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layout title
leaderboard
Germanic NLG 🇪🇺
Last updated: 04/11/2024 17:10:26 CET
Include merged models
Model ID Parameters Vocabulary size Context Commercial Speed Rank Danish Rank Norwegian Rank Swedish Rank Icelandic Rank German Rank Dutch Rank English Rank DANSK Angry Tweets ScaLA-da ScandiQA-da Nordjylland-News Danske Talemaader Danish Citizen Tests HellaSwag-da NorNE-nb NorNE-nn NoReC No Sammendrag ScaLA-nb ScaLA-nn NorQuAD MMLU-no HellaSwag-no SUC3 SweReC ScaLA-sv ScandiQA-sv SweDN MMLU-sv HellaSwag-sv MIM-GOLD-NER ScaLA-is NQiI RRN ARC-is Winogrande-is GermEval SB10k ScaLA-de GermanQuAD MLSum MMLU-de HellaSwag-de CoNLL-nl Dutch Social ScaLA-nl SQuAD-nl Wiki-Lingua-NL MMLU-nl HellaSwag-nl CoNLL-en SST5 ScaLA-en SQuAD CNN-DailyMail MMLU HellaSwag DANSK version Angry Tweets version ScaLA-da version ScandiQA-da version Nordjylland-News version Danske Talemaader version Danish Citizen Tests version HellaSwag-da version NorNE-nb version NorNE-nn version NoReC version No Sammendrag version ScaLA-nb version ScaLA-nn version NorQuAD version MMLU-no version HellaSwag-no version SUC3 version SweReC version ScaLA-sv version ScandiQA-sv version SweDN version MMLU-sv version HellaSwag-sv version MIM-GOLD-NER version ScaLA-is version NQiI version RRN version ARC-is version Winogrande-is version GermEval version SB10k version ScaLA-de version GermanQuAD version MLSum version MMLU-de version HellaSwag-de version CoNLL-nl version Dutch Social version ScaLA-nl version SQuAD-nl version Wiki-Lingua-NL version MMLU-nl version HellaSwag-nl version CoNLL-en version SST5 version ScaLA-en version SQuAD version CNN-DailyMail version MMLU version HellaSwag version
gpt-4-0613 (few-shot, val) unknown 100 8192 True 597 ± 197 / 93 ± 33 1.22 1.17 1.13 1.11 1.49 1.18 1.22 1.22 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 0.0.0 0.0.0 12.9.0 12.6.1 10.0.1 10.0.1 9.1.2 0.0.0 0.0.0 0.0.0 9.3.2 0.0.0 0.0.0 12.9.0 9.3.2 9.3.2 0.0.0 0.0.0 0.0.0 12.9.0 9.3.2 9.3.2 9.3.2 12.10.0 12.10.0 12.10.0 12.10.0 12.10.8 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.2.0 12.1.0 12.2.0 12.2.0 12.5.2 12.5.2 12.5.2
gpt-4-1106-preview (few-shot, val) unknown 100 128000 True 576 ± 221 / 81 ± 28 1.27 1.19 1.26 1.19 1.16 1.33 1.52 1.22 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 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.0 12.10.2 12.10.2 12.10.0 12.10.2 12.10.2 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2 12.5.1 12.10.2 12.5.1 12.5.1 12.10.8 12.10.2 12.6.1 12.10.2 12.10.2 12.6.1 12.6.1 12.10.2 12.10.2 12.3.2 12.10.2 12.10.2 12.3.2 12.3.2 12.10.2 12.10.2 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2
gpt-4o-2024-05-13 (few-shot, val) unknown 200 128000 True 916 ± 329 / 114 ± 38 1.33 1.25 1.26 1.18 1.21 1.40 1.65 1.37 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 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.0 12.10.2 12.10.2 12.10.0 12.10.2 12.10.2 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2 12.10.0 12.10.2 12.10.0 12.10.0 12.10.8 12.10.2 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2
google/gemma-2-27b-it (few-shot) 27227 256 8193 True 1,516 ± 257 / 480 ± 148 1.71 1.43 1.55 1.57 2.64 1.45 1.85 1.46 59.94 ± 1.58 / 38.00 ± 1.88 59.06 ± 0.91 / 72.86 ± 0.56 58.57 ± 2.19 / 78.63 ± 1.31 57.48 ± 0.75 / 65.60 ± 0.65 68.12 ± 1.10 / 23.96 ± 1.22 85.20 ± 0.83 / 88.80 ± 0.65 84.02 ± 1.63 / 89.32 ± 1.09 71.26 ± 1.64 / 78.17 ± 1.28 67.35 ± 2.33 / 56.75 ± 3.04 66.61 ± 1.81 / 57.24 ± 4.35 67.14 ± 1.22 / 78.63 ± 0.96 66.24 ± 0.95 / 20.99 ± 0.81 64.66 ± 1.38 / 81.94 ± 0.79 52.49 ± 2.01 / 75.95 ± 1.15 44.85 ± 2.17 / 73.41 ± 1.61 58.34 ± 1.14 / 68.54 ± 0.88 70.87 ± 2.22 / 77.92 ± 1.72 62.59 ± 2.04 / 45.11 ± 4.50 80.73 ± 0.52 / 81.25 ± 0.57 61.37 ± 2.06 / 79.34 ± 1.59 58.76 ± 1.03 / 66.73 ± 0.59 65.54 ± 0.91 / 19.89 ± 0.36 58.15 ± 1.11 / 68.33 ± 0.83 68.94 ± 1.51 / 76.41 ± 1.17 55.48 ± 2.38 / 47.46 ± 2.77 20.10 ± 1.79 / 59.68 ± 0.93 27.18 ± 1.05 / 53.76 ± 1.19 68.83 ± 0.22 / 22.98 ± 0.43 67.22 ± 1.40 / 75.44 ± 1.04 35.27 ± 2.45 / 67.79 ± 1.24 64.13 ± 1.65 / 55.46 ± 2.00 60.28 ± 1.75 / 73.37 ± 1.43 46.69 ± 1.99 / 71.96 ± 0.73 28.54 ± 1.38 / 59.38 ± 1.85 67.87 ± 0.99 / 24.26 ± 2.65 59.43 ± 0.82 / 69.41 ± 0.61 71.59 ± 1.49 / 78.30 ± 1.23 65.20 ± 1.76 / 53.16 ± 2.84 14.80 ± 0.93 / 36.86 ± 1.08 59.02 ± 1.53 / 79.44 ± 0.78 59.60 ± 1.51 / 74.99 ± 0.59 64.03 ± 1.25 / 20.76 ± 1.31 59.71 ± 0.83 / 69.70 ± 0.64 70.70 ± 1.31 / 77.81 ± 0.99 62.40 ± 1.15 / 59.91 ± 1.66 68.68 ± 0.87 / 73.25 ± 0.48 54.17 ± 2.59 / 76.02 ± 1.67 66.96 ± 1.51 / 84.76 ± 0.92 69.79 ± 0.37 / 26.34 ± 0.54 68.71 ± 0.72 / 76.45 ± 0.55 81.25 ± 1.38 / 85.84 ± 1.05 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
google/gemma-2-9b-it (few-shot) 9242 256 8193 True 2,062 ± 397 / 589 ± 178 1.94 1.68 1.80 1.77 2.92 1.68 2.06 1.64 49.05 ± 2.41 / 30.91 ± 2.53 52.26 ± 1.31 / 64.13 ± 1.93 58.38 ± 1.21 / 78.98 ± 0.68 55.34 ± 0.82 / 64.41 ± 0.42 67.67 ± 1.05 / 23.18 ± 1.13 80.62 ± 0.77 / 85.41 ± 0.58 75.37 ± 2.23 / 83.59 ± 1.49 66.17 ± 1.45 / 74.39 ± 1.13 61.82 ± 2.72 / 44.91 ± 3.62 60.41 ± 2.62 / 46.29 ± 3.79 61.06 ± 1.21 / 73.45 ± 0.94 65.94 ± 0.37 / 19.22 ± 0.79 62.46 ± 1.49 / 81.11 ± 0.72 52.99 ± 1.89 / 76.14 ± 1.20 39.10 ± 1.50 / 70.14 ± 1.53 49.45 ± 0.93 / 61.63 ± 0.72 67.96 ± 1.93 / 75.79 ± 1.47 52.50 ± 1.02 / 37.38 ± 2.57 78.51 ± 0.93 / 76.24 ± 1.64 61.28 ± 1.63 / 80.07 ± 1.22 55.22 ± 1.03 / 64.60 ± 0.52 66.30 ± 0.12 / 19.72 ± 0.19 51.58 ± 0.83 / 63.27 ± 0.62 66.61 ± 1.12 / 74.72 ± 0.93 45.42 ± 1.86 / 36.69 ± 2.74 24.23 ± 0.89 / 61.40 ± 0.70 24.96 ± 1.52 / 55.04 ± 0.80 68.19 ± 0.25 / 22.04 ± 0.48 54.30 ± 1.60 / 65.62 ± 1.20 24.35 ± 2.31 / 62.81 ± 1.08 50.35 ± 2.81 / 39.72 ± 2.62 58.60 ± 2.21 / 71.12 ± 1.12 45.78 ± 1.55 / 70.64 ± 0.61 30.46 ± 0.98 / 60.56 ± 2.25 67.99 ± 1.12 / 24.07 ± 2.91 53.61 ± 0.60 / 64.92 ± 0.47 68.16 ± 0.75 / 75.71 ± 0.65 52.62 ± 2.15 / 39.41 ± 1.72 11.78 ± 1.31 / 32.80 ± 0.87 59.23 ± 1.58 / 79.42 ± 0.88 55.78 ± 0.87 / 72.71 ± 0.70 67.39 ± 0.71 / 20.04 ± 1.05 53.99 ± 0.77 / 65.31 ± 0.62 65.58 ± 1.18 / 73.75 ± 0.94 58.07 ± 2.46 / 51.39 ± 2.35 68.40 ± 1.17 / 71.79 ± 0.65 51.58 ± 2.03 / 74.57 ± 1.48 62.03 ± 1.62 / 81.91 ± 0.76 69.72 ± 0.42 / 25.66 ± 0.38 63.99 ± 0.76 / 72.84 ± 0.57 75.87 ± 1.74 / 81.61 ± 1.30 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
gpt-3.5-turbo-0613 (few-shot, val) unknown 100 4094 True 921 ± 293 / 113 ± 37 2.01 1.61 1.91 1.75 2.98 1.97 2.15 1.73 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 12.9.0 12.9.0 12.9.0 12.6.1 10.0.1 10.0.1 12.9.0 0.0.0 0.0.0 0.0.0 11.0.0 0.0.0 0.0.0 12.9.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 12.9.0 11.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 12.10.8 12.1.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0
gpt-4o-mini-2024-07-18 (few-shot) unknown 200 128000 True 1,171 ± 378 / 120 ± 39 2.07 1.94 2.09 1.94 2.71 1.77 2.44 1.57 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 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0 12.11.0
