95 / 83.59 ± 0.82

68.66 ± 0.07 / 21.97 ± 0.19

62.15 ± 1.02 / 71.31 ± 0.77

79.13 ± 1.02 / 83.93 ± 0.81

12.11.0

upstage/SOLAR-10.7B-v1.0 (few-shot)

10732

32

4096

True

3,780 ± 906 / 799 ± 261

2.08

1.98

2.18

2.06

3.20

1.58

2.07

1.48

58.03 ± 2.18 / 38.25 ± 2.31

46.63 ± 2.35 / 59.02 ± 3.07

15.09 ± 3.06 / 40.04 ± 1.77

62.15 ± 0.63 / 67.21 ± 0.55

66.81 ± 1.08 / 22.82 ± 1.04

64.79 ± 1.37 / 73.46 ± 1.07

68.59 ± 2.23 / 78.59 ± 1.60

65.29 ± 0.94 / 73.54 ± 0.74

68.11 ± 1.83 / 57.57 ± 3.10

68.19 ± 1.01 / 56.90 ± 2.54

55.33 ± 1.95 / 69.71 ± 1.56

65.51 ± 1.32 / 19.63 ± 1.66

10.15 ± 3.24 / 36.27 ± 1.44

7.51 ± 2.97 / 35.89 ± 1.30

55.33 ± 3.29 / 80.42 ± 1.68

35.57 ± 0.78 / 51.45 ± 0.56

62.76 ± 1.85 / 71.77 ± 1.45

59.65 ± 2.22 / 39.33 ± 3.33

77.48 ± 1.23 / 70.13 ± 2.81

16.94 ± 2.36 / 40.98 ± 1.82

62.65 ± 0.56 / 68.15 ± 0.56

65.19 ± 0.36 / 19.09 ± 0.55

39.82 ± 0.69 / 54.84 ± 0.53

68.87 ± 1.35 / 76.46 ± 1.04

62.08 ± 2.27 / 51.09 ± 4.15

7.58 ± 1.03 / 44.38 ± 3.90

29.66 ± 3.02 / 56.60 ± 2.22

66.11 ± 0.85 / 18.74 ± 0.90

18.75 ± 1.02 / 38.96 ± 0.70

7.64 ± 1.91 / 49.40 ± 1.45

68.11 ± 1.32 / 56.25 ± 1.65

59.79 ± 1.60 / 71.47 ± 1.54

35.45 ± 3.06 / 66.13 ± 1.28

37.27 ± 1.23 / 68.54 ± 1.94

69.31 ± 0.95 / 28.82 ± 2.24

41.20 ± 0.85 / 55.90 ± 0.66

72.65 ± 0.69 / 79.18 ± 0.58

65.37 ± 1.61 / 46.10 ± 1.53

11.93 ± 1.80 / 34.67 ± 2.84

41.67 ± 1.53 / 69.81 ± 1.38

67.75 ± 0.62 / 78.01 ± 0.45

68.83 ± 0.35 / 26.12 ± 0.52

40.18 ± 0.57 / 55.06 ± 0.44

65.34 ± 1.05 / 73.48 ± 0.83

69.50 ± 1.14 / 63.41 ± 0.77

70.01 ± 0.93 / 59.77 ± 0.59

41.35 ± 2.01 / 70.11 ± 0.82

76.79 ± 0.43 / 89.35 ± 0.19

71.16 ± 0.12 / 29.84 ± 0.23

51.95 ± 0.84 / 63.78 ± 0.62

90.94 ± 0.54 / 93.17 ± 0.41

12.5.3

12.10.8

12.5.3

mistralai/Mistral-Nemo-Instruct-2407 (few-shot)

12248

131

1024001

True

7,095 ± 2,193 / 1,063 ± 344

2.14

2.04

2.12

2.15

2.93

1.72

2.35

1.66

53.95 ± 2.29 / 34.84 ± 2.23

48.97 ± 1.81 / 64.19 ± 1.99

31.78 ± 4.52 / 61.53 ± 5.44

56.44 ± 1.24 / 65.53 ± 1.09

66.24 ± 0.66 / 20.00 ± 0.80

67.09 ± 1.38 / 74.85 ± 1.04

72.87 ± 2.11 / 81.97 ± 1.42

42.77 ± 2.30 / 55.61 ± 2.33

70.14 ± 1.60 / 51.03 ± 3.02

68.74 ± 1.21 / 51.48 ± 2.96

60.64 ± 2.52 / 73.91 ± 1.86

64.61 ± 0.40 / 16.10 ± 0.86

35.59 ± 2.29 / 61.96 ± 3.72

29.22 ± 2.86 / 60.98 ± 4.02

49.87 ± 4.84 / 76.01 ± 3.10

39.07 ± 0.84 / 53.89 ± 0.69

37.95 ± 3.53 / 51.35 ± 3.17

62.86 ± 1.95 / 36.42 ± 3.49

70.54 ± 6.38 / 73.39 ± 6.37

37.50 ± 2.48 / 66.32 ± 1.77

58.00 ± 0.85 / 65.98 ± 0.82

65.93 ± 0.19 / 19.24 ± 0.33

40.58 ± 1.17 / 55.16 ± 0.88

42.99 ± 2.04 / 56.16 ± 1.93

59.70 ± 1.67 / 41.69 ± 2.75

4.64 ± 3.09 / 38.48 ± 2.74

29.68 ± 1.85 / 58.88 ± 0.87

68.13 ± 0.31 / 20.42 ± 0.65

41.76 ± 1.72 / 56.28 ± 1.30

13.24 ± 4.12 / 56.22 ± 1.89

66.27 ± 1.13 / 49.86 ± 1.62

57.70 ± 2.68 / 71.63 ± 1.94

35.54 ± 4.25 / 60.12 ± 5.53

34.45 ± 1.61 / 66.90 ± 2.58

68.65 ± 1.15 / 25.16 ± 2.66

47.05 ± 1.12 / 60.01 ± 0.86

52.68 ± 3.39 / 63.07 ± 2.88

66.57 ± 1.86 / 48.40 ± 2.67

10.10 ± 1.55 / 33.62 ± 2.04

40.31 ± 2.25 / 69.53 ± 1.51

59.99 ± 0.95 / 74.24 ± 0.63

68.66 ± 0.68 / 20.75 ± 1.15

42.50 ± 0.84 / 56.53 ± 0.62

48.51 ± 1.44 / 60.59 ± 1.34

75.24 ± 0.84 / 67.78 ± 2.01

63.05 ± 1.41 / 70.34 ± 0.52

44.75 ± 2.73 / 71.43 ± 1.71

67.70 ± 1.57 / 83.88 ± 1.27

70.56 ± 0.58 / 25.57 ± 0.59

57.55 ± 1.00 / 68.02 ± 0.70

67.97 ± 1.89 / 75.51 ± 1.48

13.0.0

Nexusflow/Starling-LM-7B-beta (few-shot)

7242

32

8192

False

5,876 ± 1,021 / 1,677 ± 546

2.23

2.00

2.34

2.20

3.59

1.87

2.11

1.52

53.20 ± 1.97 / 32.89 ± 2.00

51.75 ± 1.18 / 67.38 ± 0.95

32.72 ± 1.79 / 62.53 ± 2.00

56.44 ± 0.99 / 65.36 ± 0.51

67.46 ± 0.76 / 23.35 ± 0.88

59.78 ± 1.61 / 69.68 ± 1.23

58.63 ± 2.54 / 71.72 ± 1.82

50.74 ± 1.16 / 62.79 ± 0.92

66.22 ± 2.15 / 48.98 ± 4.65

64.14 ± 1.26 / 49.59 ± 4.31

55.48 ± 1.77 / 69.68 ± 1.45

65.32 ± 0.41 / 18.53 ± 0.65

26.13 ± 1.28 / 56.08 ± 2.05

17.32 ± 0.77 / 54.57 ± 1.49

49.75 ± 1.22 / 77.08 ± 0.60

29.72 ± 1.33 / 46.95 ± 0.96

46.78 ± 2.83 / 59.65 ± 2.28

60.38 ± 1.60 / 36.17 ± 3.66

77.49 ± 0.98 / 72.07 ± 1.56

29.32 ± 2.34 / 54.43 ± 2.67

56.79 ± 0.83 / 65.84 ± 0.48

65.75 ± 0.16 / 20.23 ± 0.23

36.05 ± 1.10 / 51.86 ± 0.87

51.15 ± 1.71 / 63.20 ± 1.32

49.20 ± 2.64 / 40.79 ± 4.46

4.45 ± 1.40 / 51.11 ± 0.87

24.61 ± 3.36 / 54.99 ± 2.36

63.74 ± 2.25 / 18.29 ± 1.40

8.45 ± 1.35 / 31.54 ± 1.03

1.14 ± 0.97 / 50.10 ± 0.82

65.01 ± 0.68 / 43.34 ± 2.80

51.80 ± 1.29 / 67.45 ± 0.87

36.18 ± 1.31 / 67.86 ± 0.51

32.12 ± 2.08 / 67.30 ± 1.66

66.92 ± 0.41 / 23.23 ± 1.24

37.90 ± 1.03 / 53.36 ± 0.80

60.66 ± 1.28 / 70.32 ± 1.01

64.47 ± 2.31 / 40.89 ± 2.81

13.83 ± 1.91 / 41.53 ± 1.23

45.69 ± 1.76 / 72.13 ± 1.39

58.03 ± 1.37 / 73.17 ± 0.58

69.34 ± 0.77 / 22.22 ± 0.98

37.60 ± 0.83 / 53.13 ± 0.62

54.33 ± 0.84 / 65.41 ± 0.59

71.81 ± 1.02 / 59.93 ± 2.52

69.98 ± 1.00 / 69.79 ± 0.76

45.34 ± 2.51 / 72.10 ± 1.10

72.49 ± 1.57 / 87.51 ± 0.74

70.37 ± 0.32 / 27.70 ± 0.38

50.93 ± 1.34 / 62.98 ± 0.98

83.82 ± 0.80 / 87.83 ± 0.60

12.5.2

12.10.8

12.5.2

meta-llama/Meta-Llama-3.1-8B-Instruct (few-shot)

8030

128

131073

True

2,411 ± 465 / 686 ± 215

2.33

2.32

2.26

3.09

2.00

2.41

1.92

57.19 ± 1.73 / 44.34 ± 2.43

51.30 ± 1.32 / 64.44 ± 1.47

10.31 ± 3.91 / 42.59 ± 5.19

48.80 ± 1.66 / 60.46 ± 0.60

67.38 ± 1.09 / 23.21 ± 0.94

61.78 ± 1.70 / 71.28 ± 1.27

66.61 ± 1.90 / 77.73 ± 1.31

39.62 ± 2.26 / 53.92 ± 1.96

74.77 ± 0.84 / 71.87 ± 0.97

72.80 ± 1.57 / 69.98 ± 1.84

57.30 ± 0.98 / 71.58 ± 0.90

66.08 ± 0.56 / 19.80 ± 0.86

5.23 ± 1.83 / 34.90 ± 0.81

11.51 ± 3.24 / 45.73 ± 5.97

43.93 ± 3.73 / 70.96 ± 3.00

38.10 ± 0.57 / 52.64 ± 0.47

39.30 ± 1.01 / 54.03 ± 0.82

71.52 ± 1.43 / 59.28 ± 3.63

80.46 ± 0.83 / 78.67 ± 1.13

12.29 ± 3.59 / 40.53 ± 4.13

53.54 ± 1.52 / 62.08 ± 0.98

66.27 ± 0.15 / 19.05 ± 0.30

39.40 ± 1.44 / 53.87 ± 1.19

38.88 ± 1.25 / 53.72 ± 0.91

55.09 ± 1.76 / 40.34 ± 2.34

8.45 ± 1.33 / 51.00 ± 1.95

29.65 ± 1.09 / 56.96 ± 1.35

68.27 ± 0.25 / 22.14 ± 0.62

30.33 ± 1.72 / 47.81 ± 1.31

10.48 ± 2.28 / 54.89 ± 1.49

67.61 ± 1.23 / 60.39 ± 1.02

59.96 ± 2.00 / 70.71 ± 1.80

28.25 ± 3.57 / 59.54 ± 3.88

28.79 ± 2.02 / 55.82 ± 3.28

66.87 ± 0.54 / 21.31 ± 1.47

40.00 ± 0.97 / 54.88 ± 0.70

45.93 ± 1.38 / 58.95 ± 1.06

69.76 ± 1.36 / 57.66 ± 1.36

15.51 ± 1.59 / 39.71 ± 1.21

37.58 ± 3.42 / 66.98 ± 2.22

41.26 ± 2.09 / 65.63 ± 0.90

68.84 ± 0.62 / 21.41 ± 1.20

40.98 ± 0.71 / 55.51 ± 0.59

39.98 ± 1.59 / 54.32 ± 1.27

76.95 ± 0.95 / 72.47 ± 0.82

68.12 ± 0.92 / 72.48 ± 0.53

34.34 ± 3.37 / 65.84 ± 1.59

47.88 ± 3.37 / 76.21 ± 1.69

69.57 ± 0.25 / 26.30 ± 0.35

56.62 ± 0.49 / 67.29 ± 0.39

69.03 ± 1.19 / 76.69 ± 0.89

13.0.0

meta-llama/Meta-Llama-3.1-8B (few-shot)

8030

128

131073

True

2,439 ± 459 / 703 ± 219

2.34

2.30

2.32

2.19

3.18

1.95

2.44

1.97

47.68 ± 2.50 / 32.67 ± 2.45

49.71 ± 1.43 / 64.00 ± 1.96

25.48 ± 2.83 / 58.45 ± 2.63

60.31 ± 1.24 / 65.79 ± 0.84

64.74 ± 0.50 / 17.82 ± 0.98

57.60 ± 1.58 / 67.81 ± 1.23

65.98 ± 1.72 / 77.34 ± 1.16

28.65 ± 2.52 / 45.11 ± 2.33

64.62 ± 1.26 / 53.50 ± 3.27

65.10 ± 1.86 / 56.43 ± 2.58

52.87 ± 1.18 / 68.71 ± 1.01

63.88 ± 1.12 / 16.54 ± 1.58

28.34 ± 3.26 / 58.57 ± 4.45

22.40 ± 3.12 / 53.51 ± 5.42

53.20 ± 3.15 / 75.98 ± 2.62

35.80 ± 0.97 / 51.22 ± 0.67

30.31 ± 1.70 / 46.84 ± 1.59

63.85 ± 2.49 / 44.62 ± 4.10

79.96 ± 0.93 / 75.75 ± 2.22

31.70 ± 4.07 / 59.28 ± 5.00

59.33 ± 0.88 / 65.24 ± 0.79

65.07 ± 0.28 / 18.94 ± 0.35

37.48 ± 0.64 / 52.46 ± 0.52

31.27 ± 1.39 / 47.97 ± 1.30

52.57 ± 2.04 / 36.81 ± 2.12

4.87 ± 2.28 / 40.95 ± 4.97

30.12 ± 4.65 / 57.81 ± 4.78

66.17 ± 0.86 / 18.71 ± 0.89

25.93 ± 1.51 / 44.54 ± 1.14

8.48 ± 2.66 / 53.76 ± 1.54

60.46 ± 1.26 / 47.72 ± 1.69

58.57 ± 2.53 / 71.30 ± 1.70

26.25 ± 5.90 / 61.41 ± 3.94

34.85 ± 3.43 / 64.05 ± 3.68

69.58 ± 1.37 / 28.95 ± 2.96

38.77 ± 0.95 / 53.99 ± 0.67

34.29 ± 1.05 / 49.79 ± 0.88

64.79 ± 1.96 / 45.48 ± 2.24

11.95 ± 2.83 / 37.12 ± 2.19

32.97 ± 2.68 / 58.52 ± 2.92

63.89 ± 1.06 / 74.73 ± 1.02

66.29 ± 1.29 / 20.14 ± 1.64

38.44 ± 1.33 / 53.68 ± 1.01

30.88 ± 2.27 / 47.18 ± 1.81

69.86 ± 2.10 / 62.68 ± 2.21

66.76 ± 0.72 / 68.58 ± 0.72

30.96 ± 2.46 / 61.29 ± 3.61

71.39 ± 2.20 / 84.24 ± 1.55

67.93 ± 0.44 / 22.00 ± 0.51

52.47 ± 0.85 / 64.25 ± 0.66

43.95 ± 3.26 / 57.04 ± 2.74

12.11.0

13.0.0

12.11.0

13.0.0

12.11.0

13.0.0

12.11.0

13.0.0

12.11.0

13.0.0

12.11.0

13.0.0

12.11.0

13.0.0

12.11.0

13.0.0

meta-llama/Meta-Llama-3-8B-Instruct (few-shot)