google/gemma-2-9b (few-shot) 9242 256 8193 True 2,038 ± 406 / 566 ± 172 2.09 2.00 1.95 1.89 3.32 1.64 2.08 1.73 44.16 ± 3.11 / 25.93 ± 1.95 38.84 ± 2.31 / 45.52 ± 3.32 43.42 ± 3.95 / 69.40 ± 3.11 60.11 ± 0.96 / 66.24 ± 0.78 67.46 ± 1.14 / 24.10 ± 1.14 81.68 ± 0.62 / 86.22 ± 0.47 77.77 ± 1.30 / 85.06 ± 0.86 50.04 ± 3.99 / 61.09 ± 3.31 54.08 ± 2.08 / 34.62 ± 1.80 54.33 ± 3.02 / 37.70 ± 2.97 62.54 ± 1.17 / 75.53 ± 0.73 65.67 ± 0.85 / 20.11 ± 0.92 50.88 ± 2.84 / 74.69 ± 1.56 41.01 ± 1.91 / 69.35 ± 1.67 46.25 ± 3.89 / 72.99 ± 3.16 50.81 ± 1.18 / 62.98 ± 0.88 53.37 ± 3.87 / 63.52 ± 3.49 50.43 ± 3.97 / 27.20 ± 3.14 80.55 ± 1.46 / 77.22 ± 3.78 50.86 ± 3.91 / 72.14 ± 3.98 59.35 ± 1.16 / 65.35 ± 0.87 65.63 ± 0.26 / 19.75 ± 0.45 52.06 ± 0.97 / 63.92 ± 0.72 49.80 ± 3.86 / 60.88 ± 3.42 30.89 ± 4.28 / 24.06 ± 1.93 5.29 ± 3.38 / 35.79 ± 2.12 32.25 ± 1.89 / 58.20 ± 1.70 67.58 ± 0.63 / 21.53 ± 0.99 55.69 ± 1.49 / 66.84 ± 1.09 17.50 ± 2.56 / 58.33 ± 1.75 47.39 ± 1.96 / 34.14 ± 1.70 62.89 ± 2.21 / 74.51 ± 1.63 37.22 ± 4.67 / 67.37 ± 2.22 39.11 ± 2.14 / 67.67 ± 2.90 70.44 ± 1.18 / 30.83 ± 2.69 53.28 ± 1.15 / 64.86 ± 0.90 54.51 ± 2.74 / 64.51 ± 2.33 57.13 ± 2.73 / 36.21 ± 1.71 17.43 ± 2.17 / 40.83 ± 1.50 31.39 ± 5.53 / 56.70 ± 5.97 59.33 ± 1.35 / 73.56 ± 0.52 66.59 ± 1.21 / 21.08 ± 1.63 53.71 ± 0.86 / 65.15 ± 0.63 53.26 ± 3.38 / 63.65 ± 2.84 50.90 ± 2.39 / 44.74 ± 1.46 68.91 ± 0.89 / 70.46 ± 1.23 43.79 ± 3.15 / 71.10 ± 1.74 69.17 ± 1.55 / 84.25 ± 1.13 69.67 ± 0.46 / 25.26 ± 0.45 61.34 ± 0.86 / 70.95 ± 0.66 62.23 ± 3.55 / 70.69 ± 3.11 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
upstage/SOLAR-10.7B-v1.0 (few-shot) 10732 32 4096 True 3,780 ± 906 / 799 ± 261 2.12 2.01 2.18 2.07 3.50 1.53 2.08 1.46 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 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.10.8 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3
mistralai/Mistral-Nemo-Instruct-2407 (few-shot) 12248 131 1024001 True 7,095 ± 2,193 / 1,063 ± 344 2.16 2.07 2.11 2.14 3.21 1.72 2.30 1.60 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
mistralai/Ministral-8B-Instruct-2410 (few-shot) 8020 131 32768 True 5,821 ± 1,090 / 1,561 ± 506 2.22 2.13 2.32 2.10 3.46 1.66 2.13 1.71 52.49 ± 1.89 / 38.85 ± 1.94 49.67 ± 1.40 / 65.83 ± 1.40 22.80 ± 5.31 / 55.25 ± 6.92 57.07 ± 0.68 / 64.46 ± 0.57 66.75 ± 0.97 / 21.86 ± 0.87 59.57 ± 1.49 / 69.19 ± 1.13 65.34 ± 2.38 / 76.95 ± 1.56 53.97 ± 2.40 / 64.76 ± 2.17 69.85 ± 2.00 / 59.43 ± 3.23 68.83 ± 1.07 / 59.51 ± 2.63 54.49 ± 2.44 / 69.23 ± 2.00 64.05 ± 0.67 / 16.34 ± 1.01 28.55 ± 2.65 / 61.53 ± 3.21 17.47 ± 3.61 / 52.60 ± 5.26 43.55 ± 3.42 / 71.05 ± 3.22 34.93 ± 1.01 / 50.67 ± 0.80 49.83 ± 2.75 / 61.44 ± 2.40 67.49 ± 2.20 / 51.10 ± 4.76 76.74 ± 1.27 / 75.66 ± 1.17 22.37 ± 3.11 / 54.47 ± 4.95 57.15 ± 0.72 / 64.47 ± 0.58 65.37 ± 0.39 / 19.85 ± 0.39 37.50 ± 0.73 / 52.72 ± 0.63 55.01 ± 2.40 / 65.64 ± 2.12 56.09 ± 3.29 / 42.39 ± 2.51 8.51 ± 1.55 / 50.18 ± 2.85 29.23 ± 1.41 / 57.06 ± 0.62 65.90 ± 0.71 / 18.54 ± 0.92 30.58 ± 1.40 / 47.95 ± 1.05 6.77 ± 2.10 / 53.92 ± 1.32 66.00 ± 1.13 / 54.14 ± 2.44 54.76 ± 3.11 / 68.36 ± 2.92 33.55 ± 4.69 / 63.49 ± 2.99 32.69 ± 1.98 / 64.23 ± 2.89 69.65 ± 1.12 / 27.94 ± 2.90 43.46 ± 0.81 / 57.37 ± 0.63 68.11 ± 1.40 / 75.60 ± 1.16 66.51 ± 1.38 / 52.40 ± 2.62 13.55 ± 2.14 / 37.36 ± 1.32 34.46 ± 2.79 / 65.61 ± 2.58 59.23 ± 1.16 / 72.56 ± 0.80 68.87 ± 0.72 / 21.06 ± 1.13 40.81 ± 1.05 / 55.44 ± 0.80 60.68 ± 1.04 / 70.24 ± 0.85 72.40 ± 0.80 / 65.83 ± 1.64 63.46 ± 2.10 / 69.49 ± 1.15 35.86 ± 7.94 / 65.20 ± 6.98 68.42 ± 1.21 / 83.97 ± 0.74 69.38 ± 0.48 / 24.96 ± 0.47 53.42 ± 0.91 / 64.98 ± 0.74 78.36 ± 2.31 / 83.62 ± 1.78 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
Nexusflow/Starling-LM-7B-beta (few-shot) 7242 32 8192 False 5,876 ± 1,021 / 1,677 ± 546 2.28 2.03 2.33 2.18 3.91 1.84 2.14 1.50 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 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.10.8 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2
meta-llama/Llama-3.1-8B-Instruct (few-shot) 8030 128 131073 True 2,411 ± 465 / 686 ± 215 2.35 2.30 2.33 2.26 3.38 1.98 2.40 1.83 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
skole-gpt (few-shot) unknown 32 32768 False 3,583 ± 977 / 686 ± 231 2.36 2.15 2.44 2.24 3.67 1.81 2.52 1.70 49.17 ± 2.72 / 34.74 ± 2.27 51.51 ± 1.63 / 66.73 ± 1.63 32.04 ± 2.30 / 64.63 ± 1.42 58.52 ± 0.97 / 66.15 ± 0.51 66.83 ± 0.63 / 21.53 ± 1.17 65.77 ± 2.06 / 74.26 ± 1.57 77.56 ± 1.97 / 85.02 ± 1.31 30.34 ± 1.47 / 46.85 ± 1.17 62.52 ± 2.14 / 49.42 ± 3.83 61.55 ± 1.68 / 47.53 ± 3.65 52.09 ± 3.90 / 65.72 ± 4.14 64.70 ± 0.79 / 17.10 ± 1.35 21.99 ± 2.17 / 58.21 ± 2.38 16.84 ± 2.07 / 51.76 ± 4.30 47.30 ± 4.17 / 72.60 ± 3.24 39.99 ± 1.01 / 54.90 ± 0.76 32.16 ± 1.91 / 48.12 ± 1.74 54.14 ± 2.49 / 37.43 ± 3.05 78.27 ± 1.32 / 77.65 ± 1.28 32.49 ± 1.94 / 64.28 ± 2.18 58.95 ± 0.96 / 66.56 ± 0.62 65.86 ± 0.29 / 19.67 ± 0.58 43.62 ± 0.82 / 57.61 ± 0.65 28.84 ± 2.65 / 45.75 ± 2.13 42.15 ± 2.74 / 33.52 ± 3.32 4.49 ± 1.81 / 47.31 ± 3.24 27.51 ± 3.63 / 56.11 ± 1.65 66.89 ± 0.34 / 19.60 ± 0.89 19.27 ± 1.47 / 39.42 ± 1.10 9.45 ± 2.76 / 54.44 ± 1.24 57.82 ± 1.85 / 43.22 ± 2.36 59.45 ± 1.95 / 72.95 ± 1.33 36.75 ± 2.58 / 67.88 ± 1.50 33.55 ± 2.29 / 63.95 ± 2.83 69.37 ± 0.84 / 28.13 ± 2.16 50.96 ± 0.60 / 63.17 ± 0.44 39.28 ± 2.50 / 52.23 ± 2.22 62.16 ± 1.09 / 45.76 ± 2.07 8.92 ± 1.08 / 24.28 ± 0.76 32.76 ± 2.94 / 65.17 ± 2.79 56.87 ± 0.92 / 72.57 ± 0.85 68.39 ± 0.73 / 20.83 ± 1.21 46.17 ± 0.64 / 59.57 ± 0.48 33.31 ± 1.83 / 49.12 ± 1.64 67.43 ± 0.90 / 60.40 ± 1.08 68.55 ± 1.35 / 69.63 ± 0.98 39.75 ± 2.28 / 69.19 ± 1.17 65.93 ± 2.77 / 82.86 ± 1.53 70.90 ± 0.34 / 25.88 ± 0.75 59.14 ± 1.02 / 69.28 ± 0.76 57.88 ± 2.80 / 67.75 ± 2.34 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
meta-llama/Llama-3.1-8B (few-shot) 8030 128 131073 True 2,439 ± 459 / 703 ± 219 2.37 2.31 2.34 2.19 3.47 1.97 2.43 1.91 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 12.11.0 12.11.0 12.11.0 13.0.0 13.0.0 13.0.0 13.0.0 12.11.0 12.11.0 12.11.0 13.0.0 12.11.0 12.11.0 13.0.0 13.0.0 13.0.0 12.11.0 12.11.0 12.11.0 13.0.0 13.0.0 13.0.0 13.0.0 12.11.0 12.11.0 13.0.0 13.0.0 13.0.0 13.0.0 12.11.0 12.11.0 12.11.0 13.0.0 13.0.0 13.0.0 13.0.0 12.11.0 12.11.0 12.11.0 13.0.0 13.0.0 13.0.0 13.0.0 12.11.0 12.11.0 12.11.0 13.0.0 13.0.0 13.0.0 13.0.0
meta-llama/Meta-Llama-3-8B-Instruct (few-shot) 8030 128 8192 True 4,909 ± 1,215 / 978 ± 319 2.45 2.38 2.43 2.40 3.46 2.09 2.50 1.92 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 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.10.8 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1