8030

128

8192

True

4,909 ± 1,215 / 978 ± 319

2.43

2.42

2.43

2.42

3.16

2.11

2.49

1.97

57.74 ± 2.06 / 40.66 ± 2.58

48.43 ± 3.31 / 62.09 ± 3.62

27.12 ± 2.83 / 60.40 ± 2.70

46.76 ± 1.20 / 59.77 ± 0.51

66.36 ± 0.47 / 19.75 ± 0.84

57.87 ± 1.67 / 67.43 ± 1.34

50.42 ± 3.32 / 65.43 ± 2.41

29.17 ± 2.24 / 44.59 ± 2.00

74.47 ± 1.47 / 65.57 ± 2.39

72.93 ± 1.00 / 65.44 ± 2.55

50.62 ± 3.52 / 65.69 ± 3.50

63.98 ± 0.50 / 14.75 ± 0.79

27.77 ± 1.63 / 61.75 ± 1.77

20.35 ± 1.92 / 57.74 ± 2.28

42.90 ± 3.57 / 69.90 ± 3.17

33.44 ± 0.67 / 48.76 ± 0.58

30.91 ± 1.88 / 45.85 ± 1.93

69.67 ± 1.30 / 52.94 ± 4.01

59.93 ± 4.70 / 67.54 ± 3.04

27.63 ± 3.19 / 60.85 ± 3.29

49.84 ± 1.61 / 60.85 ± 0.93

66.60 ± 0.07 / 19.13 ± 0.31

33.54 ± 1.40 / 49.20 ± 1.13

30.32 ± 2.27 / 45.96 ± 1.87

61.69 ± 2.17 / 41.25 ± 3.12

6.10 ± 1.61 / 48.74 ± 3.05

31.52 ± 2.08 / 58.96 ± 1.57

66.98 ± 1.04 / 19.84 ± 1.97

25.16 ± 1.55 / 43.57 ± 1.26

1.50 ± 1.22 / 48.33 ± 1.21

68.18 ± 0.95 / 57.72 ± 1.15

58.33 ± 2.83 / 69.31 ± 3.16

29.12 ± 3.17 / 63.60 ± 1.63

28.68 ± 1.99 / 56.42 ± 3.34

65.23 ± 0.49 / 16.56 ± 0.94

38.44 ± 0.81 / 53.38 ± 0.60

37.69 ± 1.00 / 51.24 ± 0.73

68.72 ± 1.81 / 54.89 ± 2.10

14.67 ± 2.51 / 41.36 ± 2.04

32.91 ± 2.56 / 64.93 ± 1.97

45.36 ± 1.31 / 67.50 ± 0.69

67.62 ± 0.82 / 18.19 ± 1.14

36.18 ± 1.31 / 51.68 ± 1.05

33.91 ± 1.71 / 48.01 ± 1.47

75.02 ± 1.31 / 69.47 ± 1.18

67.64 ± 1.12 / 71.04 ± 1.17

32.29 ± 3.05 / 64.85 ± 2.07

54.84 ± 2.22 / 79.10 ± 1.10

69.28 ± 0.17 / 25.48 ± 0.61

53.77 ± 1.03 / 64.91 ± 0.80

57.64 ± 1.55 / 67.29 ± 1.30

12.6.1

12.10.8

12.6.1

meta-llama/Meta-Llama-3-8B (few-shot)

8030

128

8192

True

4,687 ± 1,121 / 967 ± 313

2.43

2.32

2.50

2.30

3.22

2.06

2.52

2.06

46.31 ± 3.22 / 29.09 ± 2.52

51.29 ± 1.47 / 66.35 ± 1.70

25.70 ± 4.59 / 55.65 ± 5.87

59.79 ± 1.21 / 65.44 ± 0.76

65.16 ± 0.48 / 18.74 ± 0.83

56.20 ± 2.22 / 66.91 ± 1.68

61.16 ± 2.54 / 73.63 ± 1.85

24.99 ± 2.12 / 42.57 ± 1.91

61.48 ± 1.83 / 47.65 ± 2.94

61.58 ± 2.21 / 50.10 ± 2.68

49.87 ± 1.88 / 66.15 ± 1.44

63.38 ± 1.15 / 15.74 ± 1.68

21.20 ± 6.57 / 52.29 ± 7.43

19.65 ± 4.32 / 56.66 ± 4.40

53.35 ± 4.33 / 74.98 ± 3.70

33.02 ± 1.35 / 49.25 ± 1.04

24.93 ± 3.13 / 42.47 ± 2.74

60.36 ± 2.84 / 39.37 ± 3.56

79.74 ± 0.75 / 75.11 ± 1.91

28.24 ± 4.19 / 55.29 ± 5.35

59.73 ± 1.13 / 65.72 ± 0.94

64.81 ± 0.24 / 18.56 ± 0.35

35.86 ± 0.90 / 51.39 ± 0.69

26.49 ± 1.89 / 44.41 ± 1.56

48.70 ± 3.02 / 34.52 ± 2.66

7.49 ± 2.51 / 43.40 ± 4.41

29.56 ± 5.47 / 55.53 ± 5.79

66.34 ± 1.09 / 19.13 ± 0.96

26.78 ± 1.59 / 45.17 ± 1.12

7.41 ± 3.26 / 52.13 ± 1.97

56.00 ± 1.94 / 43.49 ± 2.05

56.40 ± 3.89 / 70.17 ± 2.91

22.01 ± 5.17 / 56.97 ± 3.54

35.39 ± 2.49 / 64.61 ± 2.42

68.92 ± 0.99 / 26.93 ± 2.01

38.12 ± 0.75 / 53.52 ± 0.56

31.37 ± 1.37 / 47.65 ± 1.09

62.26 ± 2.20 / 42.41 ± 2.02

10.45 ± 2.69 / 33.45 ± 1.99

30.30 ± 3.94 / 62.28 ± 2.89

62.99 ± 1.00 / 73.73 ± 0.98

65.17 ± 1.24 / 18.63 ± 1.85

36.38 ± 0.86 / 52.08 ± 0.66

28.33 ± 2.31 / 45.29 ± 1.78

66.31 ± 2.09 / 58.68 ± 1.95

64.30 ± 0.65 / 69.26 ± 0.50

28.18 ± 3.96 / 58.97 ± 4.03

70.38 ± 3.51 / 82.95 ± 2.38

67.90 ± 0.49 / 21.54 ± 0.57

52.54 ± 0.88 / 64.26 ± 0.66

41.19 ± 4.40 / 54.78 ± 3.62

12.6.1

12.10.8

12.6.1

senseable/WestLake-7B-v2 (few-shot)

7242

32

32768

False

5,993 ± 1,028 / 1,742 ± 561

2.51

2.36

2.59

2.51

3.56

2.06

2.40

2.08

52.61 ± 1.77 / 33.64 ± 2.67

49.81 ± 1.43 / 66.32 ± 1.25

19.64 ± 1.63 / 54.22 ± 2.32

48.03 ± 1.24 / 57.94 ± 1.02

66.67 ± 0.87 / 21.08 ± 0.83

57.65 ± 1.99 / 68.08 ± 1.51

51.99 ± 3.67 / 66.43 ± 2.85

44.44 ± 1.52 / 58.16 ± 1.21

64.37 ± 2.17 / 52.81 ± 2.48

62.77 ± 0.83 / 51.80 ± 2.77

50.60 ± 4.90 / 66.76 ± 3.04

65.09 ± 0.31 / 17.27 ± 0.66

18.09 ± 2.04 / 52.56 ± 2.60

12.25 ± 2.18 / 50.79 ± 2.42

38.34 ± 2.39 / 69.54 ± 1.96

27.33 ± 0.72 / 45.16 ± 0.55

41.59 ± 2.61 / 56.02 ± 2.08

58.90 ± 1.34 / 42.48 ± 3.97

67.74 ± 2.79 / 71.89 ± 1.89

16.52 ± 2.55 / 46.30 ± 2.62

49.41 ± 1.21 / 59.91 ± 0.48

66.09 ± 0.17 / 19.64 ± 0.27

31.76 ± 0.89 / 48.64 ± 0.69

45.84 ± 1.47 / 59.27 ± 1.16

56.71 ± 1.98 / 46.71 ± 5.28

3.44 ± 2.02 / 50.18 ± 1.14

21.55 ± 2.79 / 54.79 ± 2.02

65.39 ± 0.80 / 18.24 ± 1.00

9.11 ± 0.92 / 32.06 ± 0.70

3.30 ± 2.81 / 44.40 ± 1.61

64.38 ± 1.60 / 50.26 ± 2.53

54.44 ± 1.45 / 69.32 ± 1.02

26.03 ± 2.23 / 61.88 ± 1.38

25.68 ± 2.81 / 62.48 ± 2.93

68.16 ± 0.95 / 24.52 ± 2.45

33.84 ± 1.54 / 50.24 ± 1.19

50.99 ± 0.99 / 63.11 ± 0.75

64.25 ± 2.23 / 46.52 ± 1.72

13.66 ± 1.99 / 39.45 ± 1.52

28.59 ± 1.48 / 61.24 ± 1.46

49.64 ± 0.86 / 68.04 ± 0.55

68.66 ± 0.57 / 19.51 ± 0.67

35.37 ± 1.30 / 51.43 ± 0.96

47.50 ± 1.75 / 60.41 ± 1.32

70.62 ± 0.90 / 58.92 ± 2.15

67.78 ± 1.03 / 72.29 ± 0.47

30.99 ± 2.94 / 62.20 ± 2.56

49.56 ± 2.85 / 76.72 ± 1.15

70.76 ± 0.56 / 24.95 ± 1.03

44.11 ± 4.39 / 57.76 ± 3.36

69.20 ± 2.71 / 76.75 ± 2.06

12.6.1

12.10.8

12.6.1

google/gemma-7b (few-shot)

8538

256

8192

True

1,378 ± 260 / 387 ± 119

2.56

2.40

2.67

2.33

3.39

2.13

2.82

2.21

19.59 ± 2.54 / 15.47 ± 2.19

46.55 ± 1.89 / 59.52 ± 3.56

32.64 ± 2.91 / 63.84 ± 1.69

59.40 ± 1.02 / 64.81 ± 0.91

66.63 ± 0.82 / 22.82 ± 0.62

74.32 ± 0.96 / 80.31 ± 0.79

65.58 ± 2.10 / 76.41 ± 1.54

24.74 ± 2.86 / 39.03 ± 1.70

26.43 ± 3.36 / 26.32 ± 2.35

32.66 ± 3.42 / 29.43 ± 1.74

41.82 ± 3.69 / 53.06 ± 5.15

64.02 ± 1.35 / 17.65 ± 1.59

25.82 ± 4.43 / 59.85 ± 4.07

20.16 ± 3.43 / 53.83 ± 5.61

52.68 ± 3.58 / 75.16 ± 2.44

39.96 ± 0.97 / 53.03 ± 0.89

27.82 ± 4.59 / 41.21 ± 4.09

43.68 ± 3.65 / 29.40 ± 3.10

77.72 ± 4.50 / 77.58 ± 4.13

36.25 ± 2.66 / 65.08 ± 2.92

58.62 ± 0.98 / 64.23 ± 0.88

64.44 ± 0.29 / 18.70 ± 0.57

39.94 ± 1.17 / 53.25 ± 0.89

25.96 ± 3.94 / 40.33 ± 3.17

30.61 ± 4.61 / 25.80 ± 3.57

5.60 ± 1.68 / 38.26 ± 2.47

32.22 ± 3.19 / 55.22 ± 2.59

65.03 ± 1.82 / 18.15 ± 2.24

32.53 ± 0.82 / 48.03 ± 0.80

1.14 ± 1.26 / 39.92 ± 1.92

39.88 ± 2.56 / 35.40 ± 2.63

56.23 ± 3.17 / 68.87 ± 2.73

32.71 ± 1.60 / 64.55 ± 1.54

36.58 ± 2.81 / 64.92 ± 2.97

69.41 ± 1.20 / 29.96 ± 3.00

41.56 ± 0.82 / 54.79 ± 0.60

30.77 ± 2.85 / 43.20 ± 2.53

47.75 ± 2.33 / 35.64 ± 1.89

7.68 ± 0.61 / 26.25 ± 1.18

28.28 ± 2.48 / 62.81 ± 1.70

61.49 ± 1.15 / 73.19 ± 0.81

65.60 ± 1.18 / 19.95 ± 1.23

42.19 ± 0.97 / 55.52 ± 0.93

31.45 ± 2.79 / 44.15 ± 3.09

47.20 ± 3.34 / 41.96 ± 3.12

63.88 ± 2.24 / 66.49 ± 0.81

35.75 ± 2.65 / 66.41 ± 2.26

69.40 ± 4.29 / 82.46 ± 2.86

69.25 ± 0.80 / 24.32 ± 0.95

50.57 ± 1.00 / 61.48 ± 0.80

35.79 ± 4.89 / 46.37 ± 3.67

12.9.1

12.10.0

12.9.1

12.10.8

12.10.0

12.9.1

12.10.0

12.9.1

12.10.0

12.9.1

12.10.0

mistralai/Mistral-7B-v0.1 (few-shot)

7242

32

32768

True

2,657 ± 524 / 880 ± 278

2.66

2.57

2.88

2.54

3.54

2.22

2.87

2.03

45.42 ± 2.88 / 32.66 ± 2.49

43.16 ± 1.69 / 54.53 ± 2.83

8.79 ± 3.23 / 38.38 ± 4.22

59.43 ± 1.04 / 64.55 ± 0.68

66.47 ± 1.00 / 22.11 ± 1.08

53.26 ± 1.94 / 64.50 ± 1.68

58.26 ± 2.62 / 71.56 ± 1.79

18.53 ± 2.03 / 37.79 ± 1.68

52.00 ± 1.91 / 43.55 ± 2.21

55.12 ± 3.14 / 45.34 ± 4.15

47.25 ± 4.11 / 64.53 ± 3.71

63.49 ± 1.49 / 16.48 ± 1.62

8.66 ± 4.12 / 38.87 ± 3.40

6.80 ± 1.59 / 39.72 ± 2.50

46.86 ± 3.27 / 70.86 ± 2.79

27.78 ± 1.08 / 45.76 ± 0.79

10.88 ± 3.63 / 32.43 ± 2.67

53.34 ± 2.55 / 40.48 ± 3.66

80.00 ± 0.70 / 79.80 ± 0.66

4.61 ± 2.18 / 34.51 ± 0.86

58.99 ± 1.05 / 64.65 ± 0.83

64.87 ± 0.31 / 19.30 ± 0.43

35.52 ± 1.01 / 51.52 ± 0.73

19.67 ± 2.31 / 38.98 ± 1.98

47.24 ± 2.54 / 37.77 ± 3.87

1.35 ± 1.70 / 39.37 ± 3.87

25.70 ± 5.36 / 49.31 ± 5.21

61.96 ± 3.10 / 16.11 ± 1.80

10.25 ± 0.96 / 32.89 ± 0.83

1.99 ± 2.95 / 54.48 ± 1.27

55.37 ± 1.32 / 44.65 ± 2.48

54.27 ± 1.71 / 68.13 ± 1.16

23.12 ± 4.07 / 57.81 ± 3.70

31.89 ± 3.29 / 59.77 ± 4.31

68.24 ± 0.70 / 25.71 ± 1.33

35.63 ± 1.12 / 51.69 ± 0.85

26.40 ± 1.86 / 43.98 ± 1.58

58.15 ± 1.14 / 40.78 ± 1.91

7.94 ± 1.25 / 31.02 ± 3.45

25.41 ± 3.46 / 61.11 ± 2.36

62.56 ± 1.10 / 73.16 ± 0.93

64.24 ± 0.91 / 17.54 ± 1.10

35.49 ± 0.57 / 51.51 ± 0.42

19.88 ± 1.80 / 39.13 ± 1.56

63.40 ± 2.72 / 56.92 ± 2.17

68.17 ± 1.33 / 70.74 ± 0.93

30.92 ± 4.81 / 63.79 ± 4.42

73.45 ± 1.83 / 84.54 ± 1.42

69.11 ± 0.31 / 23.70 ± 0.53

47.74 ± 1.26 / 60.63 ± 0.97

34.96 ± 4.19 / 49.62 ± 3.28

0.0.0

12.5.1

12.6.1

10.0.1

9.1.2

0.0.0

11.0.0

0.0.0

12.5.1

9.1.2

0.0.0

12.5.1

11.0.0

9.1.2

12.5.1

11.0.0

12.10.8

12.1.0

9.1.2

12.5.1

11.0.0

9.1.2

9.2.0

9.1.2

12.5.1

11.0.0

9.2.0

9.1.2

12.5.1

11.0.0

9.2.0

mistralai/Mistral-7B-v0.3 (few-shot)

7248

33

32768

True

4,120 ± 976 / 926 ± 306

2.69

2.49

2.89

2.57

3.58

2.30

2.92

2.06

43.60 ± 2.94 / 32.17 ± 2.26

45.92 ± 1.50 / 61.91 ± 1.50

15.43 ± 3.79 / 46.20 ± 5.54

59.13 ± 0.86 / 64.43 ± 0.58

66.33 ± 0.98 / 22.03 ± 0.96

53.81 ± 1.88 / 64.81 ± 1.53

61.06 ± 2.83 / 73.89 ± 2.00

20.64 ± 1.95 / 39.21 ± 1.79

50.56 ± 2.04 / 44.38 ± 1.85

52.65 ± 2.27 / 46.48 ± 3.65

44.61 ± 2.28 / 62.22 ± 2.10

63.13 ± 1.63 / 16.19 ± 1.73

12.10 ± 4.22 / 43.27 ± 5.24

9.30 ± 0.99 / 46.11 ± 3.47

45.15 ± 3.72 / 68.61 ± 3.30

28.31 ± 1.01 / 45.93 ± 0.80

13.59 ± 2.44 / 33.95 ± 1.83

49.18 ± 2.71 / 39.25 ± 3.60

79.08 ± 0.77 / 78.81 ± 0.94

11.06 ± 3.55 / 38.96 ± 3.77

58.98 ± 1.04 / 64.79 ± 0.79

64.79 ± 0.32 / 19.30 ± 0.42

34.51 ± 1.13 / 50.46 ± 0.88

20.84 ± 2.19 / 39.88 ± 1.85

44.68 ± 3.50 / 36.20 ± 4.20

0.12 ± 1.68 / 35.09 ± 1.17

25.52 ± 5.24 / 49.15 ± 5.21

61.40 ± 2.38 / 14.90 ± 1.60

10.25 ± 1.54 / 32.81 ± 1.22

5.24 ± 1.65 / 52.80 ± 2.41

55.41 ± 1.45 / 48.39 ± 1.46

52.58 ± 2.42 / 67.52 ± 1.82

24.10 ± 2.12 / 59.47 ± 2.92

31.52 ± 2.95 / 60.03 ± 3.81

68.96 ± 1.13 / 28.26 ± 2.32

35.06 ± 0.54 / 51.20 ± 0.43

28.85 ± 1.70 / 45.83 ± 1.39

56.52 ± 1.42 / 41.84 ± 1.84

7.02 ± 1.21 / 26.40 ± 2.96

23.41 ± 2.91 / 59.14 ± 3.11

61.90 ± 1.07 / 72.49 ± 1.05

64.37 ± 0.74 / 17.69 ± 0.90

34.93 ± 1.11 / 51.02 ± 0.87

23.73 ± 1.97 / 41.93 ± 1.68

61.02 ± 2.74 / 55.65 ± 2.55

67.29 ± 0.80 / 70.81 ± 0.84

30.10 ± 5.12 / 62.99 ± 4.71

73.59 ± 1.75 / 84.31 ± 1.35

69.04 ± 0.56 / 23.86 ± 0.77

47.63 ± 1.17 / 60.45 ± 0.88

35.63 ± 4.21 / 49.72 ± 3.73

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.8

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

meta-llama/Llama-2-13b-chat-hf (few-shot)

13016

32

4096

True

2,849 ± 622 / 723 ± 229

2.80

2.58

2.92

2.63

3.78

2.40

2.98

2.30

44.00 ± 2.63 / 29.00 ± 2.26

45.41 ± 1.79 / 62.27 ± 2.34

16.17 ± 2.17 / 56.93 ± 1.29

57.06 ± 0.83 / 63.94 ± 0.49

66.88 ± 0.98 / 21.84 ± 1.04

45.21 ± 1.90 / 57.54 ± 1.55

51.06 ± 2.13 / 67.44 ± 1.41

16.50 ± 1.48 / 36.77 ± 1.21

57.21 ± 1.51 / 40.40 ± 2.79

59.62 ± 1.34 / 41.07 ± 2.58

38.93 ± 3.56 / 57.45 ± 3.77

65.12 ± 0.35 / 17.27 ± 0.70

8.65 ± 3.33 / 47.18 ± 3.98

5.92 ± 1.58 / 47.50 ± 3.58

42.32 ± 2.80 / 69.24 ± 2.68

23.88 ± 1.01 / 42.37 ± 0.80

22.33 ± 1.67 / 41.00 ± 1.40

49.90 ± 2.28 / 35.48 ± 3.44

77.19 ± 2.05 / 79.13 ± 1.43

14.67 ± 2.27 / 53.90 ± 2.24

57.12 ± 0.70 / 63.72 ± 0.73

66.25 ± 0.10 / 19.64 ± 0.19

24.40 ± 1.20 / 42.73 ± 0.90

19.30 ± 1.27 / 38.75 ± 1.05

37.53 ± 3.42 / 30.51 ± 3.50

0.14 ± 1.96 / 39.45 ± 3.51

20.91 ± 2.93 / 43.86 ± 1.90

66.15 ± 0.59 / 19.08 ± 1.08

7.17 ± 1.32 / 30.61 ± 0.94

-0.55 ± 2.76 / 47.83 ± 2.20

57.57 ± 1.46 / 44.84 ± 2.12

49.40 ± 2.11 / 63.02 ± 2.68

23.32 ± 2.20 / 59.16 ± 2.36

30.24 ± 1.18 / 61.10 ± 1.87

68.01 ± 1.28 / 25.44 ± 3.23

27.06 ± 0.92 / 45.06 ± 0.75

26.96 ± 0.49 / 44.79 ± 0.39

57.80 ± 1.53 / 39.43 ± 1.53

8.57 ± 1.27 / 29.84 ± 2.35

17.40 ± 1.54 / 57.26 ± 1.96

56.35 ± 0.85 / 69.69 ± 0.76

66.11 ± 0.58 / 18.31 ± 0.61

27.15 ± 1.09 / 44.95 ± 0.78

19.18 ± 1.46 / 38.84 ± 1.26

68.75 ± 1.54 / 60.01 ± 1.57

62.37 ± 1.68 / 67.79 ± 1.51

25.07 ± 3.20 / 61.02 ± 2.86

61.56 ± 1.18 / 80.11 ± 0.70

69.40 ± 0.49 / 24.79 ± 0.61

38.00 ± 0.83 / 52.95 ± 0.66

42.14 ± 2.47 / 55.96 ± 1.93

12.10.5

12.10.4

12.11.0

12.10.4

12.10.5

12.10.4

12.11.0

12.10.4

12.11.0

12.10.4

12.10.5

12.10.4

12.11.0

12.10.4

12.11.0

12.10.4

12.11.0

12.10.4

12.11.0

12.10.4

12.11.0

12.10.4

12.11.0

12.10.4

12.11.0

12.10.4

12.11.0

12.10.4

12.11.0

12.10.4

timpal0l/Mistral-7B-v0.1-flashback-v2 (few-shot)

7242

32

32768

True

5,054 ± 1,200 / 1,056 ± 339

2.82

2.60

2.88

2.42

3.73

2.60

3.26

2.22

42.43 ± 3.36 / 29.30 ± 2.53

47.82 ± 2.00 / 63.19 ± 2.09

16.51 ± 2.59 / 52.73 ± 3.91

56.95 ± 1.21 / 62.20 ± 0.83

65.43 ± 1.12 / 20.36 ± 0.95

50.76 ± 1.75 / 62.66 ± 1.43

50.82 ± 1.17 / 66.66 ± 0.76

14.47 ± 2.35 / 34.86 ± 1.97

48.97 ± 2.42 / 39.15 ± 2.78

51.52 ± 2.96 / 40.17 ± 3.62

49.05 ± 2.73 / 63.94 ± 2.42

63.32 ± 1.58 / 16.33 ± 1.63

14.37 ± 2.18 / 47.80 ± 4.36

9.96 ± 1.34 / 48.97 ± 3.77

44.07 ± 3.40 / 68.49 ± 2.97

25.07 ± 1.48 / 43.13 ± 1.15

15.56 ± 3.55 / 35.85 ± 2.56

44.14 ± 2.40 / 29.77 ± 4.06

80.14 ± 1.11 / 80.19 ± 0.78

34.23 ± 2.23 / 65.29 ± 2.17

57.07 ± 1.56 / 62.52 ± 1.11

65.15 ± 0.31 / 18.72 ± 0.57

33.24 ± 0.85 / 49.69 ± 0.67

25.50 ± 2.25 / 43.44 ± 2.03

36.47 ± 4.24 / 30.33 ± 3.70

2.54 ± 1.29 / 50.66 ± 0.62

18.66 ± 4.26 / 38.73 ± 3.66

63.68 ± 1.75 / 16.38 ± 1.24

5.12 ± 1.30 / 28.85 ± 0.99

8.30 ± 1.28 / 57.35 ± 0.75

50.66 ± 1.53 / 39.89 ± 2.43

54.79 ± 3.53 / 68.79 ± 3.00

20.17 ± 1.69 / 58.67 ± 1.13

27.86 ± 4.70 / 54.38 ± 5.91

65.53 ± 1.07 / 19.46 ± 1.48

27.04 ± 1.04 / 44.99 ± 0.77

17.47 ± 3.26 / 36.70 ± 2.93

54.56 ± 2.96 / 37.86 ± 2.49

8.43 ± 1.27 / 24.23 ± 0.94

10.99 ± 2.55 / 50.46 ± 4.17

55.91 ± 1.08 / 66.78 ± 1.13

57.88 ± 1.41 / 12.36 ± 1.30

25.12 ± 1.17 / 43.50 ± 0.92

10.65 ± 1.55 / 31.51 ± 1.52

59.10 ± 1.87 / 51.31 ± 1.87

68.41 ± 1.17 / 70.85 ± 0.74

25.43 ± 4.22 / 60.79 ± 3.45

71.89 ± 2.20 / 82.99 ± 1.78

67.99 ± 0.41 / 22.12 ± 0.52

44.09 ± 1.21 / 56.37 ± 0.96

32.29 ± 4.57 / 45.16 ± 4.28

12.5.3

12.6.1

12.5.3

12.10.8

12.5.3

meta-llama/Llama-2-13b-hf (few-shot)

13016

32

4096

True

2,898 ± 637 / 736 ± 236

2.85

2.73

3.04

2.57

3.79

2.40

3.11

2.28

41.28 ± 3.92 / 31.98 ± 3.26

23.01 ± 3.87 / 36.55 ± 6.42

23.50 ± 2.75 / 58.11 ± 3.45

60.29 ± 0.81 / 65.52 ± 0.58

66.28 ± 1.20 / 21.69 ± 1.21

50.30 ± 2.37 / 61.85 ± 1.93

56.24 ± 2.29 / 70.27 ± 1.64

15.43 ± 0.95 / 35.31 ± 0.71

51.12 ± 3.13 / 47.26 ± 2.62

55.35 ± 1.60 / 49.99 ± 2.21

23.75 ± 3.25 / 42.92 ± 4.45

64.56 ± 1.30 / 18.13 ± 1.51

14.00 ± 4.25 / 42.71 ± 5.83

7.61 ± 2.57 / 45.86 ± 3.96

49.24 ± 4.28 / 72.68 ± 3.66

23.60 ± 1.05 / 42.20 ± 0.80

16.55 ± 2.83 / 35.97 ± 1.94

54.52 ± 3.33 / 44.11 ± 5.29

78.45 ± 1.21 / 79.73 ± 0.97

21.55 ± 3.74 / 49.54 ± 4.41

59.71 ± 0.68 / 65.01 ± 0.64

64.59 ± 0.34 / 18.56 ± 0.39

25.51 ± 0.81 / 43.68 ± 0.60

14.97 ± 1.73 / 34.85 ± 1.34

36.56 ± 3.03 / 34.23 ± 3.45

1.73 ± 1.56 / 45.02 ± 2.05

21.97 ± 4.26 / 46.27 ± 3.94

63.50 ± 2.92 / 16.51 ± 2.19

5.60 ± 1.25 / 29.83 ± 1.00

-5.80 ± 2.91 / 46.82 ± 2.65

52.08 ± 1.86 / 46.67 ± 1.17

46.38 ± 2.70 / 60.32 ± 2.80

22.39 ± 3.96 / 57.26 ± 4.22

33.43 ± 2.38 / 62.65 ± 2.83

69.50 ± 1.29 / 29.74 ± 3.10

28.79 ± 1.53 / 45.87 ± 1.26

21.50 ± 2.52 / 39.80 ± 2.47

52.55 ± 1.64 / 43.32 ± 1.70

4.26 ± 2.09 / 28.32 ± 2.68

24.57 ± 3.54 / 54.94 ± 5.33

60.99 ± 0.95 / 72.74 ± 0.78

64.02 ± 0.84 / 16.97 ± 0.98

28.73 ± 0.90 / 45.62 ± 0.64

19.43 ± 1.53 / 38.57 ± 1.39

63.75 ± 2.50 / 59.28 ± 2.20

61.85 ± 1.70 / 69.02 ± 0.76

26.41 ± 4.93 / 59.67 ± 4.84

73.48 ± 2.06 / 85.27 ± 1.15

67.73 ± 0.58 / 22.39 ± 0.65

38.04 ± 1.30 / 53.30 ± 0.99

28.16 ± 3.07 / 44.80 ± 2.46

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.8

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

mistralai/Mistral-7B-Instruct-v0.2 (few-shot)

7242

32

32768

False

634 ± 179 / 110 ± 35

2.85

2.61

3.04

2.77

3.72

2.56

2.88

2.36

44.89 ± 2.46 / 29.13 ± 1.92

48.09 ± 1.00 / 65.40 ± 0.75

19.06 ± 2.34 / 58.77 ± 1.37

51.56 ± 1.16 / 60.81 ± 0.74

66.84 ± 0.77 / 21.21 ± 1.08

51.60 ± 1.33 / 63.50 ± 1.03

35.85 ± 2.68 / 52.62 ± 2.08

22.21 ± 1.60 / 40.78 ± 1.32

53.42 ± 2.48 / 42.63 ± 1.66

54.34 ± 1.93 / 41.06 ± 2.40

38.79 ± 2.56 / 53.72 ± 3.01

64.43 ± 0.45 / 16.11 ± 0.97

17.06 ± 1.53 / 56.51 ± 2.06

11.00 ± 1.00 / 53.26 ± 2.32

35.74 ± 2.44 / 64.27 ± 2.42

20.37 ± 1.34 / 39.32 ± 1.03

21.16 ± 2.07 / 39.85 ± 1.73

47.92 ± 2.66 / 33.00 ± 3.24

62.90 ± 2.44 / 70.61 ± 1.19

19.95 ± 2.24 / 56.49 ± 2.10

52.51 ± 0.36 / 61.42 ± 0.52

66.11 ± 0.18 / 19.64 ± 0.28

25.60 ± 1.10 / 43.53 ± 0.90

21.75 ± 1.61 / 40.57 ± 1.45

43.11 ± 2.23 / 29.34 ± 3.27

3.40 ± 1.87 / 48.75 ± 1.47

19.18 ± 3.69 / 49.62 ± 2.59

65.01 ± 1.51 / 18.34 ± 1.35

5.49 ± 1.98 / 28.73 ± 1.39

0.24 ± 0.71 / 38.95 ± 0.84

55.10 ± 1.35 / 41.89 ± 1.61

47.69 ± 2.35 / 64.93 ± 1.71

24.14 ± 2.09 / 60.83 ± 1.63

23.93 ± 2.11 / 57.64 ± 1.89

67.51 ± 0.71 / 22.63 ± 1.73

26.06 ± 1.65 / 44.13 ± 1.29

31.09 ± 1.35 / 47.48 ± 0.98

55.56 ± 2.66 / 39.56 ± 2.13

12.37 ± 1.64 / 37.37 ± 1.35

21.50 ± 1.70 / 59.10 ± 1.32

50.77 ± 0.95 / 66.54 ± 0.79

67.99 ± 0.49 / 19.54 ± 0.55

22.86 ± 1.89 / 41.71 ± 1.45

24.80 ± 1.77 / 42.93 ± 1.38

62.11 ± 1.61 / 52.36 ± 2.00

59.91 ± 2.10 / 68.92 ± 1.21

30.66 ± 3.60 / 64.32 ± 2.03

58.27 ± 2.09 / 77.85 ± 0.70

69.75 ± 0.63 / 24.71 ± 0.72

34.93 ± 1.35 / 50.71 ± 1.00

44.91 ± 2.44 / 58.07 ± 1.93

9.2.0

9.3.1

12.4.0

12.6.1

10.0.1

9.3.2

9.2.0

12.4.0

9.3.1

12.4.0

9.3.2

9.2.0

9.3.1

12.4.0

9.3.2

9.2.0

9.3.1

12.4.0

12.10.8

12.1.0

12.9.0

9.3.1

9.2.0

9.3.1

12.4.0

9.3.2

9.3.1

9.2.0

9.3.1

12.4.0

9.3.2

microsoft/Phi-3-mini-4k-instruct (few-shot)