CohereForAI/aya-expanse-8b (few-shot) 8028 256 8192 False 5,581 ± 1,066 / 1,471 ± 483 2.47 2.36 2.61 2.40 4.05 1.93 2.24 1.73 51.32 ± 3.82 / 25.54 ± 2.10 52.00 ± 1.67 / 66.25 ± 1.77 18.48 ± 2.44 / 52.18 ± 4.28 52.43 ± 1.19 / 62.08 ± 0.60 66.18 ± 0.84 / 21.10 ± 0.69 41.32 ± 1.11 / 55.43 ± 0.86 52.24 ± 1.55 / 68.01 ± 1.05 37.67 ± 0.80 / 53.26 ± 0.60 66.55 ± 2.12 / 39.28 ± 3.45 63.63 ± 1.62 / 37.25 ± 3.49 38.61 ± 2.28 / 51.46 ± 2.62 64.48 ± 0.61 / 17.46 ± 0.76 15.80 ± 2.22 / 51.42 ± 3.79 12.30 ± 2.38 / 51.96 ± 3.31 43.26 ± 2.53 / 71.49 ± 2.01 36.48 ± 0.85 / 52.32 ± 0.62 35.85 ± 1.48 / 51.83 ± 1.11 57.38 ± 1.93 / 29.69 ± 4.23 78.43 ± 0.93 / 74.54 ± 2.40 14.52 ± 2.43 / 45.18 ± 4.21 53.14 ± 1.81 / 63.00 ± 0.50 65.69 ± 0.22 / 19.95 ± 0.16 37.32 ± 0.70 / 52.95 ± 0.50 38.28 ± 1.31 / 53.70 ± 0.97 28.98 ± 2.63 / 21.75 ± 1.89 4.93 ± 1.06 / 49.69 ± 2.65 24.72 ± 2.22 / 54.41 ± 1.43 63.45 ± 1.92 / 16.81 ± 2.23 10.97 ± 1.13 / 33.51 ± 0.81 4.23 ± 1.80 / 49.31 ± 0.84 61.29 ± 1.06 / 39.58 ± 2.31 59.19 ± 1.49 / 71.64 ± 1.07 33.31 ± 3.00 / 64.35 ± 2.80 22.29 ± 2.02 / 57.68 ± 1.78 69.05 ± 1.11 / 26.68 ± 3.04 44.87 ± 0.70 / 58.71 ± 0.53 63.66 ± 0.91 / 72.68 ± 0.68 62.07 ± 1.67 / 37.68 ± 1.28 11.09 ± 1.67 / 31.37 ± 1.35 35.14 ± 2.33 / 66.66 ± 1.50 49.15 ± 1.48 / 68.82 ± 0.68 74.40 ± 0.20 / 31.66 ± 0.46 46.76 ± 0.71 / 60.01 ± 0.54 60.36 ± 0.88 / 70.23 ± 0.64 66.61 ± 1.39 / 47.49 ± 1.37 68.71 ± 0.63 / 68.49 ± 1.70 34.72 ± 2.23 / 66.80 ± 1.30 57.90 ± 2.96 / 80.48 ± 1.34 71.92 ± 0.17 / 29.79 ± 0.15 56.93 ± 0.67 / 67.67 ± 0.51 74.42 ± 0.88 / 80.74 ± 0.65 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
meta-llama/Meta-Llama-3-8B (few-shot) 8030 128 8192 True 4,687 ± 1,121 / 967 ± 313 2.49 2.33 2.51 2.29 3.53 2.13 2.59 2.04 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 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.10.8 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1
mlabonne/NeuralBeagle14-7B (few-shot, val) 7242 32 8192 False 2,549 ± 472 / 784 ± 245 2.49 2.24 2.57 2.38 3.77 2.05 2.46 1.95 53.02 ± 2.85 / 41.35 ± 3.42 51.29 ± 3.42 / 66.57 ± 2.46 19.73 ± 4.11 / 57.07 ± 3.09 51.69 ± 2.29 / 61.26 ± 1.32 67.33 ± 1.40 / 22.77 ± 1.39 65.38 ± 2.59 / 73.95 ± 1.84 62.78 ± 4.04 / 74.61 ± 2.90 39.07 ± 2.57 / 53.83 ± 2.06 62.47 ± 2.56 / 57.71 ± 3.02 66.69 ± 2.91 / 58.83 ± 3.70 54.04 ± 2.91 / 66.46 ± 2.59 65.74 ± 0.37 / 19.13 ± 0.54 16.75 ± 4.54 / 49.11 ± 4.45 13.00 ± 4.46 / 49.33 ± 2.69 34.48 ± 2.13 / 65.43 ± 2.07 28.39 ± 1.76 / 45.59 ± 1.28 35.19 ± 3.28 / 50.12 ± 3.13 61.25 ± 3.35 / 50.76 ± 5.94 76.03 ± 2.11 / 78.25 ± 1.95 16.28 ± 4.81 / 49.04 ± 3.60 50.96 ± 2.34 / 60.05 ± 1.18 68.35 ± 0.32 / 24.05 ± 0.66 32.30 ± 2.48 / 48.98 ± 1.96 38.78 ± 5.70 / 52.89 ± 4.91 49.86 ± 4.28 / 42.54 ± 5.03 1.26 ± 3.83 / 48.46 ± 2.37 22.48 ± 4.43 / 55.51 ± 2.89 65.60 ± 0.69 / 19.46 ± 0.80 5.19 ± 3.15 / 28.44 ± 2.45 12.90 ± 6.92 / 56.88 ± 3.57 64.81 ± 3.03 / 53.01 ± 3.41 59.60 ± 2.81 / 72.42 ± 1.83 27.06 ± 4.53 / 63.33 ± 2.30 25.22 ± 3.84 / 60.93 ± 2.99 67.31 ± 1.05 / 24.72 ± 2.95 35.84 ± 2.16 / 51.64 ± 1.56 49.13 ± 2.71 / 61.68 ± 2.03 63.53 ± 3.80 / 50.43 ± 2.90 11.25 ± 4.22 / 39.00 ± 3.14 27.76 ± 4.44 / 62.44 ± 2.43 50.94 ± 1.12 / 70.12 ± 0.96 71.20 ± 0.46 / 23.47 ± 0.80 40.23 ± 2.86 / 54.77 ± 2.16 47.87 ± 2.49 / 60.78 ± 1.85 69.16 ± 2.80 / 57.28 ± 2.82 63.85 ± 2.16 / 72.40 ± 1.71 28.40 ± 3.60 / 62.70 ± 1.51 52.69 ± 2.21 / 76.37 ± 1.27 70.55 ± 0.73 / 26.32 ± 0.97 51.74 ± 1.82 / 63.44 ± 1.40 71.96 ± 2.38 / 78.87 ± 1.66 9.3.2 9.3.2 9.3.2 12.5.2 12.6.1 10.0.1 10.0.1 9.3.2 9.3.2 9.3.2 9.3.2 9.3.2 9.3.2 9.3.2 12.5.2 9.3.2 9.3.2 9.3.2 9.3.2 9.3.2 12.5.2 9.3.2 9.3.2 9.3.2 9.3.2 9.3.2 12.5.2 9.3.2 9.3.2 12.1.0 9.3.2 9.3.2 9.3.2 12.5.2 9.3.2 9.3.2 9.3.2 9.3.2 9.3.2 9.3.2 12.5.2 9.3.2 9.3.2 9.3.2 9.3.2 9.3.2 9.3.2 12.5.2 9.3.2 9.3.2 9.3.2
senseable/WestLake-7B-v2 (few-shot) 7242 32 32768 False 5,993 ± 1,028 / 1,742 ± 561 2.54 2.35 2.61 2.48 3.87 2.06 2.41 1.98 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 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.10.8 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1
ibm-granite/granite-3.0-8b-base (few-shot) 8171 49 4097 True 5,116 ± 943 / 1,436 ± 472 2.59 2.53 2.75 2.58 4.19 1.98 2.27 1.84 44.58 ± 2.62 / 33.50 ± 2.75 47.16 ± 1.36 / 64.63 ± 1.18 19.20 ± 2.44 / 53.44 ± 4.36 58.41 ± 1.36 / 63.32 ± 0.89 65.64 ± 0.99 / 21.12 ± 0.86 32.05 ± 2.18 / 47.54 ± 1.78 47.42 ± 1.74 / 65.02 ± 1.13 28.73 ± 1.32 / 46.04 ± 1.04 49.94 ± 2.13 / 46.49 ± 2.00 52.17 ± 1.02 / 46.44 ± 2.72 53.27 ± 1.54 / 66.73 ± 1.31 63.01 ± 1.50 / 15.82 ± 1.50 17.22 ± 3.50 / 50.42 ± 5.01 12.01 ± 2.47 / 47.98 ± 4.37 45.04 ± 3.42 / 69.52 ± 2.79 24.31 ± 1.12 / 42.68 ± 0.87 30.34 ± 1.41 / 47.38 ± 1.10 44.80 ± 2.36 / 34.91 ± 2.67 75.92 ± 2.44 / 75.77 ± 2.08 24.84 ± 2.78 / 59.88 ± 4.08 56.71 ± 1.65 / 62.01 ± 1.64 63.65 ± 0.52 / 18.25 ± 0.41 26.71 ± 1.53 / 44.61 ± 1.21 30.43 ± 0.92 / 47.06 ± 0.83 37.82 ± 3.63 / 32.97 ± 3.97 -0.12 ± 1.31 / 33.78 ± 0.32 21.59 ± 2.22 / 47.09 ± 1.09 62.35 ± 3.34 / 16.15 ± 1.66 6.54 ± 1.30 / 28.63 ± 1.24 1.83 ± 3.53 / 49.23 ± 2.07 52.61 ± 1.79 / 42.68 ± 2.71 61.70 ± 1.45 / 74.22 ± 1.00 23.89 ± 4.13 / 57.16 ± 4.48 33.72 ± 1.25 / 62.41 ± 1.53 70.32 ± 0.87 / 31.24 ± 2.42 39.82 ± 0.77 / 54.72 ± 0.59 53.82 ± 1.15 / 64.95 ± 0.94 53.21 ± 1.37 / 42.13 ± 2.58 13.72 ± 2.18 / 39.38 ± 2.08 40.85 ± 4.16 / 67.34 ± 3.66 62.41 ± 0.99 / 74.19 ± 0.56 66.70 ± 0.37 / 19.34 ± 0.85 39.74 ± 0.95 / 54.61 ± 0.75 54.37 ± 0.74 / 65.48 ± 0.65 53.37 ± 1.98 / 49.01 ± 1.29 68.88 ± 1.24 / 70.64 ± 0.92 37.17 ± 3.96 / 67.71 ± 2.64 69.02 ± 2.58 / 83.72 ± 1.53 68.38 ± 0.45 / 24.50 ± 0.64 51.00 ± 1.07 / 62.95 ± 0.81 78.18 ± 1.10 / 83.30 ± 0.85 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
google/gemma-7b (few-shot) 8538 256 8192 True 1,378 ± 260 / 387 ± 119 2.60 2.48 2.70 2.33 3.69 2.09 2.78 2.13 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 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.10.0 12.9.1 12.9.1 12.9.1 12.9.1 12.10.8 12.10.0 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.10.0 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.10.0 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.10.0
CohereForAI/aya-23-8B (few-shot) 8028 256 8192 False 5,608 ± 1,062 / 1,472 ± 479 2.65 2.64 2.95 2.63 4.17 1.87 2.44 1.83 47.08 ± 3.39 / 32.34 ± 2.97 47.16 ± 1.21 / 63.47 ± 1.57 8.41 ± 2.40 / 37.31 ± 1.66 58.83 ± 0.73 / 63.96 ± 0.56 65.03 ± 0.98 / 20.21 ± 0.77 36.64 ± 1.30 / 49.92 ± 1.19 39.24 ± 1.63 / 59.45 ± 1.09 27.29 ± 1.22 / 45.01 ± 0.99 60.94 ± 2.30 / 53.33 ± 3.53 59.61 ± 1.37 / 50.84 ± 3.99 35.73 ± 1.26 / 50.42 ± 1.67 62.45 ± 1.72 / 15.67 ± 1.26 6.18 ± 1.69 / 35.40 ± 1.06 4.00 ± 1.01 / 36.17 ± 0.94 46.52 ± 2.15 / 71.95 ± 1.63 20.14 ± 1.32 / 38.69 ± 0.99 27.50 ± 1.61 / 44.60 ± 1.39 60.04 ± 1.22 / 43.93 ± 3.63 76.21 ± 0.85 / 67.87 ± 1.71 7.54 ± 2.52 / 35.42 ± 1.33 58.60 ± 0.59 / 63.65 ± 0.30 63.00 ± 0.55 / 18.11 ± 0.35 20.97 ± 0.82 / 39.72 ± 0.64 28.96 ± 2.18 / 46.32 ± 1.64 47.16 ± 2.83 / 38.60 ± 4.04 3.84 ± 1.27 / 40.06 ± 3.79 21.75 ± 2.21 / 48.25 ± 2.02 59.16 ± 2.91 / 14.91 ± 1.85 3.70 ± 1.01 / 27.71 ± 0.66 -3.24 ± 3.16 / 49.96 ± 2.38 58.69 ± 1.32 / 45.79 ± 2.60 56.49 ± 2.69 / 70.39 ± 2.14 30.04 ± 2.28 / 62.58 ± 2.34 36.36 ± 1.07 / 66.01 ± 1.94 69.07 ± 1.43 / 28.50 ± 3.72 32.49 ± 1.21 / 48.62 ± 0.79 55.40 ± 1.43 / 65.83 ± 1.23 60.81 ± 1.94 / 46.59 ± 3.32 7.90 ± 1.63 / 24.82 ± 0.95 31.12 ± 2.35 / 64.29 ± 1.88 63.00 ± 1.23 / 74.60 ± 0.67 72.90 ± 0.24 / 30.63 ± 0.42 32.37 ± 1.09 / 48.63 ± 0.82 53.32 ± 1.89 / 64.30 ± 1.72 61.14 ± 2.97 / 53.13 ± 1.91 69.68 ± 0.65 / 67.92 ± 0.82 32.57 ± 2.11 / 65.57 ± 1.69 75.82 ± 1.63 / 87.24 ± 0.65 68.14 ± 1.53 / 25.56 ± 0.98 40.73 ± 0.87 / 54.65 ± 0.63 79.38 ± 0.82 / 84.41 ± 0.65 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
ibm-granite/granite-3.0-8b-instruct (few-shot) 8171 49 4096 True 5,090 ± 937 / 1,423 ± 466 2.69 2.64 2.76 2.61 4.11 2.23 2.74 1.75 44.92 ± 3.05 / 32.65 ± 2.50 49.31 ± 1.35 / 66.02 ± 1.10 10.14 ± 2.87 / 44.99 ± 4.82 57.34 ± 0.99 / 63.24 ± 0.44 66.02 ± 0.75 / 20.91 ± 0.70 33.71 ± 1.69 / 49.70 ± 1.24 43.55 ± 3.67 / 62.50 ± 2.36 21.34 ± 1.27 / 39.77 ± 1.09 53.79 ± 1.52 / 46.58 ± 1.73 56.13 ± 0.91 / 47.13 ± 2.04 51.36 ± 2.53 / 66.19 ± 2.08 62.40 ± 1.11 / 13.68 ± 1.61 6.83 ± 2.54 / 38.36 ± 3.81 8.09 ± 2.03 / 41.05 ± 4.14 48.01 ± 2.52 / 73.03 ± 1.99 24.55 ± 0.94 / 42.12 ± 0.85 26.71 ± 1.68 / 44.15 ± 1.46 44.94 ± 2.91 / 35.67 ± 3.53 76.78 ± 1.63 / 78.27 ± 1.22 16.96 ± 2.77 / 55.03 ± 3.49 56.83 ± 1.02 / 63.13 ± 0.89 65.09 ± 0.37 / 19.37 ± 0.37 26.57 ± 1.18 / 44.19 ± 0.95 24.62 ± 2.11 / 42.11 ± 1.50 42.67 ± 3.13 / 35.40 ± 3.93 1.11 ± 1.45 / 34.61 ± 0.82 22.25 ± 2.78 / 49.58 ± 2.19 63.81 ± 1.05 / 16.07 ± 1.19 5.12 ± 1.20 / 27.91 ± 0.90 0.89 ± 2.37 / 53.27 ± 1.64 54.68 ± 1.38 / 46.36 ± 2.67 55.48 ± 2.67 / 69.91 ± 1.90 26.89 ± 0.86 / 62.51 ± 0.48 31.27 ± 1.89 / 62.30 ± 2.09 66.33 ± 0.75 / 20.58 ± 1.77 33.98 ± 0.82 / 50.12 ± 0.65 34.59 ± 1.42 / 49.13 ± 1.25 53.62 ± 2.29 / 40.51 ± 1.41 13.37 ± 1.25 / 36.94 ± 1.81 23.47 ± 1.79 / 60.17 ± 1.23 61.20 ± 1.02 / 72.98 ± 0.62 62.34 ± 3.24 / 18.49 ± 1.19 34.69 ± 0.59 / 50.59 ± 0.56 31.36 ± 1.90 / 46.78 ± 1.51 62.84 ± 1.74 / 56.61 ± 1.77 68.55 ± 0.89 / 72.50 ± 1.04 41.05 ± 2.87 / 69.78 ± 1.63 66.25 ± 2.13 / 83.31 ± 0.91 69.36 ± 0.50 / 25.91 ± 0.54 53.62 ± 0.83 / 65.00 ± 0.65 71.00 ± 2.12 / 77.45 ± 1.78 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
mistralai/Mistral-7B-v0.1 (few-shot) 7242 32 32768 True 2,657 ± 524 / 880 ± 278 2.72 2.60 2.89 2.57 3.97 2.23 2.84 1.97 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 0.0.0 0.0.0 12.5.1 12.6.1 10.0.1 10.0.1 9.1.2 0.0.0 0.0.0 0.0.0 11.0.0 0.0.0 0.0.0 12.5.1 9.1.2 9.1.2 0.0.0 0.0.0 0.0.0 12.5.1 11.0.0 9.1.2 9.1.2 9.1.2 9.1.2 12.5.1 11.0.0 12.10.8 12.1.0 9.1.2 9.1.2 9.1.2 12.5.1 11.0.0 9.1.2 9.2.0 9.1.2 9.1.2 9.1.2 12.5.1 11.0.0 9.2.0 9.2.0 9.1.2 9.1.2 9.1.2 12.5.1 11.0.0 9.2.0 9.2.0
mistralai/Mistral-7B-v0.3 (few-shot) 7248 33 32768 True 4,120 ± 976 / 926 ± 306 2.74 2.50 2.90 2.57 4.01 2.29 2.89 2.00 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 12.10.4 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.5 12.10.8 12.10.4 12.10.4 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4
meta-llama/Llama-2-13b-chat-hf (few-shot) 13016 32 4096 True 2,849 ± 622 / 723 ± 229 2.84 2.56 2.92 2.63 4.16 2.38 3.03 2.20 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 12.10.4 12.11.0 12.11.0 12.10.4 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.11.0 12.10.4 12.10.4 12.11.0 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.11.0 12.11.0 12.10.4 12.10.4 12.11.0 12.10.4 12.11.0 12.11.0 12.11.0 12.10.4 12.11.0 12.10.4 12.10.4 12.11.0 12.11.0 12.10.4 12.10.4 12.11.0 12.10.4 12.10.4 12.11.0 12.11.0 12.10.4 12.10.4 12.11.0 12.10.4 12.10.4 12.11.0 12.11.0 12.10.4 12.10.4
mistralai/Mistral-7B-Instruct-v0.2 (few-shot) 7242 32 32768 False 634 ± 179 / 110 ± 35 2.86 2.62 3.01 2.75 4.05 2.51 2.85 2.25 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 9.2.0 9.3.1 12.4.0 12.6.1 10.0.1 10.0.1 9.3.2 9.2.0 9.2.0 9.2.0 12.4.0 9.3.1 9.3.1 12.4.0 9.3.2 9.3.2 9.2.0 9.2.0 9.3.1 12.4.0 12.4.0 9.3.2 9.3.2 9.2.0 9.3.1 12.4.0 12.4.0 12.10.8 12.1.0 12.9.0 12.9.0 12.9.0 12.9.0 12.9.0 12.9.0 12.9.0 9.3.1 9.2.0 9.3.1 12.4.0 12.4.0 9.3.2 9.3.2 9.3.1 9.2.0 9.3.1 12.4.0 12.4.0 9.3.2 9.3.2
timpal0l/Mistral-7B-v0.1-flashback-v2 (few-shot) 7242 32 32768 True 5,054 ± 1,200 / 1,056 ± 339 2.86 2.61 2.88 2.43 4.05 2.57 3.33 2.13 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 12.5.3 12.5.3 12.5.3 12.6.1 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.10.8 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3 12.5.3
meta-llama/Llama-2-13b-hf (few-shot) 13016 32 4096 True 2,898 ± 637 / 736 ± 236 2.89 2.73 3.02 2.54 4.25 2.38 3.10 2.20 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 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.4 12.10.5 12.10.5 12.10.8 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4
occiglot/occiglot-7b-eu5-instruct (few-shot) 7242 32 32768 False 2,088 ± 352 / 706 ± 214 2.89 2.78 3.01 2.78 4.11 2.28 3.01 2.26 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 12.3.1 12.3.1 12.5.2 12.5.2 12.2.0 12.4.0 12.3.1 12.3.1 12.4.0 12.3.1 12.3.1 12.5.2 12.2.0 12.3.1 12.4.0 12.4.0 12.3.1 12.3.1 12.5.2 12.3.1 12.4.0 12.4.0 12.10.8 12.3.1 12.5.2 12.2.0 12.3.1 12.4.0 12.4.0 12.3.1 12.3.1 12.5.2 12.2.0 12.3.1 12.4.0 12.4.0 12.3.1 12.3.1 12.5.2 12.2.0 12.3.1 12.4.0 12.4.0 12.3.1 12.3.1
microsoft/Phi-3-mini-4k-instruct (few-shot) 3821 32 4096 True 5,224 ± 1,371 / 1,063 ± 358 2.90 2.94 3.26 3.05 4.36 2.01 2.95 1.74 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 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.8 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5
meta-llama/Llama-3.2-3B-Instruct (few-shot) 3213 128 131073 False 10,424 ± 2,641 / 2,081 ± 666 2.95 2.77 3.16 2.75 4.23 2.60 2.96 2.16 41.12 ± 3.39 / 32.50 ± 2.74 42.77 ± 2.76 / 54.70 ± 4.19 11.52 ± 3.01 / 49.37 ± 4.12 51.14 ± 1.03 / 60.18 ± 0.55 65.19 ± 0.78 / 18.34 ± 1.22 49.78 ± 1.52 / 62.29 ± 1.14 45.88 ± 2.43 / 63.96 ± 1.59 21.89 ± 1.77 / 41.16 ± 1.43 49.66 ± 1.79 / 39.31 ± 2.55 51.98 ± 1.55 / 42.48 ± 3.10 44.13 ± 2.80 / 60.09 ± 3.10 60.50 ± 0.73 / 10.91 ± 0.62 0.67 ± 1.18 / 33.81 ± 0.33 1.11 ± 0.93 / 33.03 ± 0.39 28.62 ± 4.16 / 56.91 ± 4.14 26.82 ± 1.08 / 45.32 ± 0.84 20.98 ± 1.40 / 40.34 ± 1.17 43.74 ± 2.58 / 34.37 ± 2.59 76.98 ± 1.31 / 71.38 ± 3.20 16.01 ± 2.24 / 51.83 ± 3.50 48.38 ± 1.78 / 57.83 ± 0.99 64.98 ± 0.47 / 17.53 ± 0.50 29.44 ± 0.61 / 47.21 ± 0.47 22.42 ± 1.89 / 41.45 ± 1.49 27.57 ± 1.71 / 22.52 ± 1.18 -1.39 ± 1.30 / 34.40 ± 1.96 22.98 ± 2.48 / 50.74 ± 1.59 62.00 ± 1.89 / 14.40 ± 1.93 13.33 ± 1.23 / 35.42 ± 0.93 0.74 ± 1.09 / 50.92 ± 0.73 55.52 ± 2.07 / 46.18 ± 2.32 50.52 ± 2.29 / 62.39 ± 2.63 9.87 ± 2.95 / 42.20 ± 3.60 20.20 ± 3.28 / 47.02 ± 5.20 66.40 ± 0.98 / 21.21 ± 2.33 33.58 ± 0.41 / 50.27 ± 0.28 28.97 ± 1.01 / 46.45 ± 0.80 43.66 ± 2.01 / 40.23 ± 1.75 12.87 ± 1.32 / 37.23 ± 1.55 17.94 ± 3.48 / 55.88 ± 3.97 47.77 ± 1.82 / 64.44 ± 1.35 66.74 ± 1.00 / 18.33 ± 1.28 33.80 ± 0.84 / 50.30 ± 0.61 21.02 ± 1.29 / 40.27 ± 1.09 68.44 ± 1.14 / 56.80 ± 2.31 66.00 ± 1.41 / 70.47 ± 1.02 32.04 ± 3.44 / 65.62 ± 1.88 49.54 ± 3.13 / 75.26 ± 1.64 69.23 ± 0.19 / 24.84 ± 0.39 45.50 ± 0.74 / 58.96 ± 0.57 46.50 ± 1.78 / 59.43 ± 1.44 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