3821

32

4096

True

5,224 ± 1,371 / 1,063 ± 358

2.86

2.95

3.24

3.07

4.00

2.02

2.96

1.80

41.37 ± 2.50 / 24.64 ± 2.50

42.60 ± 1.06 / 61.52 ± 0.75

6.52 ± 1.34 / 45.01 ± 2.64

50.57 ± 1.03 / 57.75 ± 0.64

64.55 ± 0.78 / 19.26 ± 0.48

38.64 ± 1.52 / 53.92 ± 1.16

42.12 ± 2.16 / 61.23 ± 1.46

13.66 ± 1.32 / 35.16 ± 1.02

56.33 ± 1.63 / 36.68 ± 3.27

54.68 ± 1.29 / 37.85 ± 3.79

37.18 ± 1.30 / 55.44 ± 1.46

61.44 ± 0.71 / 13.62 ± 0.60

6.76 ± 2.81 / 41.69 ± 2.82

6.79 ± 1.51 / 45.45 ± 3.51

30.11 ± 2.09 / 52.56 ± 2.38

15.54 ± 0.89 / 36.69 ± 0.67

17.55 ± 0.88 / 37.93 ± 0.71

46.15 ± 2.77 / 24.28 ± 3.74

67.17 ± 1.93 / 70.99 ± 1.64

5.30 ± 1.62 / 47.01 ± 3.23

51.12 ± 1.02 / 57.49 ± 0.81

59.20 ± 0.99 / 15.57 ± 0.62

21.33 ± 1.03 / 41.04 ± 0.78

16.12 ± 1.15 / 36.99 ± 0.85

33.05 ± 4.29 / 29.75 ± 3.67

0.71 ± 1.18 / 34.80 ± 0.88

17.23 ± 2.51 / 39.88 ± 1.59

60.08 ± 1.45 / 13.80 ± 0.81

2.67 ± 1.35 / 27.04 ± 1.07

2.74 ± 2.28 / 53.18 ± 0.93

59.68 ± 0.41 / 48.00 ± 2.44

54.75 ± 2.36 / 68.54 ± 1.62

30.22 ± 2.94 / 64.51 ± 1.55

29.27 ± 1.03 / 59.19 ± 2.46

66.64 ± 0.91 / 22.90 ± 2.24

39.50 ± 0.93 / 54.61 ± 0.68

51.29 ± 1.38 / 63.10 ± 1.12

50.31 ± 1.94 / 41.54 ± 2.19

12.58 ± 1.62 / 36.56 ± 1.79

14.72 ± 1.84 / 50.23 ± 3.10

56.19 ± 0.80 / 66.72 ± 0.92

64.40 ± 0.77 / 17.47 ± 0.56

28.31 ± 0.70 / 46.18 ± 0.50

21.25 ± 1.25 / 40.78 ± 1.02

66.13 ± 1.16 / 53.55 ± 2.73

63.66 ± 1.31 / 70.60 ± 0.63

34.07 ± 2.32 / 66.51 ± 1.23

68.10 ± 1.44 / 83.46 ± 1.01

69.32 ± 0.53 / 24.97 ± 0.93

59.24 ± 1.04 / 69.46 ± 0.78

74.58 ± 0.91 / 80.88 ± 0.69

12.10.5

12.10.4

12.10.5

12.10.8

12.10.5

occiglot/occiglot-7b-eu5-instruct (few-shot)

7242

32

32768

False

2,088 ± 352 / 706 ± 214

2.86

2.76

3.00

2.78

3.75

2.34

3.03

2.35

40.19 ± 2.55 / 29.73 ± 1.44

42.31 ± 1.55 / 59.29 ± 2.00

1.14 ± 1.22 / 33.83 ± 0.72

57.89 ± 1.16 / 63.95 ± 0.82

66.68 ± 0.81 / 22.38 ± 0.71

44.30 ± 2.46 / 57.00 ± 2.30

48.76 ± 2.39 / 65.51 ± 1.72

15.44 ± 1.66 / 35.82 ± 1.14

45.50 ± 2.71 / 40.02 ± 3.16

45.96 ± 2.67 / 41.28 ± 2.25

44.46 ± 3.40 / 62.00 ± 2.71

63.95 ± 0.42 / 16.91 ± 0.61

0.00 ± 0.00 / 33.41 ± 0.30

0.00 ± 0.00 / 33.86 ± 0.33

52.19 ± 2.88 / 74.97 ± 2.11

20.61 ± 1.27 / 39.79 ± 1.10

16.18 ± 1.88 / 36.19 ± 1.66

47.67 ± 2.81 / 36.91 ± 3.50

71.73 ± 2.40 / 74.97 ± 1.84

7.90 ± 3.20 / 41.24 ± 4.78

57.78 ± 0.79 / 64.48 ± 0.73

65.07 ± 0.34 / 19.59 ± 0.38

25.52 ± 1.30 / 43.68 ± 1.03

14.06 ± 1.68 / 35.12 ± 1.47

40.71 ± 2.93 / 34.57 ± 4.02

0.71 ± 2.00 / 36.90 ± 2.10

20.66 ± 3.67 / 45.91 ± 3.45

65.25 ± 0.97 / 19.09 ± 1.05

5.35 ± 1.32 / 28.11 ± 1.13

0.35 ± 2.49 / 51.16 ± 2.74

52.63 ± 1.89 / 42.99 ± 2.40

43.16 ± 4.45 / 57.79 ± 4.61

27.09 ± 1.92 / 60.29 ± 1.99

34.01 ± 4.01 / 63.29 ± 3.97

69.43 ± 0.97 / 29.48 ± 2.59

32.56 ± 1.16 / 49.02 ± 0.79

23.61 ± 2.42 / 41.55 ± 2.14

53.78 ± 1.86 / 41.29 ± 2.07

7.78 ± 1.43 / 24.33 ± 1.57

16.23 ± 2.49 / 55.09 ± 3.18

63.09 ± 1.18 / 73.88 ± 0.72

66.46 ± 0.67 / 19.49 ± 0.92

28.37 ± 0.99 / 45.81 ± 0.88

15.25 ± 1.71 / 35.83 ± 1.42

56.90 ± 3.08 / 51.16 ± 2.56

62.10 ± 1.65 / 68.81 ± 0.76

20.17 ± 3.68 / 54.76 ± 4.24

75.29 ± 1.37 / 86.48 ± 0.72

69.63 ± 0.46 / 25.61 ± 0.45

38.48 ± 1.10 / 53.32 ± 0.83

27.67 ± 2.08 / 43.61 ± 2.08

12.5.2

12.2.0

12.3.1

12.4.0

12.6.1

12.3.1

12.5.2

12.2.0

12.4.0

12.3.1

12.4.0

12.3.1

12.5.2

12.2.0

12.3.1

12.4.0

12.3.1

12.5.2

12.3.1

12.4.0

12.10.8

12.3.1

12.5.2

12.2.0

12.3.1

12.4.0

12.3.1

12.5.2

12.2.0

12.3.1

12.4.0

12.3.1

12.5.2

12.2.0

12.3.1

12.4.0

12.3.1

google/gemma-2-2b-it (few-shot)

2614

256

8193

True

6,789 ± 2,167 / 981 ± 327

2.94

2.69

3.05

2.82

3.99

2.63

3.00

2.39

28.34 ± 1.72 / 20.08 ± 1.61

47.17 ± 1.42 / 63.35 ± 1.40

19.92 ± 2.10 / 58.84 ± 1.15

47.94 ± 0.95 / 58.43 ± 0.48

66.74 ± 1.00 / 21.93 ± 1.02

52.56 ± 1.29 / 63.53 ± 1.07

52.88 ± 1.84 / 68.65 ± 1.24

30.08 ± 1.38 / 47.13 ± 1.08

35.53 ± 1.34 / 28.77 ± 2.22

37.56 ± 3.01 / 30.27 ± 2.44

46.73 ± 2.20 / 63.18 ± 1.91

64.61 ± 0.31 / 16.99 ± 0.45

17.03 ± 1.94 / 55.44 ± 2.06

14.39 ± 1.77 / 55.01 ± 1.62

29.73 ± 1.55 / 63.84 ± 1.50

23.03 ± 1.25 / 41.86 ± 1.00

33.07 ± 1.04 / 49.42 ± 0.79

35.15 ± 2.05 / 25.81 ± 2.54

75.93 ± 1.39 / 77.29 ± 1.06

15.29 ± 1.77 / 51.23 ± 3.09

47.83 ± 0.97 / 58.79 ± 0.78

65.23 ± 0.12 / 18.93 ± 0.14

26.95 ± 0.83 / 44.91 ± 0.67

31.49 ± 1.14 / 48.03 ± 0.86

15.18 ± 4.72 / 13.28 ± 3.01

0.78 ± 1.20 / 34.61 ± 0.83

25.45 ± 1.12 / 51.86 ± 1.32

62.85 ± 1.56 / 17.06 ± 1.33

10.73 ± 1.48 / 32.33 ± 0.96

-5.15 ± 1.58 / 53.06 ± 0.94

37.72 ± 2.33 / 31.43 ± 2.08

45.86 ± 2.52 / 63.18 ± 1.66

23.65 ± 1.37 / 60.93 ± 0.32

27.96 ± 1.91 / 59.70 ± 2.05

66.41 ± 1.02 / 21.50 ± 2.36

30.32 ± 0.99 / 47.64 ± 0.76

35.22 ± 0.57 / 50.78 ± 0.52

40.49 ± 2.13 / 29.05 ± 1.71

11.34 ± 1.45 / 33.08 ± 1.98

19.49 ± 2.50 / 52.71 ± 2.64

49.35 ± 1.21 / 67.25 ± 0.76

66.86 ± 0.85 / 19.21 ± 0.94

29.30 ± 1.02 / 46.88 ± 0.79

31.33 ± 1.47 / 47.78 ± 1.34

44.56 ± 1.47 / 38.77 ± 1.52

66.26 ± 1.37 / 67.49 ± 1.29

34.36 ± 2.40 / 66.99 ± 1.24

55.04 ± 1.78 / 78.93 ± 0.79

68.12 ± 0.19 / 23.61 ± 0.31

42.95 ± 1.18 / 57.07 ± 0.88

45.79 ± 0.69 / 58.61 ± 0.55

13.0.0

01-ai/Yi-1.5-6B (few-shot)

6061

64

4097

True

2,867 ± 550 / 793 ± 253

2.95

3.16

3.14

2.81

3.79

2.64

3.23

1.90

35.21 ± 2.52 / 23.65 ± 2.52

12.73 ± 2.87 / 22.69 ± 1.80

4.75 ± 2.45 / 35.71 ± 3.01

55.95 ± 1.09 / 61.53 ± 0.75

64.28 ± 0.93 / 18.81 ± 0.83

46.17 ± 1.83 / 59.04 ± 1.44

36.46 ± 2.46 / 57.64 ± 1.59

18.01 ± 1.66 / 38.12 ± 1.37

46.02 ± 2.12 / 35.05 ± 2.84

48.72 ± 1.76 / 35.97 ± 2.78

27.86 ± 0.76 / 31.62 ± 0.80

60.92 ± 1.45 / 13.73 ± 1.28

2.41 ± 1.92 / 35.60 ± 2.65

2.50 ± 2.05 / 34.90 ± 1.27

44.70 ± 3.79 / 67.06 ± 2.85

23.93 ± 1.18 / 42.87 ± 0.91

22.39 ± 1.04 / 41.71 ± 0.79

45.55 ± 2.18 / 26.78 ± 3.65

70.71 ± 1.99 / 71.19 ± 1.14

4.83 ± 3.48 / 36.64 ± 2.95

55.25 ± 1.21 / 61.21 ± 0.89

63.18 ± 0.45 / 17.62 ± 0.51

26.05 ± 0.80 / 44.56 ± 0.62

27.09 ± 1.66 / 44.95 ± 1.30

38.15 ± 2.30 / 28.10 ± 4.65

0.98 ± 1.44 / 35.86 ± 1.12

20.39 ± 3.04 / 44.20 ± 2.72

61.23 ± 2.31 / 14.45 ± 1.79

7.59 ± 1.44 / 31.07 ± 1.05

3.44 ± 2.28 / 46.89 ± 1.02

48.20 ± 1.57 / 39.04 ± 2.38

47.12 ± 4.20 / 59.69 ± 4.45

12.39 ± 1.39 / 45.13 ± 3.93

30.50 ± 3.67 / 57.48 ± 4.51

65.48 ± 1.73 / 22.72 ± 3.33

30.83 ± 1.40 / 48.12 ± 1.03

24.90 ± 1.67 / 43.21 ± 1.49

51.18 ± 1.62 / 35.45 ± 1.88

9.23 ± 2.84 / 19.38 ± 4.37

1.99 ± 2.56 / 34.69 ± 1.59

54.66 ± 1.25 / 65.31 ± 1.06

60.81 ± 1.16 / 15.41 ± 0.63

28.03 ± 1.02 / 45.90 ± 0.79

23.64 ± 1.21 / 42.59 ± 0.96

55.51 ± 1.48 / 50.61 ± 1.37

68.74 ± 0.81 / 58.25 ± 0.31

40.81 ± 3.66 / 69.94 ± 1.98

72.33 ± 2.68 / 84.50 ± 1.61

67.71 ± 0.08 / 23.57 ± 0.14

48.36 ± 0.95 / 61.21 ± 0.76

68.50 ± 0.63 / 76.04 ± 0.47

13.0.0

occiglot/occiglot-7b-eu5 (few-shot)

7242

32

32768

True

2,219 ± 427 / 717 ± 224

2.95

2.84

3.10

2.78

3.86

2.42

3.18

2.47

37.93 ± 3.09 / 29.50 ± 2.18

44.62 ± 1.98 / 62.62 ± 1.54

0.28 ± 0.54 / 33.48 ± 0.24

58.05 ± 1.02 / 62.89 ± 0.89

66.05 ± 1.13 / 21.82 ± 0.96

38.54 ± 1.47 / 53.57 ± 1.26

45.89 ± 3.00 / 63.14 ± 1.98

12.38 ± 1.99 / 33.54 ± 1.61

45.28 ± 3.06 / 41.73 ± 2.14

46.00 ± 4.26 / 42.96 ± 3.38

44.95 ± 3.19 / 61.88 ± 2.88

63.26 ± 1.07 / 16.04 ± 1.34

0.00 ± 0.00 / 33.41 ± 0.30

0.00 ± 0.00 / 33.86 ± 0.33

43.88 ± 4.07 / 66.65 ± 4.20

20.87 ± 1.54 / 39.98 ± 1.27

13.10 ± 2.04 / 34.20 ± 1.55

49.02 ± 3.23 / 41.69 ± 3.74

76.56 ± 1.52 / 78.16 ± 1.12

2.18 ± 2.34 / 36.26 ± 3.89

58.98 ± 0.95 / 63.65 ± 0.89

64.42 ± 0.45 / 18.79 ± 0.47

23.68 ± 1.41 / 42.15 ± 1.14

14.05 ± 1.60 / 34.81 ± 1.58

40.08 ± 2.82 / 37.15 ± 4.07

1.59 ± 1.86 / 39.93 ± 4.19

15.98 ± 3.74 / 39.67 ± 3.36

62.55 ± 3.03 / 15.26 ± 2.31

5.98 ± 1.66 / 28.18 ± 1.30

-0.51 ± 1.95 / 47.23 ± 2.39

51.39 ± 1.35 / 44.47 ± 2.77

47.30 ± 4.44 / 62.28 ± 4.24

21.83 ± 1.98 / 57.05 ± 2.18

31.55 ± 3.67 / 60.39 ± 4.29

69.31 ± 0.68 / 28.27 ± 1.70

32.49 ± 0.91 / 48.82 ± 0.70

22.25 ± 2.13 / 40.28 ± 1.67

51.31 ± 2.32 / 42.95 ± 2.58

7.41 ± 1.24 / 26.93 ± 1.56

13.04 ± 1.93 / 53.54 ± 2.70

59.28 ± 1.15 / 69.67 ± 0.95

64.66 ± 0.74 / 18.22 ± 0.85

27.12 ± 0.86 / 44.36 ± 0.75

13.99 ± 2.04 / 34.45 ± 1.89

55.37 ± 2.94 / 51.08 ± 2.87

63.32 ± 1.29 / 68.50 ± 0.53

18.92 ± 2.39 / 57.96 ± 1.89

72.38 ± 2.57 / 83.46 ± 1.49

68.61 ± 0.55 / 23.48 ± 0.74

37.04 ± 1.33 / 52.33 ± 1.02

23.54 ± 2.08 / 40.78 ± 1.59

12.5.2

12.1.0

12.6.1

12.1.0

12.2.0

12.5.2

12.1.0

12.2.0

12.5.2

12.1.0

12.2.0

12.5.2

12.1.0

12.10.8

12.2.0

12.5.2

12.1.0

12.2.0

12.5.2

12.1.0

12.2.0

12.5.2

12.1.0

12.2.0

mistralai/Mistral-7B-Instruct-v0.1 (few-shot)