google/gemma-2-2b-it (few-shot) 2614 256 8193 True 5,374 ± 1,233 / 1,193 ± 377 2.96 2.69 3.03 2.79 4.32 2.58 3.03 2.30 28.22 ± 1.66 / 19.95 ± 1.55 47.11 ± 1.36 / 63.36 ± 1.39 19.99 ± 1.86 / 58.86 ± 1.11 48.00 ± 0.98 / 58.49 ± 0.49 66.73 ± 1.01 / 21.91 ± 1.06 52.85 ± 1.36 / 63.72 ± 1.12 52.74 ± 1.77 / 68.55 ± 1.20 29.94 ± 1.28 / 47.03 ± 1.01 35.56 ± 1.33 / 28.84 ± 2.19 37.70 ± 3.04 / 30.22 ± 2.39 46.84 ± 2.20 / 63.22 ± 1.89 64.58 ± 0.33 / 17.00 ± 0.45 17.15 ± 2.01 / 55.59 ± 2.04 14.38 ± 1.96 / 54.95 ± 1.73 29.75 ± 1.52 / 63.79 ± 1.50 23.02 ± 1.05 / 41.85 ± 0.86 33.13 ± 1.06 / 49.47 ± 0.83 35.61 ± 2.19 / 26.05 ± 2.45 75.84 ± 1.41 / 77.22 ± 1.09 15.62 ± 1.67 / 51.30 ± 3.09 47.76 ± 0.92 / 58.65 ± 0.83 65.16 ± 0.13 / 18.88 ± 0.13 27.00 ± 0.89 / 44.95 ± 0.72 31.43 ± 1.21 / 47.99 ± 0.85 14.79 ± 4.70 / 13.03 ± 2.92 1.10 ± 1.54 / 34.67 ± 0.87 25.42 ± 1.09 / 51.72 ± 1.28 62.67 ± 1.62 / 16.91 ± 1.38 10.76 ± 1.56 / 32.34 ± 1.02 -5.20 ± 1.82 / 53.08 ± 0.91 37.31 ± 2.28 / 31.09 ± 2.10 46.23 ± 2.32 / 63.45 ± 1.57 23.26 ± 1.16 / 60.73 ± 0.24 28.01 ± 1.95 / 59.66 ± 2.10 66.35 ± 0.99 / 21.43 ± 2.27 30.11 ± 1.02 / 47.48 ± 0.79 35.25 ± 0.64 / 50.80 ± 0.55 40.58 ± 2.08 / 28.95 ± 1.56 11.17 ± 1.32 / 32.96 ± 1.96 19.63 ± 2.61 / 52.65 ± 2.73 49.30 ± 1.25 / 67.27 ± 0.73 66.83 ± 0.86 / 19.21 ± 0.95 29.30 ± 1.02 / 46.88 ± 0.79 31.43 ± 1.42 / 47.87 ± 1.30 44.36 ± 1.46 / 38.51 ± 1.53 66.37 ± 1.35 / 67.64 ± 1.35 34.69 ± 2.50 / 67.16 ± 1.29 55.07 ± 1.73 / 78.88 ± 0.80 68.09 ± 0.20 / 23.58 ± 0.33 42.89 ± 1.25 / 57.03 ± 0.94 45.52 ± 0.68 / 58.39 ± 0.55 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
occiglot/occiglot-7b-eu5 (few-shot) 7242 32 32768 True 2,219 ± 427 / 717 ± 224 2.98 2.84 3.11 2.79 4.22 2.38 3.15 2.38 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 12.1.0 12.1.0 12.6.1 12.1.0 12.1.0 12.2.0 12.5.2 12.5.2 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.2.0 12.5.2 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.2.0 12.5.2 12.1.0 12.1.0 12.1.0 12.10.8 12.2.0 12.5.2 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.2.0 12.5.2 12.1.0 12.1.0 12.1.0 12.1.0 12.2.0 12.2.0 12.5.2 12.1.0 12.1.0 12.1.0 12.1.0 12.2.0 12.2.0
01-ai/Yi-1.5-6B (few-shot) 6061 64 4097 True 2,867 ± 550 / 793 ± 253 2.99 3.14 3.17 2.80 4.15 2.61 3.24 1.85 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
mistralai/Mistral-7B-Instruct-v0.1 (few-shot) 7242 32 32768 False 634 ± 179 / 110 ± 35 2.99 2.81 3.09 2.88 4.22 2.60 3.16 2.17 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 9.3.1 9.3.1 12.4.0 12.6.1 10.0.1 10.0.1 9.3.1 9.3.1 9.3.1 9.3.1 12.4.0 9.3.1 9.3.1 12.4.0 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 12.4.0 12.4.0 9.3.1 9.3.1 9.3.1 9.3.1 12.4.0 12.4.0 12.10.8 12.1.0 12.9.0 12.9.0 12.9.0 12.9.0 12.9.0 12.9.0 12.9.0 9.3.1 9.3.1 9.3.1 12.4.0 12.4.0 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 12.4.0 12.4.0 9.3.1 9.3.1
meta-llama/Llama-3.2-3B (few-shot) 3213 128 131073 True 3,713 ± 877 / 836 ± 267 3.03 2.87 3.11 2.75 4.10 2.61 3.34 2.44 41.13 ± 2.85 / 27.15 ± 1.82 38.90 ± 1.93 / 44.34 ± 1.64 9.60 ± 2.51 / 44.34 ± 5.20 56.85 ± 1.27 / 62.25 ± 0.88 63.35 ± 0.50 / 15.11 ± 0.93 45.46 ± 1.79 / 57.79 ± 1.31 46.77 ± 2.98 / 64.61 ± 1.98 12.19 ± 0.97 / 33.27 ± 0.89 49.57 ± 2.20 / 37.13 ± 2.52 52.13 ± 3.94 / 38.26 ± 3.77 39.96 ± 2.25 / 58.34 ± 1.66 58.99 ± 1.85 / 11.04 ± 1.25 3.20 ± 3.84 / 37.62 ± 4.94 3.72 ± 3.66 / 38.51 ± 4.61 45.54 ± 3.50 / 68.67 ± 2.58 21.88 ± 1.21 / 40.31 ± 1.01 14.24 ± 1.99 / 33.82 ± 1.72 51.06 ± 2.85 / 31.63 ± 3.67 77.76 ± 1.09 / 67.88 ± 3.15 5.88 ± 3.89 / 38.51 ± 4.84 57.43 ± 1.04 / 62.93 ± 0.94 62.73 ± 0.74 / 17.61 ± 0.49 27.05 ± 1.14 / 44.68 ± 0.87 13.30 ± 1.20 / 33.89 ± 1.04 42.04 ± 3.53 / 25.31 ± 1.59 0.00 ± 0.00 / 32.97 ± 0.29 24.07 ± 4.63 / 49.31 ± 4.59 61.80 ± 2.80 / 14.50 ± 2.00 13.79 ± 1.55 / 35.23 ± 1.26 0.25 ± 2.45 / 48.10 ± 1.67 49.85 ± 1.96 / 41.04 ± 2.44 54.65 ± 1.58 / 65.94 ± 2.42 3.17 ± 5.20 / 36.54 ± 5.71 29.37 ± 3.48 / 58.09 ± 4.16 67.96 ± 1.38 / 25.30 ± 2.54 29.56 ± 0.63 / 46.21 ± 0.55 16.15 ± 1.34 / 35.40 ± 1.27 47.40 ± 3.29 / 33.11 ± 2.04 7.90 ± 1.98 / 30.71 ± 1.89 3.10 ± 1.93 / 34.24 ± 0.73 56.53 ± 1.48 / 68.47 ± 1.35 62.27 ± 2.04 / 16.54 ± 1.58 29.18 ± 0.87 / 46.04 ± 0.54 10.34 ± 1.08 / 32.08 ± 1.06 59.09 ± 1.44 / 52.03 ± 1.96 63.29 ± 1.29 / 67.82 ± 0.74 13.50 ± 4.14 / 50.33 ± 5.61 68.15 ± 2.21 / 81.12 ± 1.18 67.73 ± 0.51 / 22.02 ± 0.74 40.10 ± 0.68 / 54.53 ± 0.48 20.88 ± 2.25 / 39.75 ± 1.62 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
microsoft/Phi-3-mini-128k-instruct (few-shot) 3821 32 131072 True 7,312 ± 1,668 / 1,609 ± 525 3.03 3.25 3.26 3.13 4.38 2.15 3.08 1.97 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 12.9.1 12.9.1 12.9.1 12.9.1 12.10.0 12.10.0 12.10.0 12.9.1 12.9.1 12.9.1 12.10.0 12.9.1 12.9.1 12.9.1 12.10.0 12.10.0 12.9.1 12.9.1 12.9.1 12.9.1 12.10.0 12.10.0 12.10.0 12.9.1 12.9.1 12.9.1 12.10.0 12.10.8 12.10.0 12.9.1 12.9.1 12.9.1 12.9.1 12.10.0 12.10.0 12.10.0 12.9.1 12.9.1 12.9.1 12.9.1 12.10.0 12.10.0 12.10.0 12.9.1 12.9.1 12.9.1 12.9.1 12.10.0 12.10.0 12.10.0
ibm-granite/granite-3.0-2b-instruct (few-shot) 2634 49 4097 True 10,194 ± 2,403 / 2,193 ± 731 3.05 3.00 3.22 3.01 4.47 2.68 2.89 2.09 41.79 ± 2.11 / 32.67 ± 2.33 41.86 ± 1.28 / 61.22 ± 0.99 11.86 ± 1.80 / 50.92 ± 3.93 51.97 ± 0.76 / 59.28 ± 0.61 64.86 ± 0.75 / 19.26 ± 0.79 29.55 ± 1.68 / 46.85 ± 1.40 26.20 ± 2.23 / 51.29 ± 1.34 3.64 ± 0.91 / 27.01 ± 0.69 52.68 ± 2.02 / 46.01 ± 1.94 53.17 ± 0.85 / 47.77 ± 2.12 39.87 ± 1.73 / 55.71 ± 2.40 62.24 ± 0.54 / 14.11 ± 0.65 12.08 ± 2.13 / 51.41 ± 4.09 7.18 ± 2.00 / 48.84 ± 3.17 36.00 ± 2.29 / 61.00 ± 2.15 15.78 ± 1.22 / 36.32 ± 0.86 9.98 ± 1.73 / 31.35 ± 1.65 45.23 ± 3.64 / 37.99 ± 4.03 72.76 ± 2.25 / 72.65 ± 2.38 11.25 ± 2.04 / 51.22 ± 3.26 52.22 ± 0.70 / 59.36 ± 0.78 61.56 ± 0.78 / 17.51 ± 0.44 18.14 ± 1.00 / 38.28 ± 0.77 6.77 ± 1.16 / 28.93 ± 0.94 30.21 ± 4.29 / 29.79 ± 3.81 3.67 ± 1.87 / 48.02 ± 3.06 15.12 ± 1.65 / 40.55 ± 1.13 56.75 ± 2.25 / 10.37 ± 1.58 3.22 ± 0.92 / 27.64 ± 0.84 1.88 ± 2.37 / 49.26 ± 1.60 53.30 ± 0.87 / 47.62 ± 1.30 44.95 ± 3.84 / 62.77 ± 2.82 18.67 ± 1.83 / 57.35 ± 3.01 28.10 ± 1.17 / 58.38 ± 1.45 65.95 ± 0.58 / 20.96 ± 1.39 23.84 ± 0.97 / 42.69 ± 0.79 16.86 ± 1.12 / 35.87 ± 1.30 52.52 ± 1.62 / 44.69 ± 2.23 13.85 ± 1.90 / 36.43 ± 2.11 17.72 ± 1.86 / 57.31 ± 1.52 53.50 ± 1.16 / 67.02 ± 0.75 66.23 ± 0.48 / 18.18 ± 0.68 24.62 ± 0.65 / 43.32 ± 0.48 15.79 ± 1.37 / 35.56 ± 1.11 61.97 ± 1.74 / 54.58 ± 1.53 67.54 ± 1.33 / 66.16 ± 1.54 31.70 ± 2.00 / 65.43 ± 1.09 59.78 ± 1.66 / 78.74 ± 0.76 68.61 ± 0.41 / 24.36 ± 0.58 39.82 ± 0.91 / 54.59 ± 0.66 57.51 ± 0.92 / 67.67 ± 0.71 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
ibm-granite/granite-8b-code-base-4k (few-shot) 8055 49 4096 True 2,313 ± 423 / 682 ± 210 3.05 3.00 3.12 2.95 4.21 2.65 3.04 2.39 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
google/gemma-7b-it (few-shot) 8538 256 8192 False 1,792 ± 249 / 668 ± 203 3.09 2.96 3.01 3.13 4.24 2.95 3.08 2.25 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 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.7.0 12.7.0 12.7.0 12.7.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.8 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0
meta-llama/Llama-2-7b-chat-hf (few-shot) 6738 32 4096 False 2,643 ± 455 / 800 ± 247 3.09 2.85 3.25 2.97 4.31 2.73 3.11 2.38 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 9.3.1 9.3.1 12.4.0 12.6.1 10.0.1 10.0.1 9.3.1 9.3.1 9.3.1 9.3.1 12.4.0 9.3.1 9.3.1 12.4.0 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 12.4.0 12.4.0 9.3.1 9.3.1 9.3.1 9.3.1 12.4.0 12.4.0 12.10.8 12.1.0 12.9.0 12.9.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 9.3.1 9.3.1 9.3.1 12.4.0 12.4.0 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 12.4.0 12.4.0 9.3.1 9.3.1
ibm-granite/granite-3.0-2b-base (few-shot) 2534 49 4097 True 10,187 ± 2,363 / 2,204 ± 737 3.11 3.20 3.32 3.10 4.56 2.64 2.90 2.07 32.34 ± 3.77 / 24.48 ± 3.17 29.50 ± 3.63 / 42.61 ± 4.86 3.89 ± 1.49 / 37.29 ± 3.65 53.67 ± 0.84 / 59.15 ± 0.69 64.48 ± 0.83 / 19.25 ± 0.78 24.40 ± 2.55 / 42.44 ± 1.87 31.93 ± 1.90 / 54.43 ± 1.22 10.00 ± 1.73 / 32.31 ± 0.87 43.00 ± 2.81 / 35.39 ± 2.28 45.08 ± 0.83 / 38.16 ± 1.91 35.36 ± 2.31 / 54.88 ± 2.08 62.00 ± 0.62 / 14.22 ± 0.76 2.79 ± 1.92 / 41.90 ± 4.62 1.95 ± 2.02 / 38.91 ± 3.27 37.33 ± 3.11 / 59.74 ± 2.74 15.76 ± 1.18 / 36.68 ± 0.90 12.98 ± 1.32 / 34.07 ± 1.34 36.54 ± 2.70 / 28.79 ± 3.85 68.85 ± 5.19 / 70.02 ± 3.95 2.60 ± 2.58 / 40.21 ± 4.08 54.58 ± 0.89 / 59.78 ± 0.77 61.77 ± 1.85 / 17.01 ± 0.69 16.19 ± 1.01 / 37.23 ± 0.78 14.06 ± 1.52 / 34.80 ± 1.35 29.51 ± 2.44 / 29.14 ± 2.34 -0.32 ± 0.63 / 33.70 ± 0.28 12.36 ± 2.12 / 34.06 ± 1.47 59.43 ± 1.83 / 13.09 ± 1.58 2.35 ± 1.26 / 27.85 ± 0.87 0.01 ± 2.73 / 45.18 ± 1.36 45.81 ± 1.27 / 39.33 ± 2.24 34.61 ± 3.47 / 44.53 ± 3.65 16.19 ± 3.33 / 54.43 ± 3.53 28.25 ± 4.10 / 57.52 ± 4.47 67.90 ± 0.72 / 26.38 ± 1.63 28.28 ± 0.88 / 46.06 ± 0.73 28.25 ± 2.23 / 45.60 ± 2.02 47.28 ± 1.57 / 36.12 ± 1.72 12.12 ± 1.92 / 35.44 ± 1.80 12.74 ± 2.68 / 52.69 ± 2.88 60.36 ± 1.36 / 71.20 ± 0.77 64.26 ± 0.75 / 16.55 ± 0.76 26.88 ± 0.86 / 44.76 ± 0.70 34.05 ± 1.57 / 50.08 ± 1.18 57.78 ± 1.91 / 50.30 ± 2.29 67.81 ± 1.00 / 61.89 ± 1.51 22.81 ± 2.71 / 60.07 ± 2.49 72.90 ± 1.16 / 83.67 ± 0.66 67.33 ± 0.41 / 22.76 ± 0.60 37.80 ± 0.99 / 53.52 ± 0.78 67.23 ± 0.96 / 75.34 ± 0.74 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
Qwen/Qwen1.5-4B-Chat (few-shot) 3950 152 32768 False 4,347 ± 893 / 1,135 ± 365 3.14 2.93 3.30 3.04 4.53 2.78 3.13 2.25 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 12.1.0 12.1.0 12.5.2 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.5.2 12.1.0 12.1.0 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 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0
meta-llama/Llama-2-7b-hf (few-shot) 6738 32 4096 True 930 ± 310 / 128 ± 43 3.16 3.02 3.26 2.89 4.38 2.74 3.36 2.47 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 9.2.0 9.2.0 12.5.1 12.6.1 10.0.1 10.0.1 9.2.0 9.2.0 9.2.0 9.2.0 11.0.0 9.2.0 9.2.0 12.5.1 9.2.0 9.2.0 9.2.0 9.2.0 9.2.0 12.5.1 12.0.0 9.2.0 9.2.0 9.2.0 9.2.0 12.5.1 11.0.0 12.10.8 12.1.0 12.8.0 12.8.0 12.8.0 12.8.0 12.9.0 12.9.0 12.9.0 9.2.0 9.2.0 9.2.0 12.5.1 11.0.0 9.2.0 9.2.0 9.2.0 9.2.0 9.2.0 12.5.1 12.0.0 9.2.0 9.2.0
ibm-granite/granite-8b-code-instruct-4k (few-shot) 8055 49 4096 True 5,617 ± 995 / 1,623 ± 540 3.18 3.06 3.23 3.04 4.55 2.78 3.16 2.45 45.90 ± 2.53 / 33.00 ± 1.93 37.11 ± 1.88 / 56.47 ± 1.59 11.70 ± 2.16 / 50.31 ± 3.91 50.11 ± 0.83 / 55.71 ± 0.49 63.86 ± 0.96 / 18.38 ± 0.71 32.44 ± 2.29 / 46.63 ± 2.29 7.46 ± 1.83 / 39.41 ± 1.17 5.62 ± 1.16 / 28.71 ± 0.79 66.91 ± 1.50 / 54.98 ± 2.20 62.82 ± 1.23 / 53.14 ± 3.17 40.71 ± 1.63 / 59.35 ± 1.58 60.59 ± 0.99 / 12.74 ± 0.82 9.50 ± 1.68 / 46.31 ± 3.06 6.74 ± 1.70 / 42.10 ± 4.67 32.83 ± 1.83 / 55.30 ± 2.35 11.35 ± 1.23 / 32.01 ± 0.91 6.21 ± 0.99 / 29.05 ± 0.80 52.85 ± 2.76 / 35.11 ± 3.66 73.93 ± 1.58 / 73.97 ± 1.19 8.27 ± 2.90 / 43.29 ± 4.82 48.49 ± 0.77 / 54.50 ± 0.73 60.98 ± 0.80 / 16.18 ± 0.48 13.69 ± 0.86 / 33.34 ± 0.46 5.68 ± 1.13 / 27.99 ± 1.11 43.20 ± 3.61 / 32.10 ± 3.76 0.00 ± 0.00 / 33.69 ± 0.28 14.28 ± 2.94 / 38.21 ± 2.38 49.66 ± 3.28 / 7.97 ± 1.43 3.07 ± 1.66 / 25.74 ± 1.09 2.79 ± 3.13 / 47.97 ± 1.43 54.45 ± 1.17 / 42.36 ± 2.59 43.62 ± 3.18 / 59.82 ± 2.70 15.24 ± 1.87 / 55.49 ± 2.89 26.00 ± 2.28 / 51.82 ± 2.70 66.68 ± 1.30 / 24.80 ± 3.14 15.81 ± 1.07 / 36.18 ± 0.94 9.60 ± 1.12 / 31.31 ± 1.02 60.72 ± 2.14 / 45.52 ± 2.46 12.38 ± 1.62 / 29.91 ± 1.91 10.96 ± 1.47 / 47.97 ± 3.45 51.20 ± 0.91 / 61.75 ± 0.63 63.23 ± 0.96 / 16.22 ± 0.74 15.26 ± 0.67 / 35.76 ± 0.34 4.03 ± 0.90 / 27.17 ± 0.73 72.59 ± 0.91 / 65.83 ± 1.30 61.61 ± 1.45 / 67.09 ± 1.38 18.37 ± 2.07 / 56.26 ± 2.62 66.68 ± 3.56 / 78.95 ± 2.38 68.41 ± 0.33 / 24.66 ± 0.47 24.14 ± 0.58 / 42.17 ± 0.33 14.42 ± 2.00 / 34.50 ± 1.81 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
01-ai/Yi-6B (few-shot) 6061 64 4096 True 6,435 ± 1,316 / 1,632 ± 549 3.19 3.30 3.16 2.86 4.67 3.02 3.33 2.02 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 10.0.0 12.5.1 12.6.1 10.0.1 10.0.1 10.0.1 9.3.2 9.3.2 10.0.0 12.0.0 10.0.0 10.0.0 12.5.1 10.0.1 10.0.1 9.3.2 10.0.0 10.0.0 12.5.1 12.0.0 10.0.1 10.0.1 9.3.2 10.0.0 12.5.1 12.0.0 12.10.8 12.1.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 9.3.2 10.0.0 10.0.0 12.5.1 12.0.0 10.0.1 10.0.1 9.3.2 10.0.0 10.0.0 12.5.1 12.0.0 10.0.1 10.0.1
ibm-granite/granite-3.0-3b-a800m-instruct (few-shot) 3374 49 4096 True 10,246 ± 3,021 / 1,629 ± 550 3.26 3.27 3.55 3.19 4.54 2.73 3.15 2.42 37.37 ± 2.46 / 26.81 ± 2.24 31.44 ± 1.82 / 48.96 ± 2.35 5.27 ± 2.40 / 40.63 ± 4.68 48.41 ± 1.10 / 55.05 ± 0.97 63.82 ± 0.97 / 18.09 ± 0.88 18.25 ± 1.54 / 38.38 ± 1.12 19.54 ± 2.59 / 46.35 ± 1.91 2.64 ± 1.03 / 26.88 ± 0.77 44.89 ± 2.26 / 34.93 ± 2.45 48.08 ± 1.68 / 34.39 ± 2.61 32.29 ± 1.15 / 51.91 ± 2.66 59.77 ± 0.91 / 11.96 ± 0.65 7.49 ± 1.65 / 47.79 ± 3.81 4.65 ± 1.91 / 45.75 ± 5.13 26.37 ± 1.51 / 47.59 ± 2.41 11.54 ± 1.37 / 32.89 ± 1.10 3.42 ± 1.93 / 26.93 ± 1.47 40.68 ± 2.32 / 24.33 ± 2.43 68.96 ± 2.04 / 72.76 ± 1.25 4.77 ± 1.97 / 43.64 ± 5.60 49.73 ± 0.76 / 56.63 ± 0.69 60.93 ± 0.49 / 14.76 ± 0.77 13.55 ± 1.27 / 34.97 ± 0.99 5.27 ± 1.49 / 27.92 ± 1.10 23.14 ± 2.08 / 23.09 ± 2.24 0.18 ± 1.67 / 33.93 ± 0.34 14.15 ± 2.49 / 36.10 ± 1.65 60.80 ± 0.81 / 10.79 ± 1.85 2.86 ± 1.31 / 26.61 ± 1.04 -1.31 ± 2.24 / 50.29 ± 1.93 47.31 ± 1.67 / 31.36 ± 2.00 48.28 ± 4.28 / 64.07 ± 3.81 14.08 ± 1.29 / 52.67 ± 2.70 28.37 ± 4.07 / 55.92 ± 4.76 61.97 ± 1.94 / 19.06 ± 1.18 22.99 ± 0.83 / 41.98 ± 0.66 20.06 ± 1.95 / 38.69 ± 1.78 49.25 ± 2.57 / 36.48 ± 2.14 9.45 ± 1.76 / 39.66 ± 1.14 11.87 ± 2.68 / 47.32 ± 3.85 54.20 ± 1.44 / 67.04 ± 0.75 64.77 ± 0.96 / 16.74 ± 0.86 21.52 ± 1.18 / 40.76 ± 0.95 22.32 ± 2.02 / 39.89 ± 1.82 52.79 ± 4.09 / 43.45 ± 2.82 65.92 ± 1.02 / 70.47 ± 0.75 16.74 ± 2.67 / 55.45 ± 3.35 64.92 ± 2.84 / 80.88 ± 1.27 65.50 ± 0.97 / 21.90 ± 0.40 33.84 ± 0.87 / 50.07 ± 0.67 49.84 ± 1.22 / 61.87 ± 1.03 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