7242

32

32768

False

634 ± 179 / 110 ± 35

2.98

2.82

3.08

2.90

3.89

2.68

3.20

2.26

37.93 ± 2.71 / 23.54 ± 1.99

44.49 ± 2.56 / 60.64 ± 3.00

14.09 ± 2.94 / 42.43 ± 3.30

51.38 ± 2.31 / 58.78 ± 1.27

65.80 ± 0.93 / 19.91 ± 1.41

45.07 ± 1.34 / 58.18 ± 1.03

35.36 ± 2.19 / 55.82 ± 1.48

14.85 ± 1.19 / 35.26 ± 1.24

50.08 ± 1.54 / 34.52 ± 1.17

51.27 ± 1.52 / 33.37 ± 2.37

43.65 ± 1.98 / 60.88 ± 1.36

62.39 ± 0.76 / 14.24 ± 0.81

14.09 ± 2.85 / 44.91 ± 3.95

8.28 ± 1.82 / 47.22 ± 3.72

37.23 ± 3.15 / 63.67 ± 2.98

20.44 ± 1.03 / 39.51 ± 0.72

15.87 ± 1.29 / 35.89 ± 1.06

45.01 ± 2.11 / 27.59 ± 3.35

73.33 ± 1.98 / 76.19 ± 1.59

11.59 ± 3.45 / 40.89 ± 4.15

52.12 ± 1.42 / 59.29 ± 1.17

63.10 ± 0.60 / 18.05 ± 0.36

24.03 ± 1.09 / 42.32 ± 0.70

15.37 ± 0.71 / 35.78 ± 0.69

36.04 ± 2.59 / 24.74 ± 2.79

-0.36 ± 1.36 / 33.94 ± 0.32

18.06 ± 3.16 / 42.57 ± 2.89

62.80 ± 1.69 / 15.23 ± 1.01

5.44 ± 1.14 / 28.13 ± 1.06

6.35 ± 2.71 / 50.49 ± 1.57

47.19 ± 3.74 / 33.02 ± 2.09

47.26 ± 3.14 / 63.48 ± 2.94

22.32 ± 1.78 / 56.73 ± 4.00

24.36 ± 3.78 / 54.61 ± 4.44

67.75 ± 1.10 / 25.91 ± 2.95

26.79 ± 1.01 / 44.58 ± 0.85

20.33 ± 1.63 / 39.63 ± 1.09

52.72 ± 2.58 / 33.51 ± 1.22

7.91 ± 2.16 / 27.82 ± 1.97

18.14 ± 2.10 / 55.42 ± 3.05

52.75 ± 0.88 / 67.15 ± 1.08

64.77 ± 0.97 / 16.55 ± 0.81

26.06 ± 0.77 / 44.08 ± 0.51

14.26 ± 1.48 / 35.14 ± 1.18

57.58 ± 2.30 / 47.94 ± 2.89

61.44 ± 2.02 / 69.47 ± 0.98

34.92 ± 2.40 / 66.67 ± 1.41

65.38 ± 1.76 / 81.90 ± 0.57

69.62 ± 0.31 / 24.65 ± 0.44

38.40 ± 0.98 / 53.43 ± 0.76

35.72 ± 1.56 / 49.69 ± 1.42

9.3.1

12.4.0

12.6.1

10.0.1

9.3.1

12.4.0

9.3.1

12.4.0

9.3.1

12.4.0

9.3.1

12.4.0

12.10.8

12.1.0

12.9.0

9.3.1

12.4.0

9.3.1

12.4.0

9.3.1

microsoft/Phi-3-mini-128k-instruct (few-shot)

3821

32

131072

True

7,312 ± 1,668 / 1,609 ± 525

2.99

3.26

3.20

3.97

2.13

3.09

2.05

4.51 ± 2.12 / 3.71 ± 1.76

40.85 ± 1.26 / 59.79 ± 1.32

5.43 ± 1.74 / 46.21 ± 4.13

51.76 ± 0.73 / 58.44 ± 0.54

64.64 ± 0.66 / 19.18 ± 0.74

37.45 ± 1.45 / 52.86 ± 1.15

36.39 ± 2.23 / 56.50 ± 1.51

17.42 ± 0.78 / 38.06 ± 0.55

52.18 ± 2.03 / 29.83 ± 3.23

50.53 ± 1.49 / 31.94 ± 4.20

33.30 ± 2.01 / 51.15 ± 2.93

60.69 ± 0.97 / 12.72 ± 0.74

2.63 ± 2.56 / 40.21 ± 3.98

4.00 ± 1.87 / 44.87 ± 3.17

37.08 ± 2.44 / 61.14 ± 2.01

17.34 ± 0.74 / 38.04 ± 0.55

17.43 ± 1.21 / 38.01 ± 0.91

42.36 ± 1.67 / 21.33 ± 2.90

51.53 ± 6.32 / 62.14 ± 3.43

3.11 ± 1.60 / 47.93 ± 2.93

51.11 ± 0.96 / 57.21 ± 0.95

59.28 ± 0.86 / 15.52 ± 0.64

22.99 ± 1.08 / 42.27 ± 0.81

20.19 ± 0.99 / 40.11 ± 0.71

27.22 ± 3.65 / 24.21 ± 2.67

1.31 ± 1.28 / 39.67 ± 4.39

17.24 ± 2.72 / 41.15 ± 1.57

62.00 ± 1.66 / 15.80 ± 1.12

1.85 ± 1.18 / 26.88 ± 0.86

1.06 ± 2.84 / 47.19 ± 2.14

55.36 ± 0.81 / 36.14 ± 1.96

53.05 ± 2.34 / 65.57 ± 1.92

23.08 ± 1.54 / 58.65 ± 2.04

31.55 ± 1.09 / 62.02 ± 2.17

67.33 ± 0.98 / 24.07 ± 2.44

39.57 ± 0.74 / 54.67 ± 0.56

51.26 ± 0.93 / 63.03 ± 0.69

44.27 ± 2.14 / 34.47 ± 2.48

12.84 ± 1.82 / 36.64 ± 1.13

10.44 ± 1.58 / 48.93 ± 3.41

56.40 ± 1.14 / 68.02 ± 0.79

62.60 ± 0.62 / 15.63 ± 0.45

28.63 ± 0.84 / 46.39 ± 0.61

22.58 ± 0.97 / 41.78 ± 0.71

64.09 ± 0.96 / 49.92 ± 2.47

46.77 ± 4.36 / 60.99 ± 2.15

31.62 ± 2.25 / 63.73 ± 1.79

71.25 ± 0.83 / 85.72 ± 0.57

69.54 ± 0.57 / 24.79 ± 0.89

57.66 ± 1.17 / 68.22 ± 0.88

72.26 ± 0.86 / 79.10 ± 0.64

12.9.1

12.10.0

12.9.1

12.10.0

12.9.1

12.10.0

12.9.1

12.10.0

12.9.1

12.10.0

12.10.8

12.10.0

12.9.1

12.10.0

12.9.1

12.10.0

12.9.1

12.10.0

ibm-granite/granite-8b-code-base (few-shot)

8055

49

4096

True

2,313 ± 423 / 682 ± 210

3.02

3.03

3.14

2.98

3.89

2.64

3.04

2.44

48.44 ± 1.69 / 36.99 ± 1.77

39.07 ± 1.03 / 56.85 ± 1.91

9.72 ± 1.58 / 46.85 ± 3.66

51.18 ± 0.92 / 56.54 ± 0.69

63.93 ± 0.79 / 17.49 ± 0.73

33.11 ± 2.59 / 49.31 ± 2.03

18.96 ± 2.16 / 46.29 ± 1.39

9.03 ± 1.28 / 31.42 ± 1.04

68.40 ± 1.16 / 62.53 ± 1.69

65.15 ± 0.79 / 60.39 ± 2.11

42.00 ± 1.78 / 59.90 ± 1.22

61.27 ± 0.80 / 13.34 ± 0.66

5.20 ± 2.23 / 36.33 ± 1.30

3.32 ± 2.02 / 37.81 ± 3.26

37.51 ± 2.58 / 60.94 ± 3.06

12.42 ± 1.42 / 34.82 ± 0.98

8.32 ± 0.78 / 30.87 ± 0.75

59.77 ± 3.55 / 45.71 ± 4.91

74.45 ± 1.19 / 72.26 ± 0.89

3.97 ± 1.50 / 34.79 ± 0.80

50.18 ± 1.05 / 56.07 ± 0.89

62.61 ± 0.55 / 17.92 ± 0.33

14.34 ± 0.73 / 35.93 ± 0.55

7.40 ± 1.39 / 30.20 ± 1.23

50.89 ± 2.90 / 35.75 ± 4.67

0.50 ± 0.94 / 33.77 ± 0.30

17.43 ± 3.38 / 41.32 ± 3.18

59.94 ± 2.87 / 12.62 ± 1.91

5.52 ± 1.26 / 28.97 ± 0.97

1.73 ± 2.31 / 50.89 ± 3.35

59.07 ± 0.78 / 51.00 ± 2.06

49.75 ± 2.44 / 65.93 ± 1.66

14.71 ± 2.21 / 53.75 ± 3.07

29.45 ± 2.13 / 56.14 ± 2.53

67.78 ± 1.54 / 26.66 ± 3.40

16.39 ± 1.29 / 37.35 ± 0.95

10.68 ± 1.41 / 32.52 ± 1.35

63.29 ± 2.51 / 52.18 ± 4.31

13.81 ± 1.66 / 36.99 ± 2.58

8.16 ± 1.97 / 44.29 ± 4.25

56.64 ± 0.68 / 66.29 ± 0.71

63.08 ± 0.90 / 15.69 ± 0.65

16.86 ± 1.16 / 37.54 ± 0.93

6.24 ± 0.78 / 29.25 ± 0.61

72.76 ± 0.57 / 67.49 ± 0.90

62.35 ± 1.68 / 67.34 ± 0.77

21.57 ± 2.22 / 59.22 ± 1.69

69.80 ± 3.60 / 81.37 ± 2.26

67.73 ± 0.60 / 23.48 ± 0.91

25.63 ± 0.81 / 44.26 ± 0.63

16.44 ± 1.84 / 36.73 ± 1.54

13.0.0

meta-llama/Llama-2-7b-chat-hf (few-shot)

6738

32

4096

False

2,643 ± 455 / 800 ± 247

3.06

2.88

3.25

3.01

3.88

2.79

3.17

2.44

35.44 ± 3.00 / 24.63 ± 1.65

44.88 ± 1.45 / 62.35 ± 1.33

9.74 ± 1.96 / 47.42 ± 4.19

55.04 ± 0.79 / 61.34 ± 0.81

66.15 ± 0.67 / 19.69 ± 0.94

32.17 ± 2.28 / 46.67 ± 1.92

35.74 ± 2.46 / 55.18 ± 1.81

11.32 ± 0.41 / 32.24 ± 0.79

44.99 ± 2.49 / 38.59 ± 2.84

49.09 ± 1.90 / 39.09 ± 4.02

41.56 ± 3.37 / 57.09 ± 3.80

63.59 ± 0.40 / 14.15 ± 0.70

3.04 ± 2.84 / 36.81 ± 2.42

4.03 ± 2.49 / 40.55 ± 4.14

33.77 ± 2.11 / 61.99 ± 2.34

14.81 ± 0.79 / 34.79 ± 0.63

12.69 ± 0.77 / 31.84 ± 1.05

39.72 ± 2.82 / 29.85 ± 2.99

66.18 ± 3.25 / 72.00 ± 1.75

6.74 ± 1.66 / 45.55 ± 4.31

54.05 ± 0.84 / 60.90 ± 0.82

65.92 ± 0.05 / 18.51 ± 0.18

17.73 ± 0.98 / 37.55 ± 0.69

12.85 ± 0.93 / 33.37 ± 0.90

41.10 ± 3.35 / 40.54 ± 3.19

-1.07 ± 2.09 / 44.83 ± 2.20

16.13 ± 2.52 / 39.51 ± 1.98

62.30 ± 0.90 / 13.28 ± 1.36

3.16 ± 0.79 / 27.40 ± 0.79

1.84 ± 2.19 / 43.79 ± 0.73

50.09 ± 1.33 / 38.59 ± 1.66

46.52 ± 2.85 / 63.64 ± 2.10

15.23 ± 1.71 / 55.08 ± 1.88

25.54 ± 3.58 / 56.07 ± 3.76

67.62 ± 0.89 / 23.52 ± 2.43

20.12 ± 1.13 / 39.48 ± 1.02

13.98 ± 1.56 / 34.07 ± 1.30

50.23 ± 2.34 / 37.12 ± 3.30

10.07 ± 1.84 / 35.66 ± 2.24

14.73 ± 1.62 / 54.59 ± 2.24

53.42 ± 0.80 / 66.24 ± 0.84

67.59 ± 0.56 / 18.45 ± 0.65

20.19 ± 1.26 / 39.24 ± 1.03

11.42 ± 1.29 / 32.50 ± 1.10

62.53 ± 1.35 / 53.42 ± 2.04

62.23 ± 1.29 / 68.09 ± 1.34

22.71 ± 1.81 / 60.79 ± 1.08

64.45 ± 1.39 / 80.79 ± 0.79

69.95 ± 0.32 / 25.22 ± 0.33

30.47 ± 0.70 / 46.82 ± 0.55

30.18 ± 1.87 / 45.85 ± 1.98

9.3.1

12.4.0

12.6.1

10.0.1

9.3.1

12.4.0

9.3.1

12.4.0

9.3.1

12.4.0

9.3.1

12.4.0

12.10.8

12.1.0

12.9.0

12.10.0

9.3.1

12.4.0

9.3.1

12.4.0

9.3.1

google/gemma-7b-it (few-shot)

8538

256

8192

False

1,792 ± 249 / 668 ± 203

3.08

2.97

3.00

3.21

3.91

3.05

3.08

2.34

43.83 ± 1.93 / 34.03 ± 1.59

29.21 ± 1.92 / 52.86 ± 1.54

12.96 ± 1.67 / 55.83 ± 0.88

49.76 ± 0.59 / 56.52 ± 0.50

65.36 ± 1.08 / 19.65 ± 1.01

41.30 ± 1.79 / 54.09 ± 1.68

31.26 ± 2.75 / 52.68 ± 2.10

15.02 ± 1.01 / 34.38 ± 0.79

59.77 ± 2.77 / 56.12 ± 2.72

60.98 ± 2.01 / 57.99 ± 1.31

28.14 ± 1.90 / 49.76 ± 1.59

60.86 ± 1.60 / 13.66 ± 0.51

14.01 ± 2.15 / 56.43 ± 1.08

10.15 ± 1.06 / 54.56 ± 0.71

51.08 ± 2.83 / 74.34 ± 1.55

19.07 ± 1.42 / 37.82 ± 1.42

16.52 ± 1.25 / 35.24 ± 1.25

59.26 ± 2.00 / 52.73 ± 2.71

28.63 ± 1.24 / 50.95 ± 0.75

11.43 ± 1.88 / 53.31 ± 1.74

46.67 ± 1.97 / 53.24 ± 1.72

63.88 ± 0.30 / 18.58 ± 0.16

17.95 ± 1.18 / 36.41 ± 1.02

13.55 ± 1.32 / 33.39 ± 1.32

37.69 ± 3.97 / 34.52 ± 3.74

3.11 ± 1.49 / 48.48 ± 2.77

18.34 ± 2.07 / 43.26 ± 1.28

63.71 ± 1.04 / 16.63 ± 0.98

7.70 ± 1.44 / 28.98 ± 1.20

-5.17 ± 2.94 / 53.84 ± 1.87

54.20 ± 1.00 / 48.58 ± 1.53

15.43 ± 3.70 / 43.11 ± 2.77

17.49 ± 1.23 / 57.46 ± 1.12

28.68 ± 5.36 / 60.07 ± 4.46

64.87 ± 0.47 / 22.25 ± 1.89

22.10 ± 0.68 / 40.39 ± 0.63

18.58 ± 1.48 / 36.49 ± 1.24

53.93 ± 2.71 / 47.48 ± 2.09

12.83 ± 2.37 / 34.00 ± 2.26

6.58 ± 3.36 / 48.51 ± 3.35

53.45 ± 2.52 / 67.47 ± 0.88

65.89 ± 0.38 / 17.99 ± 0.46

19.58 ± 1.24 / 38.76 ± 1.06

13.68 ± 1.08 / 32.30 ± 0.99

66.70 ± 0.99 / 61.08 ± 1.16

55.62 ± 2.54 / 64.98 ± 2.03

31.36 ± 2.63 / 65.21 ± 1.16

72.58 ± 0.68 / 84.67 ± 0.91

67.24 ± 0.71 / 21.99 ± 0.99

35.27 ± 1.22 / 50.12 ± 0.94

32.54 ± 1.77 / 46.58 ± 1.66

12.7.0

12.10.0

12.7.0

12.10.0

12.10.8

12.10.0

Qwen/Qwen1.5-4B-Chat (few-shot)

3950

152

32768

False

4,347 ± 893 / 1,135 ± 365

3.10

2.95

3.28

3.06

4.13

2.85

3.12

2.31

35.96 ± 2.61 / 28.58 ± 2.58

42.04 ± 1.42 / 60.76 ± 1.41

8.65 ± 1.52 / 49.56 ± 3.60

53.68 ± 0.94 / 59.73 ± 0.86

63.22 ± 1.14 / 16.73 ± 1.50

37.79 ± 1.24 / 52.64 ± 0.99

29.62 ± 1.33 / 52.29 ± 1.02

16.87 ± 1.18 / 37.41 ± 0.90

44.83 ± 1.58 / 40.11 ± 2.00

46.29 ± 1.65 / 41.63 ± 3.45

32.70 ± 1.59 / 45.73 ± 2.82

60.53 ± 1.97 / 12.86 ± 1.03

3.57 ± 1.55 / 37.05 ± 2.34

1.61 ± 2.11 / 37.85 ± 3.99

42.55 ± 3.36 / 67.11 ± 2.50

17.00 ± 1.21 / 37.67 ± 0.96

16.18 ± 1.00 / 36.91 ± 0.64

40.19 ± 2.97 / 31.88 ± 4.51

64.08 ± 2.44 / 69.62 ± 1.29

5.43 ± 2.02 / 38.32 ± 2.54

53.21 ± 1.08 / 59.57 ± 0.97

61.90 ± 0.87 / 17.34 ± 0.52

20.95 ± 0.97 / 40.87 ± 0.76

16.59 ± 1.45 / 36.76 ± 1.20

25.65 ± 2.99 / 22.30 ± 2.30

-0.35 ± 2.01 / 44.36 ± 4.13

14.46 ± 2.66 / 32.31 ± 1.66

62.11 ± 2.22 / 14.98 ± 1.53

4.50 ± 1.47 / 28.86 ± 1.09

-1.89 ± 2.66 / 43.72 ± 0.92

42.08 ± 1.65 / 36.90 ± 2.00

41.52 ± 3.53 / 57.69 ± 3.35

12.78 ± 3.75 / 46.43 ± 5.48

29.35 ± 2.51 / 59.90 ± 2.80

65.56 ± 1.65 / 20.45 ± 2.68

23.76 ± 0.70 / 42.77 ± 0.56

20.92 ± 1.16 / 40.56 ± 0.86

42.52 ± 2.25 / 37.46 ± 3.08

14.68 ± 1.40 / 40.53 ± 1.64

4.07 ± 2.16 / 35.24 ± 1.77

55.18 ± 0.74 / 66.50 ± 0.80

62.75 ± 0.84 / 14.83 ± 0.70

24.25 ± 1.22 / 43.08 ± 0.87

16.21 ± 1.51 / 37.11 ± 1.16

58.56 ± 1.99 / 54.14 ± 2.01

59.62 ± 1.29 / 68.55 ± 0.56

28.55 ± 3.97 / 60.49 ± 4.25

70.04 ± 0.89 / 82.09 ± 0.84

67.27 ± 0.39 / 19.77 ± 0.31

38.68 ± 1.02 / 53.45 ± 0.74

47.47 ± 1.28 / 60.44 ± 1.02

12.5.2

10.0.1

12.1.0

12.5.2

12.6.1

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

12.1.0

12.5.2

12.1.0

12.5.2

12.1.0

12.10.8

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

12.1.0

meta-llama/Llama-2-7b-hf (few-shot)

6738

32

4096

True

930 ± 310 / 128 ± 43

3.12

3.00

3.25

2.89

3.95

2.76

3.40

2.60

31.77 ± 3.29 / 22.31 ± 2.29

43.91 ± 1.94 / 61.54 ± 2.33

0.31 ± 0.61 / 33.43 ± 0.23

58.44 ± 0.83 / 63.54 ± 0.66

65.50 ± 0.82 / 19.96 ± 0.95

20.18 ± 1.80 / 38.69 ± 1.57

35.69 ± 2.31 / 57.05 ± 1.60

7.93 ± 1.49 / 29.76 ± 0.92

42.13 ± 3.82 / 37.17 ± 3.44

43.80 ± 2.85 / 37.48 ± 4.00

41.74 ± 2.25 / 57.91 ± 2.82

62.30 ± 1.81 / 14.85 ± 1.88

0.00 ± 0.00 / 33.41 ± 0.30

0.02 ± 0.04 / 33.88 ± 0.35

44.19 ± 4.13 / 66.18 ± 4.05

14.48 ± 1.33 / 35.35 ± 0.94

6.49 ± 1.39 / 28.64 ± 0.96

44.11 ± 4.26 / 31.64 ± 4.48

79.05 ± 1.08 / 75.52 ± 2.66

7.34 ± 3.19 / 43.83 ± 5.31

57.49 ± 0.95 / 63.16 ± 0.77

64.63 ± 0.39 / 18.68 ± 0.39

15.65 ± 0.55 / 36.32 ± 0.55

8.74 ± 1.34 / 29.87 ± 1.40

32.71 ± 2.77 / 32.17 ± 2.13

0.66 ± 1.75 / 40.36 ± 4.19

18.04 ± 4.05 / 41.40 ± 3.27

60.73 ± 3.02 / 14.02 ± 1.57

3.65 ± 1.33 / 26.91 ± 1.00

-0.00 ± 2.41 / 44.93 ± 0.92

43.02 ± 1.93 / 32.69 ± 1.98

50.21 ± 2.43 / 65.81 ± 1.82

15.79 ± 2.35 / 53.25 ± 4.45

28.57 ± 5.09 / 55.54 ± 6.14

68.68 ± 0.96 / 26.95 ± 1.81

18.38 ± 1.36 / 38.12 ± 1.19

8.45 ± 1.86 / 30.07 ± 1.49

40.49 ± 4.32 / 30.86 ± 2.27

7.10 ± 1.85 / 27.42 ± 1.76

18.66 ± 2.39 / 55.25 ± 3.77

59.92 ± 0.61 / 70.24 ± 0.75

62.58 ± 1.13 / 16.33 ± 0.81

17.36 ± 1.12 / 37.44 ± 0.99

6.68 ± 1.82 / 29.30 ± 1.02

55.27 ± 2.79 / 50.25 ± 2.12

65.16 ± 1.21 / 66.86 ± 1.32

20.43 ± 3.69 / 55.98 ± 4.88

69.82 ± 2.49 / 81.43 ± 1.73

68.82 ± 0.54 / 23.58 ± 0.59

25.98 ± 0.90 / 42.52 ± 0.62

11.77 ± 1.81 / 31.25 ± 1.99

9.2.0

12.5.1

12.6.1

10.0.1

9.2.0

11.0.0

9.2.0

12.5.1

9.2.0

12.5.1

12.0.0

9.2.0

12.5.1

11.0.0

12.10.8

12.1.0

12.8.0

12.9.0

9.2.0

12.5.1

11.0.0

9.2.0

12.5.1

12.0.0

9.2.0

01-ai/Yi-6B (few-shot)

6061

64

4096

True

6,435 ± 1,316 / 1,632 ± 549

3.17

3.36

3.18

2.86

4.27

3.08

3.35

2.09

35.08 ± 2.24 / 25.02 ± 2.03

4.00 ± 2.43 / 18.67 ± 0.94

3.68 ± 2.25 / 35.69 ± 1.87

55.09 ± 0.79 / 60.88 ± 0.55

64.15 ± 1.03 / 18.95 ± 0.93

34.07 ± 2.13 / 50.17 ± 1.60

33.75 ± 2.28 / 54.22 ± 1.75

13.61 ± 1.51 / 34.38 ± 1.20

43.44 ± 1.89 / 33.41 ± 2.21

46.33 ± 3.12 / 34.05 ± 2.27

38.96 ± 2.34 / 56.27 ± 3.65

61.98 ± 1.45 / 14.38 ± 1.20

0.75 ± 1.07 / 33.42 ± 0.29

1.04 ± 1.93 / 33.14 ± 0.66

40.28 ± 3.58 / 62.78 ± 3.34

23.14 ± 0.98 / 41.88 ± 0.80

16.50 ± 1.60 / 36.98 ± 1.27

46.69 ± 2.39 / 32.97 ± 4.57

75.39 ± 1.06 / 71.95 ± 1.42

2.91 ± 2.80 / 35.26 ± 2.12

54.95 ± 0.86 / 60.77 ± 0.75

62.70 ± 0.76 / 17.52 ± 0.40

25.28 ± 0.72 / 43.71 ± 0.56

19.20 ± 1.18 / 38.76 ± 0.96

0.00 ± 0.00 / 0.00 ± 0.00

2.12 ± 1.40 / 38.45 ± 2.47

16.91 ± 2.57 / 40.63 ± 2.83

60.02 ± 3.15 / 14.22 ± 1.52

4.35 ± 1.25 / 28.94 ± 1.09

0.72 ± 2.33 / 52.54 ± 2.18

0.00 ± 0.00 / 0.00 ± 0.00

52.66 ± 2.45 / 67.63 ± 1.87

7.33 ± 2.53 / 37.69 ± 2.51

30.05 ± 1.59 / 57.13 ± 2.48

66.09 ± 1.28 / 23.20 ± 2.54

30.33 ± 0.78 / 47.68 ± 0.54

22.89 ± 1.14 / 41.15 ± 1.08

46.34 ± 2.00 / 33.30 ± 1.78

8.96 ± 1.44 / 18.10 ± 2.39

0.88 ± 1.23 / 33.53 ± 0.48

55.33 ± 1.28 / 66.50 ± 0.94

58.35 ± 1.57 / 14.29 ± 0.85

29.33 ± 0.91 / 46.94 ± 0.68

20.27 ± 1.38 / 39.32 ± 1.12

52.70 ± 2.29 / 48.83 ± 2.24

68.66 ± 0.92 / 58.34 ± 0.37

25.29 ± 4.29 / 54.31 ± 5.45

75.89 ± 1.84 / 85.86 ± 1.03

64.51 ± 0.30 / 18.84 ± 0.32

50.89 ± 0.77 / 63.01 ± 0.60

68.29 ± 0.74 / 75.90 ± 0.62

9.3.2

10.0.0

12.5.1

12.6.1

10.0.1

9.3.2

10.0.0

12.0.0

10.0.0

12.5.1

10.0.1

9.3.2

10.0.0

12.5.1

12.0.0

10.0.1

9.3.2

10.0.0

12.5.1

12.0.0

12.10.8

12.1.0

12.10.0

9.3.2

10.0.0

12.5.1

12.0.0

10.0.1

9.3.2

10.0.0

12.5.1

12.0.0

10.0.1

allenai/OLMo-1.7-7B-hf (few-shot)

6888

50

4096

True

3,371 ± 876 / 561 ± 184

3.26

3.24

3.40

3.00

4.01

2.93

3.59

2.63

33.80 ± 2.66 / 25.32 ± 3.06

31.57 ± 2.65 / 46.48 ± 3.84

2.76 ± 1.76 / 44.96 ± 3.93

54.20 ± 1.63 / 59.50 ± 1.54

64.19 ± 1.01 / 17.67 ± 1.44

17.75 ± 1.41 / 35.70 ± 1.27

28.24 ± 2.88 / 52.50 ± 1.77

4.50 ± 0.85 / 27.33 ± 0.64

42.78 ± 1.09 / 37.34 ± 1.81

42.85 ± 1.93 / 37.34 ± 3.04

36.68 ± 2.11 / 46.78 ± 2.71

59.58 ± 1.88 / 12.71 ± 1.18

2.39 ± 1.54 / 43.99 ± 3.66

1.91 ± 1.37 / 44.20 ± 4.28

39.16 ± 2.56 / 62.28 ± 2.34

13.41 ± 0.92 / 33.01 ± 0.94

7.83 ± 1.64 / 29.50 ± 1.51

41.25 ± 2.07 / 32.87 ± 2.49

76.60 ± 0.98 / 64.63 ± 2.41

6.37 ± 2.08 / 49.55 ± 3.34

54.87 ± 0.64 / 61.35 ± 0.68

62.90 ± 0.52 / 17.15 ± 0.51

16.18 ± 0.78 / 34.88 ± 0.66

8.52 ± 1.90 / 29.96 ± 1.75

27.44 ± 3.28 / 23.50 ± 3.29

1.46 ± 1.18 / 41.20 ± 3.25

17.26 ± 3.80 / 39.06 ± 3.00

58.30 ± 4.50 / 14.03 ± 2.00

2.14 ± 1.25 / 25.83 ± 1.11

2.43 ± 2.93 / 55.15 ± 1.40

39.41 ± 2.30 / 36.17 ± 2.32

49.42 ± 4.33 / 61.57 ± 5.43

6.02 ± 2.53 / 46.41 ± 4.35

27.69 ± 4.39 / 54.92 ± 5.38

66.75 ± 0.68 / 23.16 ± 0.88

20.77 ± 0.92 / 39.29 ± 0.91

10.47 ± 1.51 / 31.09 ± 1.36

46.95 ± 2.32 / 36.13 ± 1.88

4.34 ± 2.10 / 19.37 ± 2.08

3.46 ± 1.91 / 41.32 ± 3.08

57.07 ± 0.89 / 68.14 ± 0.65

61.31 ± 0.64 / 17.24 ± 0.72

18.21 ± 0.70 / 37.51 ± 0.63

9.03 ± 1.04 / 29.35 ± 0.77

41.02 ± 3.86 / 40.03 ± 2.56

66.43 ± 0.78 / 57.25 ± 0.33

5.17 ± 1.55 / 37.03 ± 2.40

76.04 ± 0.97 / 85.31 ± 0.82

70.28 ± 0.06 / 28.85 ± 0.17

34.92 ± 0.75 / 50.82 ± 0.73

18.73 ± 1.32 / 34.76 ± 0.91

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.8

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.4

Qwen/Qwen1.5-4B (few-shot)

3950

152

32768

True

3,248 ± 739 / 761 ± 252

3.30

3.03

3.36

3.61

4.31

3.11

3.47

2.24

32.28 ± 3.16 / 23.24 ± 3.51

39.62 ± 2.39 / 56.09 ± 2.89

5.38 ± 2.18 / 36.31 ± 1.96

54.16 ± 0.89 / 60.63 ± 0.75

62.74 ± 1.62 / 16.48 ± 1.77

37.49 ± 1.84 / 51.62 ± 1.43

29.21 ± 3.46 / 52.40 ± 2.50

15.58 ± 1.48 / 36.33 ± 1.08

32.12 ± 5.17 / 32.01 ± 2.80

36.86 ± 3.53 / 35.46 ± 3.07

36.97 ± 1.94 / 55.08 ± 2.30

57.64 ± 2.16 / 11.53 ± 1.29

5.27 ± 3.31 / 40.91 ± 5.24

1.40 ± 1.87 / 33.64 ± 0.74

40.00 ± 2.26 / 62.87 ± 1.60

16.50 ± 1.40 / 36.63 ± 1.17

13.27 ± 2.02 / 34.42 ± 1.54

37.26 ± 4.28 / 29.89 ± 5.96

5.20 ± 7.35 / 30.65 ± 4.97

1.85 ± 1.54 / 33.71 ± 0.46

54.15 ± 0.58 / 60.15 ± 0.59

58.24 ± 1.76 / 16.02 ± 0.88

22.04 ± 0.60 / 41.36 ± 0.54

14.76 ± 1.28 / 35.27 ± 1.32

15.66 ± 5.89 / 15.78 ± 3.95

-0.55 ± 1.06 / 39.57 ± 3.61

14.11 ± 3.08 / 34.56 ± 2.38

57.17 ± 3.07 / 11.73 ± 1.00

5.46 ± 1.45 / 29.23 ± 1.11

-1.71 ± 3.79 / 50.88 ± 1.29

31.52 ± 2.96 / 29.20 ± 1.88

39.91 ± 3.29 / 53.66 ± 3.20

3.27 ± 2.51 / 34.30 ± 1.29

27.55 ± 3.12 / 57.60 ± 3.34

65.88 ± 1.25 / 21.37 ± 1.87

21.32 ± 1.14 / 40.66 ± 0.96

21.35 ± 0.89 / 40.77 ± 0.65

35.74 ± 3.22 / 31.74 ± 2.24

12.55 ± 1.39 / 39.80 ± 1.38

0.23 ± 0.44 / 33.35 ± 0.31

51.30 ± 1.63 / 64.17 ± 0.87

58.90 ± 1.59 / 14.17 ± 0.80

22.20 ± 1.53 / 41.49 ± 1.08

13.11 ± 1.85 / 33.86 ± 1.69

55.45 ± 1.61 / 49.72 ± 1.27

60.55 ± 1.54 / 68.53 ± 0.71

28.60 ± 3.36 / 60.31 ± 4.06

70.49 ± 0.74 / 82.68 ± 0.52

68.67 ± 0.11 / 21.65 ± 0.21

39.82 ± 0.76 / 54.62 ± 0.57

51.82 ± 1.03 / 63.79 ± 0.79

12.5.2

10.0.1

12.1.0

12.6.1

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

9.3.2

12.1.0

12.5.2

12.1.0

12.10.8

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

10.0.1

12.1.0

google/gemma-2b (few-shot)