TrustLLMeu/baseline-7-8b_1t-tokens_llama (few-shot) 7800 100 4096 True 6,197 ± 1,118 / 1,730 ± 577 3.30 3.14 3.42 3.16 3.99 2.97 3.42 2.99 34.25 ± 2.28 / 30.39 ± 2.14 45.67 ± 2.41 / 58.41 ± 3.04 10.62 ± 2.37 / 53.20 ± 3.73 50.77 ± 2.48 / 56.92 ± 2.42 65.67 ± 1.05 / 19.97 ± 0.93 2.31 ± 1.92 / 24.65 ± 1.65 10.57 ± 2.47 / 40.33 ± 1.67 0.64 ± 1.55 / 25.40 ± 0.77 42.77 ± 2.42 / 40.31 ± 2.34 45.69 ± 3.69 / 43.11 ± 3.62 37.79 ± 2.38 / 56.41 ± 2.91 61.05 ± 1.44 / 13.39 ± 1.24 8.77 ± 1.96 / 49.11 ± 4.22 8.47 ± 3.16 / 49.65 ± 4.39 44.24 ± 4.15 / 65.11 ± 3.79 -1.34 ± 1.57 / 22.60 ± 0.91 -0.94 ± 1.03 / 24.17 ± 0.64 42.87 ± 3.17 / 40.34 ± 2.52 79.18 ± 0.46 / 76.66 ± 1.44 8.65 ± 1.60 / 46.95 ± 3.15 51.56 ± 0.79 / 57.58 ± 0.79 64.66 ± 0.41 / 18.04 ± 0.38 2.37 ± 1.04 / 24.51 ± 0.95 0.17 ± 0.83 / 25.26 ± 0.69 36.02 ± 3.80 / 33.67 ± 3.60 5.05 ± 2.42 / 48.46 ± 3.52 25.83 ± 4.24 / 50.31 ± 4.16 66.77 ± 0.97 / 18.38 ± 1.96 1.70 ± 1.74 / 25.02 ± 1.35 -1.88 ± 3.84 / 55.00 ± 1.77 39.21 ± 2.29 / 36.08 ± 2.06 58.36 ± 1.80 / 71.98 ± 1.17 7.03 ± 3.09 / 50.18 ± 3.74 27.02 ± 3.09 / 51.94 ± 4.17 68.59 ± 0.76 / 25.49 ± 2.17 3.52 ± 0.84 / 26.38 ± 0.62 0.06 ± 0.82 / 24.56 ± 0.78 48.24 ± 2.28 / 40.24 ± 1.90 11.37 ± 1.34 / 33.54 ± 1.83 10.73 ± 1.76 / 48.26 ± 4.65 54.83 ± 1.16 / 65.28 ± 1.11 64.32 ± 0.90 / 18.12 ± 1.06 0.72 ± 1.25 / 24.90 ± 0.92 -0.47 ± 0.87 / 24.28 ± 0.68 45.89 ± 2.63 / 42.96 ± 2.56 59.29 ± 1.35 / 65.59 ± 1.02 9.11 ± 2.36 / 52.02 ± 2.16 66.74 ± 1.21 / 77.75 ± 1.09 68.17 ± 0.69 / 22.50 ± 0.73 0.92 ± 1.20 / 23.00 ± 0.81 0.61 ± 1.04 / 25.00 ± 0.60 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
allenai/OLMo-1.7-7B-hf (few-shot) 6888 50 4096 True 3,371 ± 876 / 561 ± 184 3.30 3.21 3.42 2.99 4.45 2.93 3.55 2.52 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 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.4 12.10.5 12.10.5 12.10.8 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4
Qwen/Qwen1.5-4B (few-shot) 3950 152 32768 True 3,248 ± 739 / 761 ± 252 3.31 3.03 3.40 3.51 4.65 3.00 3.43 2.17 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 12.1.0 12.6.1 12.1.0 12.1.0 12.1.0 12.5.2 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 9.3.2 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.10.8 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0
google/gemma-2-2b (few-shot) 2614 256 8193 True 5,235 ± 1,226 / 1,154 ± 366 3.35 3.11 3.50 3.06 4.43 2.95 3.60 2.78 17.29 ± 2.84 / 13.87 ± 2.03 34.94 ± 2.71 / 42.58 ± 3.24 6.39 ± 2.41 / 45.03 ± 4.32 54.94 ± 1.00 / 59.95 ± 1.03 64.82 ± 1.05 / 20.37 ± 1.06 48.07 ± 1.24 / 60.50 ± 0.88 45.03 ± 1.84 / 63.40 ± 1.23 9.10 ± 1.03 / 30.51 ± 1.01 20.47 ± 4.02 / 21.28 ± 2.58 24.18 ± 4.24 / 24.41 ± 3.40 32.61 ± 1.86 / 47.91 ± 2.11 60.17 ± 2.18 / 13.48 ± 1.53 3.22 ± 1.55 / 36.61 ± 2.49 3.91 ± 2.50 / 45.37 ± 4.56 41.16 ± 3.73 / 63.31 ± 3.73 19.03 ± 1.65 / 38.84 ± 1.33 7.35 ± 1.61 / 28.89 ± 1.54 30.45 ± 3.49 / 23.98 ± 3.18 76.36 ± 1.10 / 65.98 ± 2.36 6.06 ± 2.07 / 49.80 ± 2.71 55.19 ± 0.71 / 60.59 ± 0.61 63.12 ± 0.69 / 17.92 ± 0.39 20.80 ± 0.90 / 40.36 ± 0.78 6.24 ± 1.13 / 28.87 ± 1.03 10.67 ± 5.23 / 13.01 ± 3.26 -0.21 ± 0.99 / 33.71 ± 0.28 20.22 ± 3.01 / 43.48 ± 2.32 59.97 ± 2.49 / 13.32 ± 2.03 10.08 ± 1.82 / 32.08 ± 1.37 1.16 ± 2.48 / 51.00 ± 1.70 19.69 ± 4.71 / 19.53 ± 3.13 50.36 ± 2.83 / 60.36 ± 3.45 9.07 ± 2.41 / 44.45 ± 4.37 27.06 ± 4.74 / 53.36 ± 6.20 68.52 ± 1.47 / 26.96 ± 3.01 26.50 ± 0.89 / 44.19 ± 0.75 9.36 ± 1.35 / 30.60 ± 1.18 22.63 ± 4.98 / 22.71 ± 2.86 8.11 ± 1.55 / 28.07 ± 1.80 8.04 ± 1.79 / 48.95 ± 2.97 52.39 ± 2.14 / 65.22 ± 1.11 61.90 ± 1.04 / 17.09 ± 0.93 22.76 ± 0.76 / 41.67 ± 0.80 8.50 ± 1.32 / 30.16 ± 1.11 30.82 ± 4.46 / 27.49 ± 3.87 66.28 ± 0.84 / 65.60 ± 1.23 10.09 ± 2.52 / 48.92 ± 3.34 64.96 ± 3.77 / 78.21 ± 2.16 67.13 ± 0.54 / 21.94 ± 0.39 35.14 ± 1.07 / 51.22 ± 0.84 11.26 ± 1.35 / 31.40 ± 1.40 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
ibm-granite/granite-3.0-3b-a800m-base (few-shot) 3374 49 4096 True 10,504 ± 3,028 / 1,678 ± 559 3.43 3.56 3.64 3.36 4.72 2.98 3.28 2.47 31.80 ± 2.87 / 23.06 ± 2.09 6.85 ± 2.25 / 19.42 ± 0.91 0.97 ± 1.10 / 36.48 ± 3.91 49.83 ± 1.73 / 55.19 ± 1.84 63.43 ± 0.90 / 16.85 ± 1.02 15.97 ± 1.54 / 36.37 ± 1.08 17.19 ± 2.72 / 45.23 ± 1.84 3.07 ± 0.91 / 27.05 ± 0.83 40.08 ± 2.60 / 33.17 ± 1.81 43.96 ± 1.65 / 32.96 ± 2.24 31.90 ± 1.50 / 53.03 ± 1.81 59.98 ± 1.54 / 11.97 ± 1.13 -0.07 ± 0.97 / 35.01 ± 1.42 1.27 ± 2.35 / 38.10 ± 4.51 23.32 ± 2.39 / 43.13 ± 3.33 11.78 ± 1.09 / 33.75 ± 0.93 5.48 ± 1.23 / 28.09 ± 1.29 36.01 ± 3.07 / 24.61 ± 4.22 57.18 ± 5.33 / 62.72 ± 5.30 1.52 ± 2.14 / 38.30 ± 3.62 51.04 ± 0.95 / 56.97 ± 0.96 58.57 ± 0.73 / 15.09 ± 0.29 13.42 ± 0.96 / 34.81 ± 0.72 7.33 ± 1.70 / 29.31 ± 1.45 18.07 ± 3.62 / 18.73 ± 2.54 -0.72 ± 1.22 / 33.96 ± 0.50 12.27 ± 2.81 / 30.66 ± 1.47 56.49 ± 3.33 / 8.77 ± 1.24 0.32 ± 1.35 / 24.82 ± 1.04 1.00 ± 2.57 / 51.21 ± 2.91 40.61 ± 2.18 / 28.49 ± 2.11 31.86 ± 3.60 / 42.96 ± 3.98 5.36 ± 3.96 / 37.83 ± 4.03 25.99 ± 3.85 / 47.72 ± 4.74 66.77 ± 0.94 / 23.71 ± 1.90 22.17 ± 1.05 / 41.55 ± 0.85 22.61 ± 1.75 / 41.16 ± 1.46 42.52 ± 3.31 / 33.08 ± 2.70 9.91 ± 1.71 / 35.24 ± 2.62 0.69 ± 2.82 / 36.10 ± 2.58 56.95 ± 1.18 / 66.87 ± 1.37 63.71 ± 0.60 / 17.04 ± 0.70 20.93 ± 1.42 / 40.35 ± 1.23 24.42 ± 1.73 / 42.26 ± 1.49 49.44 ± 3.68 / 39.69 ± 2.34 66.65 ± 1.04 / 65.72 ± 1.32 12.56 ± 2.15 / 54.20 ± 3.42 63.29 ± 4.61 / 75.62 ± 3.79 66.38 ± 0.28 / 21.17 ± 0.41 32.06 ± 0.87 / 49.12 ± 0.61 58.21 ± 0.98 / 68.63 ± 0.74 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
MaLA-LM/emma-500-llama2-7b (few-shot) 6738 32 4096 True 6,275 ± 1,193 / 1,755 ± 578 3.47 3.50 3.59 3.19 4.26 3.38 3.64 2.72 28.18 ± 3.39 / 24.25 ± 3.30 29.32 ± 7.19 / 41.08 ± 8.29 2.90 ± 2.18 / 37.93 ± 4.98 56.48 ± 1.11 / 62.92 ± 0.96 53.81 ± 1.18 / 9.42 ± 0.33 27.86 ± 1.78 / 43.42 ± 1.51 34.62 ± 2.93 / 55.21 ± 2.08 4.73 ± 0.61 / 27.77 ± 0.53 36.96 ± 3.10 / 34.68 ± 3.19 39.38 ± 3.30 / 37.06 ± 3.49 32.67 ± 2.52 / 44.37 ± 3.06 51.44 ± 1.23 / 8.37 ± 0.51 2.18 ± 2.36 / 38.05 ± 3.18 5.33 ± 2.97 / 44.30 ± 4.99 45.23 ± 5.03 / 67.75 ± 4.41 9.35 ± 1.27 / 30.22 ± 0.88 4.85 ± 0.63 / 27.55 ± 0.65 41.49 ± 2.82 / 38.09 ± 2.86 75.64 ± 1.51 / 76.06 ± 1.42 0.66 ± 1.97 / 33.73 ± 0.54 57.48 ± 0.54 / 63.85 ± 0.46 55.94 ± 1.10 / 13.29 ± 0.34 10.56 ± 1.14 / 31.45 ± 0.92 5.03 ± 1.36 / 28.41 ± 0.76 31.81 ± 1.93 / 29.47 ± 2.02 3.63 ± 1.69 / 44.49 ± 3.89 16.72 ± 7.29 / 46.83 ± 5.93 58.72 ± 3.28 / 13.71 ± 1.35 12.62 ± 1.36 / 34.51 ± 1.27 3.43 ± 2.18 / 44.56 ± 1.09 32.33 ± 2.48 / 30.20 ± 1.92 26.39 ± 5.23 / 36.06 ± 6.62 1.44 ± 1.38 / 33.60 ± 0.42 28.15 ± 5.57 / 54.13 ± 6.75 58.62 ± 3.80 / 13.54 ± 2.20 14.94 ± 1.09 / 35.44 ± 0.89 8.70 ± 0.96 / 31.09 ± 0.58 36.61 ± 3.37 / 31.91 ± 2.20 8.77 ± 1.80 / 25.31 ± 1.42 3.52 ± 2.07 / 35.34 ± 1.61 59.51 ± 0.97 / 70.33 ± 0.64 54.50 ± 5.78 / 15.01 ± 1.59 14.90 ± 1.44 / 35.20 ± 1.09 7.26 ± 1.56 / 29.91 ± 1.18 47.20 ± 3.39 / 44.00 ± 3.43 64.82 ± 1.13 / 67.11 ± 1.41 7.57 ± 2.31 / 45.83 ± 3.97 73.88 ± 1.02 / 83.56 ± 0.75 67.34 ± 0.38 / 21.61 ± 0.61 16.59 ± 1.01 / 35.35 ± 0.70 11.97 ± 1.35 / 32.72 ± 0.94 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