2506

256

8192

True

6,087 ± 1,046 / 1,902 ± 563

3.63

3.37

3.73

3.45

4.24

3.47

3.91

3.21

19.97 ± 3.91 / 16.51 ± 3.20

40.21 ± 1.00 / 46.73 ± 1.82

2.27 ± 2.39 / 38.71 ± 4.03

50.55 ± 1.22 / 56.27 ± 1.09

63.07 ± 1.07 / 16.98 ± 0.98

15.04 ± 1.21 / 35.51 ± 0.80

30.63 ± 3.36 / 50.02 ± 2.13

4.90 ± 0.95 / 28.18 ± 0.88

15.53 ± 5.69 / 15.49 ± 5.08

19.78 ± 4.54 / 18.86 ± 4.22

32.89 ± 1.65 / 42.58 ± 3.16

57.65 ± 2.16 / 10.13 ± 1.30

1.18 ± 1.00 / 33.34 ± 0.26

0.00 ± 0.00 / 32.79 ± 0.34

33.33 ± 3.73 / 53.15 ± 4.42

11.27 ± 1.41 / 32.73 ± 1.25

5.10 ± 1.44 / 28.63 ± 1.05

14.67 ± 4.71 / 14.85 ± 3.77

75.45 ± 1.10 / 64.08 ± 1.47

3.82 ± 1.23 / 44.81 ± 3.55

51.73 ± 0.88 / 57.35 ± 0.82

59.72 ± 1.46 / 15.26 ± 0.64

10.98 ± 0.98 / 31.92 ± 0.80

4.24 ± 0.47 / 27.53 ± 0.44

8.83 ± 5.85 / 9.93 ± 4.70

0.31 ± 1.95 / 45.42 ± 3.51

16.08 ± 2.91 / 37.41 ± 2.44

60.00 ± 2.62 / 13.07 ± 1.31

2.52 ± 1.20 / 26.23 ± 1.40

0.00 ± 2.53 / 56.42 ± 0.98

16.95 ± 2.96 / 15.80 ± 2.16

44.96 ± 3.30 / 61.27 ± 2.88

0.77 ± 1.22 / 33.68 ± 0.59

17.92 ± 4.72 / 40.68 ± 6.34

66.80 ± 0.96 / 22.24 ± 1.37

12.11 ± 0.94 / 33.12 ± 0.90

7.32 ± 1.40 / 30.11 ± 1.16

16.90 ± 4.91 / 17.38 ± 4.30

9.95 ± 0.78 / 27.94 ± 1.43

0.41 ± 1.03 / 33.54 ± 0.32

49.15 ± 1.55 / 59.16 ± 1.44

58.61 ± 2.22 / 13.67 ± 1.15

10.94 ± 0.50 / 31.87 ± 0.76

3.29 ± 0.95 / 26.85 ± 0.49

19.65 ± 5.96 / 18.64 ± 5.49

62.14 ± 1.16 / 67.81 ± 0.65

8.30 ± 1.63 / 45.01 ± 3.82

66.30 ± 1.42 / 77.75 ± 0.63

66.51 ± 0.85 / 21.76 ± 0.84

20.38 ± 0.82 / 38.44 ± 0.70

7.41 ± 1.01 / 29.08 ± 0.61

12.5.2

12.1.0

12.6.1

12.1.0

12.5.2

12.1.0

12.5.2

12.1.0

12.5.2

12.1.0

12.10.8

12.1.0

12.5.2

12.1.0

12.5.2

12.1.0

12.5.2

12.1.0

ibm-granite/granite-3b-code-base (few-shot)

3483

49

2048

True

2,732 ± 868 / 662 ± 238

3.64

3.35

4.01

3.64

4.11

3.73

3.60

3.04

38.62 ± 3.40 / 27.71 ± 3.01

35.47 ± 1.35 / 52.70 ± 2.05

5.07 ± 1.76 / 43.91 ± 4.86

45.21 ± 0.84 / 50.96 ± 0.94

62.50 ± 0.59 / 15.45 ± 0.50

13.46 ± 2.03 / 33.24 ± 1.59

15.31 ± 3.62 / 43.65 ± 2.19

6.00 ± 1.15 / 29.24 ± 0.76

53.93 ± 3.93 / 48.95 ± 4.17

54.04 ± 1.83 / 49.74 ± 2.48

23.83 ± 3.47 / 45.39 ± 3.46

50.59 ± 3.68 / 7.28 ± 1.97

3.91 ± 1.46 / 42.54 ± 4.53

1.55 ± 2.39 / 40.63 ± 4.26

2.37 ± 0.20 / 12.14 ± 1.07

8.68 ± 1.17 / 31.15 ± 0.84

6.19 ± 0.85 / 29.29 ± 0.77

51.76 ± 4.53 / 41.73 ± 6.65

70.61 ± 1.12 / 60.47 ± 1.13

6.24 ± 3.11 / 46.34 ± 5.43

44.67 ± 1.34 / 50.56 ± 1.33

41.31 ± 2.13 / 7.20 ± 1.44

7.41 ± 0.75 / 30.14 ± 0.39

5.42 ± 0.79 / 29.15 ± 0.59

38.52 ± 3.25 / 28.84 ± 5.49

0.00 ± 0.00 / 33.69 ± 0.28

12.94 ± 2.60 / 36.06 ± 2.17

58.58 ± 4.00 / 12.91 ± 2.09

2.11 ± 1.02 / 27.80 ± 1.02

-4.75 ± 2.84 / 50.40 ± 4.21

49.38 ± 2.20 / 42.66 ± 3.24

41.72 ± 4.07 / 60.45 ± 3.07

7.67 ± 1.52 / 46.66 ± 3.23

13.70 ± 2.43 / 30.21 ± 3.80

45.88 ± 3.36 / 8.30 ± 1.98

8.73 ± 1.03 / 31.46 ± 0.70

6.18 ± 1.33 / 29.78 ± 1.02

50.88 ± 3.41 / 39.51 ± 3.29

12.39 ± 1.50 / 30.05 ± 1.80

3.31 ± 1.19 / 37.97 ± 4.40

48.44 ± 1.06 / 58.85 ± 0.75

52.50 ± 2.95 / 10.11 ± 2.12

9.22 ± 0.79 / 31.06 ± 0.75

4.45 ± 1.38 / 28.26 ± 1.08

60.64 ± 2.11 / 55.14 ± 2.01

61.20 ± 1.16 / 61.92 ± 1.68

7.63 ± 2.79 / 46.39 ± 3.79

69.83 ± 2.12 / 80.15 ± 1.27

56.62 ± 3.70 / 13.80 ± 2.77

16.29 ± 0.76 / 36.25 ± 0.61

10.37 ± 1.17 / 32.60 ± 0.89

13.0.0

LumiOpen/Viking-13B (few-shot)

14030

131

4097

True

840 ± 79 / 400 ± 124

3.65

3.30

3.81

3.34

3.88

3.69

4.16

3.36

28.60 ± 4.69 / 20.29 ± 3.37

48.71 ± 1.27 / 60.90 ± 2.95

2.30 ± 1.34 / 37.21 ± 2.50

53.85 ± 1.73 / 58.96 ± 1.67

64.05 ± 0.93 / 16.99 ± 1.44

0.55 ± 0.59 / 24.15 ± 0.73

0.00 ± 2.29 / 35.66 ± 1.43

0.36 ± 1.09 / 25.24 ± 0.60

26.76 ± 6.99 / 23.69 ± 3.73

35.38 ± 5.87 / 27.52 ± 3.45

29.22 ± 2.89 / 39.25 ± 1.86

56.69 ± 2.08 / 8.56 ± 1.22

2.58 ± 2.68 / 36.11 ± 2.42

2.79 ± 1.44 / 36.17 ± 1.51

34.41 ± 3.68 / 53.61 ± 4.28

-0.56 ± 0.87 / 21.99 ± 0.62

-0.43 ± 1.02 / 24.54 ± 0.89

31.55 ± 4.67 / 18.37 ± 2.73

78.66 ± 1.03 / 78.34 ± 1.13

5.69 ± 2.24 / 44.98 ± 3.55

52.93 ± 1.30 / 57.87 ± 1.27

60.05 ± 1.20 / 13.94 ± 0.43

1.32 ± 1.02 / 23.28 ± 0.65

0.35 ± 0.66 / 25.33 ± 0.66

26.28 ± 5.09 / 22.73 ± 3.35

2.17 ± 1.98 / 48.03 ± 2.64

22.65 ± 3.50 / 45.48 ± 2.99

62.07 ± 1.73 / 11.04 ± 1.91

-0.07 ± 0.85 / 23.51 ± 0.95

-2.92 ± 4.86 / 53.55 ± 3.32

34.53 ± 1.24 / 29.89 ± 1.96

42.90 ± 2.66 / 56.64 ± 4.71

1.51 ± 1.64 / 43.36 ± 4.05

15.83 ± 1.42 / 29.77 ± 2.54

61.40 ± 3.15 / 14.84 ± 2.07

-1.84 ± 1.09 / 23.98 ± 0.66

-0.12 ± 1.30 / 24.41 ± 0.96

36.74 ± 3.36 / 32.36 ± 1.39

8.57 ± 2.44 / 34.17 ± 2.59

3.01 ± 1.94 / 46.03 ± 4.19

32.32 ± 1.55 / 40.73 ± 1.64

51.76 ± 1.36 / 10.67 ± 0.56

0.67 ± 1.15 / 24.89 ± 0.79

-0.30 ± 1.01 / 23.52 ± 0.38

42.78 ± 4.24 / 40.64 ± 2.84

59.90 ± 4.98 / 54.05 ± 2.70

5.68 ± 1.91 / 50.82 ± 2.18

58.52 ± 1.88 / 68.97 ± 1.86

64.83 ± 0.95 / 18.37 ± 0.46

1.63 ± 0.89 / 23.51 ± 0.83

0.54 ± 1.01 / 24.93 ± 0.46

12.10.5

12.10.4

12.10.5

12.10.4

12.10.5

12.10.8

12.10.5

12.5.2

12.10.5

google/gemma-2b-it (few-shot)

2506

256

8192

False

6,471 ± 1,142 / 1,961 ± 584

3.75

3.57

3.77

4.09

4.31

3.48

3.77

3.26

24.44 ± 2.59 / 17.37 ± 2.03

34.03 ± 2.50 / 52.42 ± 2.16

2.25 ± 1.28 / 42.33 ± 3.11

42.12 ± 1.18 / 49.76 ± 1.22

62.41 ± 1.21 / 17.66 ± 0.54

15.16 ± 1.35 / 31.61 ± 1.92

12.67 ± 1.89 / 41.99 ± 1.17

2.67 ± 1.17 / 26.82 ± 0.69

39.78 ± 2.67 / 31.15 ± 2.70

43.58 ± 2.49 / 36.60 ± 2.76

22.01 ± 3.00 / 40.48 ± 2.81

55.43 ± 4.07 / 11.54 ± 0.87

2.76 ± 1.35 / 44.34 ± 3.05

1.45 ± 1.35 / 39.55 ± 3.53

32.42 ± 1.72 / 56.65 ± 0.92

7.68 ± 0.87 / 29.15 ± 0.61

1.06 ± 1.38 / 25.48 ± 1.00

33.51 ± 2.12 / 23.48 ± 2.69

43.97 ± 1.64 / 57.41 ± 1.18

0.53 ± 1.09 / 39.60 ± 1.99

39.39 ± 1.04 / 47.28 ± 1.02

40.55 ± 6.41 / 11.10 ± 1.63

11.06 ± 0.98 / 31.69 ± 0.81

1.03 ± 0.85 / 25.55 ± 0.60

20.49 ± 2.30 / 18.33 ± 1.40

-0.01 ± 2.13 / 46.02 ± 2.71

10.95 ± 2.39 / 37.64 ± 0.75

59.16 ± 0.96 / 9.92 ± 1.05

0.45 ± 1.44 / 22.94 ± 0.76

0.62 ± 1.42 / 56.02 ± 0.95

36.62 ± 1.56 / 28.22 ± 1.66

28.54 ± 2.70 / 50.10 ± 1.65

1.15 ± 1.66 / 38.16 ± 2.78

23.39 ± 1.00 / 51.61 ± 1.04

63.02 ± 2.00 / 19.54 ± 1.33

12.27 ± 1.33 / 33.40 ± 1.08

6.57 ± 0.74 / 28.60 ± 0.70

38.85 ± 3.77 / 32.18 ± 2.49

11.25 ± 1.90 / 28.36 ± 1.81

-2.27 ± 1.37 / 37.91 ± 2.26

45.95 ± 1.11 / 56.54 ± 0.95

51.99 ± 8.25 / 12.75 ± 2.04

10.97 ± 0.92 / 32.28 ± 0.76

1.45 ± 1.15 / 24.79 ± 0.52

40.05 ± 2.56 / 33.77 ± 1.94

48.83 ± 1.00 / 60.88 ± 0.70

5.83 ± 1.52 / 50.74 ± 1.73

63.77 ± 1.40 / 76.59 ± 0.77

67.28 ± 0.27 / 22.84 ± 0.41

18.21 ± 0.70 / 37.61 ± 0.55

10.84 ± 1.23 / 31.84 ± 1.00

12.5.2

12.1.0

12.4.0

12.6.1

12.1.0

12.5.2

12.1.0

12.4.0

12.1.0

12.4.0

12.1.0

12.5.2

12.1.0

12.4.0

12.1.0

12.5.2

12.1.0

12.4.0

12.10.8

12.1.0

12.5.2

12.1.0

12.4.0

12.1.0

12.5.2

12.1.0

12.4.0

12.1.0

12.5.2

12.1.0

12.4.0

12.1.0

Qwen/Qwen1.5-1.8B-Chat (few-shot)

1837

152

32768

False

8,304 ± 1,846 / 1,933 ± 617

3.81

3.85

4.08

3.66

4.47

3.64

3.99

3.00

18.00 ± 2.52 / 14.88 ± 1.68

26.58 ± 2.81 / 45.88 ± 3.40

0.63 ± 1.48 / 33.42 ± 0.28

41.66 ± 1.48 / 49.40 ± 1.53

57.19 ± 1.18 / 11.87 ± 0.68

22.17 ± 1.31 / 39.97 ± 1.18

12.85 ± 3.11 / 42.13 ± 2.09

7.01 ± 0.62 / 30.16 ± 0.46

26.99 ± 3.92 / 24.61 ± 2.74

25.74 ± 3.76 / 24.51 ± 2.96

19.85 ± 1.97 / 35.75 ± 1.74

55.08 ± 0.83 / 8.11 ± 0.35

1.96 ± 1.33 / 44.22 ± 2.93

-0.01 ± 1.39 / 39.57 ± 2.97

16.33 ± 2.17 / 31.16 ± 3.40

7.79 ± 0.78 / 29.50 ± 0.61

5.61 ± 1.32 / 28.45 ± 1.02

20.94 ± 3.73 / 18.26 ± 2.84

52.54 ± 3.33 / 60.44 ± 3.13

0.34 ± 1.22 / 36.61 ± 1.57

43.55 ± 1.14 / 50.53 ± 1.40

61.19 ± 0.69 / 15.92 ± 0.24

10.74 ± 0.92 / 32.65 ± 0.68

4.83 ± 0.62 / 28.76 ± 0.55

14.15 ± 1.92 / 14.96 ± 2.11

0.78 ± 1.70 / 44.74 ± 3.57

7.80 ± 1.32 / 23.47 ± 1.64

57.27 ± 1.42 / 10.43 ± 0.97

1.62 ± 1.18 / 25.09 ± 1.06

1.92 ± 2.32 / 50.07 ± 2.68

28.04 ± 2.71 / 24.08 ± 1.58

36.21 ± 3.42 / 54.82 ± 3.32

3.12 ± 1.42 / 46.21 ± 2.93

16.33 ± 3.22 / 41.91 ± 4.34

61.47 ± 1.67 / 12.62 ± 1.40

13.44 ± 1.22 / 34.26 ± 0.98

8.31 ± 1.08 / 31.05 ± 0.84

23.44 ± 5.09 / 25.00 ± 2.33

6.82 ± 1.82 / 30.97 ± 2.65

4.11 ± 1.73 / 43.70 ± 3.47

33.16 ± 1.61 / 46.66 ± 1.27

60.91 ± 0.99 / 12.65 ± 0.41

12.11 ± 0.90 / 33.62 ± 0.61

6.41 ± 1.13 / 29.73 ± 0.82

40.89 ± 2.63 / 37.44 ± 2.39

55.33 ± 1.77 / 64.53 ± 0.70

11.23 ± 1.81 / 52.85 ± 2.65

60.69 ± 1.44 / 74.24 ± 0.82

67.23 ± 0.14 / 18.87 ± 0.43

26.84 ± 0.41 / 44.86 ± 0.31

23.89 ± 1.20 / 42.78 ± 0.95

12.5.2

11.0.0

12.1.0

12.5.0

12.6.1

12.1.0

12.5.2

11.0.0

12.5.0

12.1.0

12.5.0

12.1.0

12.5.2

11.0.0

12.1.0

12.5.0

12.1.0

12.5.2

12.1.0

12.5.0

12.10.8

12.1.0

12.5.2

11.0.0

12.1.0

12.5.0

12.1.0

12.5.2

11.0.0

12.1.0

12.5.0

12.1.0

12.5.2

11.0.0

12.1.0

12.5.0

12.1.0

Qwen/Qwen1.5-1.8B (few-shot)

1837

152

32768

True

5,666 ± 1,328 / 1,256 ± 408

3.86

3.84

4.08

3.75

4.48

3.71

4.35

2.81

9.83 ± 3.50 / 8.97 ± 2.64

29.03 ± 2.48 / 46.75 ± 3.69

0.56 ± 0.87 / 33.34 ± 0.23

46.43 ± 0.74 / 53.20 ± 0.47

56.43 ± 1.74 / 11.67 ± 1.17

14.86 ± 1.85 / 33.52 ± 1.63

17.56 ± 2.63 / 45.31 ± 1.78

4.78 ± 1.48 / 27.73 ± 1.32

12.10 ± 5.58 / 12.85 ± 4.80

13.42 ± 6.02 / 13.82 ± 5.16

22.82 ± 3.11 / 43.88 ± 3.10

54.48 ± 1.91 / 8.22 ± 0.70

2.70 ± 2.16 / 47.68 ± 3.18

2.21 ± 1.46 / 42.80 ± 4.36

16.31 ± 2.22 / 30.78 ± 3.64

9.57 ± 1.11 / 30.18 ± 0.83

6.02 ± 0.84 / 28.58 ± 1.13

18.01 ± 6.41 / 18.55 ± 4.65

51.91 ± 4.78 / 59.44 ± 4.65

1.49 ± 1.95 / 40.76 ± 4.07

44.83 ± 0.63 / 51.87 ± 0.72

54.82 ± 1.62 / 14.43 ± 0.68

11.54 ± 0.73 / 32.55 ± 0.60

7.19 ± 1.40 / 29.76 ± 1.22

12.26 ± 4.13 / 12.77 ± 3.60

0.94 ± 1.34 / 40.66 ± 3.73

6.31 ± 1.01 / 20.24 ± 2.02

55.32 ± 3.49 / 8.91 ± 1.05

3.65 ± 1.45 / 26.36 ± 0.92

1.13 ± 3.74 / 52.30 ± 2.26

9.23 ± 4.86 / 10.43 ± 3.83

38.30 ± 2.90 / 56.94 ± 2.83

0.39 ± 1.17 / 33.47 ± 0.34

16.67 ± 3.02 / 41.61 ± 3.00

61.74 ± 1.58 / 14.71 ± 1.12

13.65 ± 1.17 / 33.35 ± 0.91

8.86 ± 0.99 / 30.21 ± 0.77

11.66 ± 6.46 / 15.15 ± 4.38

5.20 ± 1.78 / 35.43 ± 2.14

2.89 ± 1.91 / 41.36 ± 4.63

34.60 ± 2.17 / 48.83 ± 1.05

55.00 ± 1.73 / 11.21 ± 0.64

13.56 ± 0.64 / 34.17 ± 0.48

5.89 ± 0.82 / 29.17 ± 0.66

37.22 ± 3.24 / 34.07 ± 3.11

64.34 ± 1.18 / 62.90 ± 1.36

15.30 ± 1.17 / 55.67 ± 1.16

64.41 ± 1.29 / 75.79 ± 0.97

68.15 ± 0.13 / 22.11 ± 0.19

27.24 ± 1.14 / 44.95 ± 0.84

22.84 ± 1.16 / 41.75 ± 0.99

12.5.2

10.0.1

12.1.0

12.6.1

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

12.1.0

12.10.8

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

10.0.1

12.1.0

Qwen/Qwen1.5-0.5B (few-shot)

620

152

32768

True

11,371 ± 2,924 / 2,122 ± 692

4.19

4.24

4.42

4.13

4.54

4.09

4.39

3.49

19.01 ± 1.91 / 17.08 ± 1.83

8.88 ± 1.86 / 24.27 ± 2.45

0.66 ± 1.41 / 37.98 ± 4.14

32.78 ± 2.33 / 38.31 ± 2.81

55.57 ± 1.04 / 8.04 ± 0.82

7.21 ± 1.78 / 29.73 ± 1.08

16.56 ± 3.13 / 42.30 ± 1.26

0.62 ± 1.30 / 25.65 ± 0.72

34.46 ± 2.01 / 33.09 ± 2.32

33.41 ± 2.21 / 33.91 ± 2.33

6.31 ± 3.46 / 20.67 ± 2.69

49.88 ± 3.11 / 5.75 ± 0.88

-1.59 ± 1.08 / 36.27 ± 3.71

0.61 ± 1.41 / 38.84 ± 5.10

5.95 ± 1.53 / 16.20 ± 1.93

2.81 ± 1.18 / 25.21 ± 0.98

2.92 ± 0.88 / 26.67 ± 0.60

28.96 ± 2.39 / 26.49 ± 3.14

26.58 ± 5.12 / 28.64 ± 5.35

-1.88 ± 1.46 / 35.45 ± 2.92

34.59 ± 1.06 / 40.95 ± 1.11

53.36 ± 1.44 / 12.82 ± 0.58

6.52 ± 1.02 / 28.83 ± 0.78

1.91 ± 1.30 / 26.10 ± 0.65

16.20 ± 1.52 / 16.96 ± 1.71

-0.57 ± 1.20 / 41.25 ± 3.51

3.31 ± 0.82 / 16.86 ± 2.98

56.00 ± 3.13 / 10.05 ± 0.73

1.96 ± 1.72 / 25.55 ± 1.37

0.85 ± 1.91 / 52.12 ± 2.92

27.34 ± 1.95 / 24.46 ± 1.25

10.64 ± 5.31 / 26.79 ± 4.73

0.33 ± 1.20 / 35.20 ± 2.45

11.81 ± 2.10 / 27.38 ± 2.49

59.71 ± 2.14 / 12.23 ± 1.08

6.34 ± 1.10 / 29.19 ± 0.75

2.94 ± 0.65 / 27.16 ± 0.61

28.30 ± 3.90 / 28.67 ± 3.15

4.54 ± 2.76 / 26.53 ± 3.74

-0.42 ± 2.41 / 37.60 ± 3.89

20.81 ± 2.21 / 29.05 ± 2.31

58.40 ± 2.03 / 10.34 ± 0.54

7.44 ± 0.51 / 29.86 ± 0.35

1.70 ± 1.42 / 26.04 ± 0.91

37.51 ± 1.56 / 33.24 ± 2.24

57.15 ± 2.35 / 52.82 ± 1.40

2.94 ± 2.00 / 44.53 ± 3.65

42.57 ± 1.97 / 55.17 ± 1.29

65.22 ± 0.29 / 19.22 ± 0.18

18.24 ± 1.14 / 37.15 ± 0.82

10.89 ± 1.01 / 32.65 ± 0.85

12.5.2

10.0.1

12.1.0

12.6.1

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

12.1.0

12.10.8

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

10.0.1

12.1.0

12.5.2

10.0.1

12.1.0

RuterNorway/Llama-2-7b-chat-norwegian (few-shot)

unknown

32

4096

False

10,890 ± 2,686 / 2,186 ± 750

4.20

4.43

4.18

4.06

4.71

3.79

3.75

4.50

10.12 ± 1.24 / 9.84 ± 1.12

10.65 ± 3.65 / 28.33 ± 5.27

-0.66 ± 1.24 / 33.61 ± 0.26

26.08 ± 3.96 / 28.87 ± 4.21

56.92 ± 0.98 / 8.57 ± 0.76

0.10 ± 1.50 / 26.50 ± 1.00

4.29 ± 5.87 / 35.00 ± 1.75

-0.88 ± 1.17 / 24.43 ± 0.74

21.04 ± 2.63 / 20.44 ± 2.47

18.71 ± 2.67 / 19.91 ± 2.89

12.22 ± 1.17 / 23.50 ± 3.03

53.49 ± 5.64 / 9.38 ± 1.34

-1.18 ± 1.40 / 35.70 ± 2.67

0.36 ± 1.28 / 37.66 ± 4.07

26.86 ± 1.65 / 50.11 ± 1.80

0.21 ± 0.83 / 26.88 ± 1.44

-0.30 ± 1.13 / 24.48 ± 0.70

22.38 ± 3.00 / 22.09 ± 2.85

31.11 ± 12.17 / 36.84 ± 11.52

0.09 ± 0.67 / 33.42 ± 0.30

44.36 ± 1.34 / 50.14 ± 1.15

55.44 ± 0.79 / 12.95 ± 0.51

1.12 ± 0.42 / 25.27 ± 0.68

-0.91 ± 0.96 / 24.26 ± 0.64

9.48 ± 1.48 / 10.10 ± 1.44

0.07 ± 1.06 / 43.54 ± 3.63

1.04 ± 0.96 / 7.35 ± 3.52

55.16 ± 1.26 / 10.52 ± 1.13

-0.80 ± 2.00 / 23.89 ± 0.86

-0.16 ± 0.86 / 32.02 ± 2.77

27.22 ± 1.38 / 24.48 ± 1.76

33.61 ± 5.06 / 49.68 ± 5.74

0.45 ± 0.91 / 35.24 ± 3.71

20.44 ± 3.29 / 45.50 ± 3.33

60.50 ± 0.63 / 13.71 ± 0.75

-0.10 ± 0.93 / 25.16 ± 1.17

-1.00 ± 1.03 / 24.94 ± 1.00

35.49 ± 3.10 / 29.35 ± 2.75

11.36 ± 1.56 / 30.66 ± 3.68

2.52 ± 2.14 / 42.60 ± 4.80

37.49 ± 1.37 / 47.34 ± 1.53

62.24 ± 0.86 / 15.62 ± 0.60

5.41 ± 1.15 / 27.75 ± 0.75

0.15 ± 0.98 / 25.59 ± 0.57

18.69 ± 7.23 / 18.50 ± 6.51

21.95 ± 6.30 / 33.38 ± 4.79

0.01 ± 1.91 / 39.40 ± 3.94

36.51 ± 2.07 / 50.66 ± 1.90

60.11 ± 1.39 / 16.29 ± 0.69

3.71 ± 0.75 / 28.35 ± 0.99

0.62 ± 0.99 / 24.68 ± 0.55

9.3.1

12.5.2

12.6.1

10.0.1

9.3.1

11.0.0

9.3.1

12.5.2

9.3.1

12.5.2

11.0.0

9.3.1

12.5.2

12.4.0

12.10.8

12.1.0

9.3.1

12.10.0

9.3.1

12.5.2

12.4.0

9.3.1

12.5.2

9.3.1

12.5.2

9.3.1

Qwen/Qwen1.5-0.5B-Chat (few-shot)

620

152

32768

False

11,740 ± 3,000 / 2,209 ± 721

4.23

4.14

5.00

4.22

4.52

4.09

4.18

3.43

17.38 ± 2.04 / 15.74 ± 1.99

10.72 ± 3.35 / 25.21 ± 3.80

1.32 ± 1.08 / 42.05 ± 3.69

34.58 ± 0.97 / 40.37 ± 1.02

55.87 ± 5.22 / 11.87 ± 1.03

4.56 ± 1.88 / 25.87 ± 1.72

22.41 ± 3.16 / 42.73 ± 0.96

1.71 ± 0.99 / 25.84 ± 0.79

29.52 ± 1.48 / 29.79 ± 1.62

31.27 ± 1.30 / 31.91 ± 1.31

11.49 ± 1.38 / 27.12 ± 1.98

9.92 ± 8.37 / 1.42 ± 1.14

0.29 ± 1.58 / 40.21 ± 4.22

-0.12 ± 1.48 / 39.92 ± 3.90

7.80 ± 1.19 / 17.09 ± 2.72

0.29 ± 1.08 / 24.63 ± 0.79

0.49 ± 1.19 / 24.95 ± 0.86

18.57 ± 4.62 / 17.69 ± 4.61

40.23 ± 5.86 / 49.01 ± 4.77

0.21 ± 1.06 / 39.60 ± 3.61

29.49 ± 2.47 / 35.01 ± 2.72

53.29 ± 6.52 / 13.04 ± 1.68

2.59 ± 0.72 / 26.87 ± 0.72

-0.84 ± 1.01 / 24.44 ± 0.61

9.50 ± 3.17 / 9.41 ± 3.40

1.76 ± 1.62 / 38.51 ± 3.72

3.14 ± 0.71 / 17.84 ± 2.26

58.92 ± 1.57 / 10.09 ± 1.41

-1.28 ± 1.48 / 24.82 ± 0.92

1.48 ± 3.56 / 53.95 ± 2.45

24.67 ± 0.99 / 23.98 ± 0.73

9.31 ± 2.97 / 21.50 ± 2.70

1.11 ± 1.69 / 37.88 ± 4.05

13.60 ± 1.60 / 29.10 ± 1.94

56.42 ± 7.64 / 11.68 ± 1.75

2.75 ± 0.91 / 27.17 ± 0.72

3.41 ± 1.30 / 27.45 ± 0.79

18.66 ± 4.43 / 17.56 ± 4.28

8.59 ± 3.20 / 29.65 ± 5.10

0.34 ± 2.02 / 43.92 ± 3.15

26.74 ± 1.57 / 35.03 ± 2.14

62.36 ± 0.81 / 11.72 ± 0.73

2.09 ± 1.13 / 25.90 ± 0.60

1.44 ± 1.12 / 26.50 ± 0.68

33.86 ± 2.16 / 32.80 ± 2.21

55.41 ± 2.17 / 54.48 ± 1.65

1.15 ± 1.81 / 34.47 ± 1.12

53.34 ± 1.21 / 64.09 ± 1.26

65.81 ± 1.90 / 20.88 ± 0.66

11.66 ± 1.13 / 32.84 ± 0.97

5.22 ± 1.17 / 27.95 ± 1.10

12.5.2

11.0.0

12.1.0

12.4.0

12.6.1

12.1.0

12.5.2

11.0.0

12.5.0

12.1.0

12.4.0

12.1.0

12.5.2

11.0.0

12.1.0

12.4.0

12.5.0

12.1.0

12.5.2

12.1.0

12.5.0

12.10.8

12.1.0

12.5.2

11.0.0

12.1.0

12.5.0

12.1.0

12.5.2

11.0.0

12.1.0

12.5.0

12.1.0

12.5.2

11.0.0

12.1.0

12.5.0

12.1.0

ai-forever/mGPT (few-shot)

unknown

100

1024

True

11,734 ± 3,124 / 2,174 ± 720

5.51

5.53

5.06

5.47

5.63

5.45

5.55

5.91

0.65 ± 0.68 / 0.59 ± 0.63

2.61 ± 2.75 / 20.51 ± 2.48

-0.73 ± 1.72 / 41.15 ± 3.71

1.99 ± 1.69 / 2.68 ± 1.87

35.64 ± 4.11 / 4.70 ± 2.01

-0.61 ± 0.54 / 24.71 ± 1.18

6.94 ± 3.67 / 38.18 ± 1.72

-1.12 ± 0.87 / 24.71 ± 0.88

0.08 ± 0.16 / 0.07 ± 0.14

0.00 ± 0.00 / 0.00 ± 0.00

4.76 ± 1.84 / 16.95 ± 5.07

31.66 ± 0.51 / 0.93 ± 0.29

0.67 ± 1.94 / 40.42 ± 4.43

-0.88 ± 1.89 / 40.70 ± 4.30

0.00 ± 0.00 / 0.74 ± 0.05

0.72 ± 0.81 / 22.86 ± 0.63

-0.20 ± 1.06 / 24.94 ± 0.69

0.00 ± 0.00 / 0.00 ± 0.00

0.00 ± 0.00 / 19.32 ± 0.16

0.49 ± 1.29 / 39.12 ± 3.92

6.24 ± 3.13 / 7.85 ± 3.67

31.89 ± 0.27 / 2.03 ± 0.10

-0.37 ± 1.08 / 22.43 ± 0.55

0.36 ± 0.83 / 25.08 ± 0.77

0.00 ± 0.00 / 0.00 ± 0.00

0.00 ± 0.00 / 33.69 ± 0.28

0.00 ± 0.00 / 0.05 ± 0.03

17.11 ± 1.37 / 0.96 ± 0.09

-0.02 ± 1.16 / 22.75 ± 0.50

0.47 ± 4.14 / 46.93 ± 3.13

0.00 ± 0.00 / 0.00 ± 0.00

0.19 ± 1.24 / 17.20 ± 1.22

-0.12 ± 0.91 / 36.65 ± 3.92

0.00 ± 0.00 / 1.29 ± 0.49

29.43 ± 1.80 / 2.35 ± 0.59

-0.69 ± 0.79 / 22.79 ± 0.51

0.15 ± 0.35 / 24.25 ± 0.59

0.11 ± 0.21 / 0.27 ± 0.53

-0.67 ± 1.33 / 8.96 ± 0.37

-0.97 ± 1.56 / 34.83 ± 1.94

0.29 ± 0.21 / 1.56 ± 0.19

30.20 ± 0.68 / 2.14 ± 0.04

1.45 ± 0.84 / 24.91 ± 0.60

-0.56 ± 0.80 / 23.53 ± 0.49

1.55 ± 1.98 / 1.45 ± 1.82

3.71 ± 3.16 / 22.09 ± 2.08

-0.42 ± 1.56 / 40.58 ± 3.74

5.58 ± 3.10 / 11.12 ± 4.66

34.62 ± 0.17 / 2.18 ± 0.04

0.37 ± 0.93 / 24.18 ± 0.90

-0.17 ± 0.50 / 24.82 ± 0.41

9.3.1

10.0.1

11.0.0

12.5.1

12.6.1

11.0.0

9.3.1

10.0.1

12.0.0

11.0.0

12.5.1

11.0.0

9.3.1

10.0.1

11.0.0

12.5.1

12.0.0

11.0.0

9.3.1

11.0.0

12.5.1

12.0.0

12.10.8

12.1.0

12.10.0

9.3.1

10.0.1

11.0.0

12.5.1

12.0.0

11.0.0

9.3.1

10.0.1

11.0.0

12.5.1

12.0.0

11.0.0