meta-llama/Llama-3.2-1B-Instruct (few-shot) 1236 128 131073 False 7,436 ± 1,846 / 1,508 ± 479 3.53 3.38 3.76 3.34 4.43 3.27 3.66 2.90 35.45 ± 2.41 / 30.39 ± 1.72 36.94 ± 1.08 / 49.24 ± 1.41 1.12 ± 2.21 / 44.63 ± 2.92 44.61 ± 0.84 / 53.34 ± 0.63 61.33 ± 1.47 / 15.38 ± 1.23 27.14 ± 1.18 / 43.89 ± 1.09 18.57 ± 1.82 / 46.35 ± 1.18 3.16 ± 0.85 / 26.86 ± 0.87 44.66 ± 0.68 / 41.13 ± 2.11 47.78 ± 1.22 / 44.30 ± 1.57 27.43 ± 1.89 / 42.83 ± 3.08 57.67 ± 1.45 / 10.42 ± 1.07 0.07 ± 1.51 / 34.07 ± 0.78 1.14 ± 1.23 / 33.17 ± 0.47 18.00 ± 3.56 / 39.37 ± 4.69 11.67 ± 1.20 / 33.08 ± 0.94 3.53 ± 1.01 / 26.63 ± 0.86 41.60 ± 2.74 / 37.22 ± 3.26 71.86 ± 2.01 / 71.15 ± 2.16 3.72 ± 1.40 / 48.04 ± 1.96 43.57 ± 1.35 / 52.90 ± 1.42 56.69 ± 0.79 / 13.27 ± 0.37 14.64 ± 0.91 / 35.56 ± 0.80 3.10 ± 0.87 / 26.60 ± 0.68 33.76 ± 3.44 / 32.21 ± 2.82 -0.13 ± 1.34 / 42.66 ± 3.62 12.43 ± 2.62 / 33.38 ± 1.39 59.46 ± 2.42 / 13.23 ± 1.87 2.09 ± 1.34 / 25.68 ± 0.67 3.56 ± 2.07 / 56.72 ± 0.99 42.51 ± 1.31 / 37.05 ± 1.59 38.26 ± 2.34 / 55.52 ± 2.66 5.48 ± 1.36 / 48.23 ± 2.44 19.43 ± 3.10 / 41.82 ± 3.29 60.81 ± 1.75 / 13.79 ± 2.22 16.06 ± 1.35 / 36.96 ± 0.92 6.64 ± 0.55 / 29.12 ± 0.60 42.01 ± 2.06 / 37.16 ± 1.98 9.15 ± 1.70 / 32.55 ± 2.69 1.11 ± 2.15 / 36.71 ± 3.89 40.04 ± 1.61 / 53.75 ± 1.10 58.72 ± 1.05 / 12.47 ± 0.62 17.71 ± 0.69 / 38.01 ± 0.61 6.98 ± 1.11 / 28.05 ± 1.00 56.41 ± 1.79 / 52.05 ± 1.57 59.46 ± 1.16 / 65.61 ± 1.08 8.36 ± 0.71 / 49.50 ± 2.90 47.26 ± 3.09 / 67.95 ± 2.10 66.61 ± 0.54 / 21.06 ± 1.04 25.59 ± 0.93 / 43.75 ± 0.65 18.56 ± 1.15 / 38.13 ± 0.88 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
ibm-granite/granite-3b-code-instruct-2k (few-shot) 3483 49 2048 True 9,059 ± 1,947 / 2,201 ± 728 3.56 3.42 3.65 3.52 4.76 3.22 3.60 2.77 37.21 ± 2.75 / 27.74 ± 2.59 31.54 ± 2.39 / 50.61 ± 2.88 6.30 ± 1.61 / 49.09 ± 2.54 44.86 ± 0.80 / 51.51 ± 0.91 61.56 ± 0.49 / 13.64 ± 0.97 17.92 ± 1.52 / 37.22 ± 1.29 10.79 ± 2.32 / 40.86 ± 1.85 1.70 ± 1.10 / 26.14 ± 0.76 53.78 ± 2.43 / 49.41 ± 2.56 55.14 ± 1.27 / 51.07 ± 1.78 26.21 ± 1.63 / 43.33 ± 1.46 57.11 ± 1.08 / 10.81 ± 0.52 3.90 ± 1.45 / 43.86 ± 4.21 2.42 ± 1.39 / 41.58 ± 3.89 24.86 ± 1.34 / 45.77 ± 1.85 10.36 ± 1.15 / 29.64 ± 1.06 5.85 ± 1.57 / 27.84 ± 1.21 50.10 ± 4.30 / 42.80 ± 5.47 65.67 ± 3.92 / 64.00 ± 3.84 4.55 ± 2.18 / 45.11 ± 4.32 42.83 ± 1.02 / 49.35 ± 1.09 45.16 ± 0.70 / 11.84 ± 0.27 7.58 ± 0.88 / 28.54 ± 0.85 3.79 ± 0.85 / 27.39 ± 0.57 33.57 ± 2.48 / 33.47 ± 2.48 0.00 ± 0.00 / 33.69 ± 0.28 11.27 ± 2.38 / 33.54 ± 1.64 49.32 ± 3.71 / 8.01 ± 2.04 1.37 ± 1.11 / 25.57 ± 1.36 -4.04 ± 3.58 / 50.55 ± 3.65 49.16 ± 2.12 / 40.34 ± 2.81 35.17 ± 4.48 / 51.15 ± 4.55 9.79 ± 2.06 / 50.77 ± 3.64 22.48 ± 2.59 / 45.90 ± 3.03 60.81 ± 0.38 / 15.92 ± 0.54 6.89 ± 0.76 / 28.82 ± 0.69 4.79 ± 0.91 / 28.40 ± 0.78 48.53 ± 3.89 / 38.20 ± 2.92 10.15 ± 1.55 / 22.01 ± 1.44 4.88 ± 2.27 / 38.78 ± 3.56 45.38 ± 0.93 / 56.09 ± 1.05 59.56 ± 1.09 / 15.20 ± 0.56 7.38 ± 1.06 / 29.60 ± 0.71 2.69 ± 0.56 / 25.85 ± 0.33 58.30 ± 2.16 / 53.45 ± 1.98 59.01 ± 2.14 / 62.37 ± 1.73 10.33 ± 3.06 / 53.28 ± 2.21 65.04 ± 2.20 / 75.93 ± 1.50 67.46 ± 0.31 / 23.04 ± 0.42 14.10 ± 0.93 / 34.24 ± 0.84 10.67 ± 0.81 / 32.66 ± 0.64 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
ibm-granite/granite-3b-code-base-2k (few-shot) 3483 49 2048 True 2,732 ± 868 / 662 ± 238 3.62 3.30 3.97 3.54 4.47 3.59 3.57 2.89 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
google/gemma-2b (few-shot) 2506 256 8192 True 6,087 ± 1,046 / 1,902 ± 563 3.64 3.30 3.76 3.38 4.63 3.43 3.88 3.11 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 12.1.0 12.1.0 12.6.1 12.1.0 12.1.0 12.1.0 12.5.2 12.5.2 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.10.8 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0
LumiOpen/Viking-13B (few-shot) 14030 131 4097 True 840 ± 79 / 400 ± 124 3.65 3.29 3.79 3.31 4.28 3.61 4.08 3.21 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 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.4 12.10.5 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.8 12.10.5 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.5.2 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5
HuggingFaceTB/SmolLM2-1.7B-Instruct (few-shot) 1711 49 8192 True 15,971 ± 3,654 / 3,609 ± 1,197 3.68 3.63 4.02 3.48 4.46 3.53 4.01 2.61 29.44 ± 1.81 / 20.31 ± 1.68 18.49 ± 2.47 / 35.29 ± 2.83 1.73 ± 1.63 / 38.18 ± 4.15 44.39 ± 0.80 / 50.40 ± 1.02 61.76 ± 1.10 / 15.33 ± 1.17 22.03 ± 1.83 / 37.29 ± 1.77 12.61 ± 2.43 / 41.82 ± 1.61 2.06 ± 0.89 / 26.03 ± 0.67 37.60 ± 2.17 / 29.30 ± 2.43 38.38 ± 2.48 / 30.13 ± 2.95 24.05 ± 3.58 / 40.36 ± 4.22 48.55 ± 6.18 / 8.21 ± 1.30 3.56 ± 1.93 / 38.60 ± 3.52 2.61 ± 2.57 / 38.57 ± 3.89 13.58 ± 3.16 / 25.34 ± 5.83 9.52 ± 1.13 / 30.72 ± 1.12 3.62 ± 1.22 / 27.07 ± 1.15 37.37 ± 1.87 / 26.31 ± 3.34 64.46 ± 3.06 / 69.83 ± 2.00 4.49 ± 1.96 / 46.63 ± 4.39 43.92 ± 1.06 / 49.57 ± 1.17 54.50 ± 1.26 / 12.92 ± 0.48 8.61 ± 1.25 / 29.95 ± 1.28 4.51 ± 0.96 / 27.64 ± 0.87 26.23 ± 3.53 / 23.26 ± 2.30 2.69 ± 1.42 / 45.61 ± 2.69 10.84 ± 2.59 / 28.57 ± 2.09 60.43 ± 2.70 / 15.28 ± 1.36 1.93 ± 1.38 / 25.06 ± 1.16 3.27 ± 2.97 / 54.02 ± 1.79 32.54 ± 1.57 / 26.92 ± 1.87 27.03 ± 2.54 / 42.80 ± 3.28 8.95 ± 1.62 / 51.86 ± 2.23 18.38 ± 1.26 / 39.18 ± 2.13 59.91 ± 0.84 / 16.05 ± 0.61 12.30 ± 1.16 / 32.60 ± 1.27 6.28 ± 1.36 / 27.82 ± 1.17 31.84 ± 3.39 / 28.66 ± 1.77 1.56 ± 3.25 / 28.78 ± 2.60 5.05 ± 1.34 / 43.99 ± 4.14 40.55 ± 0.77 / 48.56 ± 0.95 60.35 ± 1.16 / 13.63 ± 0.63 13.39 ± 0.96 / 34.55 ± 0.65 4.57 ± 0.96 / 27.42 ± 0.73 47.58 ± 2.41 / 39.52 ± 1.41 66.78 ± 0.76 / 61.52 ± 0.99 20.53 ± 3.83 / 58.47 ± 2.90 58.07 ± 2.23 / 69.96 ± 1.63 62.45 ± 5.62 / 19.60 ± 1.85 32.90 ± 0.96 / 49.16 ± 0.95 25.32 ± 2.12 / 42.50 ± 2.39 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0
HuggingFaceTB/SmolLM2-1.7B (few-shot) 1711 49 8192 True 16,249 ± 3,690 / 3,689 ± 1,226 3.75 3.76 3.97 3.45 4.65 3.55 4.01 2.85 24.47 ± 3.42 / 18.70 ± 2.18 9.93 ± 2.70 / 23.57 ± 3.00 1.22 ± 1.81 / 35.31 ± 1.93 42.09 ± 2.63 / 47.54 ± 2.94 61.62 ± 0.72 / 14.36 ± 0.73 19.65 ± 1.47 / 36.46 ± 1.24 19.01 ± 2.56 / 46.27 ± 1.71 1.34 ± 1.16 / 25.88 ± 0.65 26.70 ± 4.42 / 24.56 ± 2.10 28.23 ± 3.78 / 28.27 ± 2.80 23.25 ± 4.16 / 36.07 ± 4.20 56.31 ± 2.34 / 9.78 ± 0.93 -0.47 ± 1.05 / 33.93 ± 0.92 0.26 ± 0.74 / 33.32 ± 0.79 13.40 ± 2.83 / 26.51 ± 4.94 11.12 ± 0.88 / 33.35 ± 0.75 2.53 ± 0.82 / 26.29 ± 0.74 35.96 ± 3.50 / 26.41 ± 4.11 68.31 ± 1.43 / 72.51 ± 1.03 3.61 ± 1.79 / 49.47 ± 1.68 43.26 ± 1.85 / 49.32 ± 1.97 57.04 ± 0.95 / 13.24 ± 1.09 10.86 ± 1.20 / 31.65 ± 1.09 2.53 ± 0.98 / 26.17 ± 0.78 20.50 ± 4.51 / 18.93 ± 3.84 0.83 ± 1.65 / 45.84 ± 2.02 10.84 ± 2.45 / 28.36 ± 1.48 57.52 ± 4.61 / 13.43 ± 2.11 3.16 ± 0.85 / 26.13 ± 0.67 -1.83 ± 3.11 / 49.80 ± 1.96 28.67 ± 3.31 / 25.27 ± 2.68 19.69 ± 2.50 / 29.00 ± 2.22 5.07 ± 0.89 / 47.60 ± 2.39 18.43 ± 2.31 / 38.33 ± 2.91 64.25 ± 1.99 / 18.90 ± 2.50 15.15 ± 0.67 / 35.75 ± 0.46 6.23 ± 0.96 / 28.39 ± 0.87 22.84 ± 5.42 / 25.11 ± 3.52 4.60 ± 2.12 / 29.94 ± 1.50 2.55 ± 1.41 / 40.88 ± 3.15 40.33 ± 1.19 / 48.35 ± 1.31 58.31 ± 1.50 / 13.08 ± 0.51 14.32 ± 0.71 / 35.65 ± 0.50 3.87 ± 1.02 / 27.14 ± 0.66 41.57 ± 4.29 / 37.51 ± 3.05 62.32 ± 1.12 / 67.09 ± 0.96 8.04 ± 3.17 / 48.16 ± 5.38 56.01 ± 3.10 / 67.43 ± 2.41 65.06 ± 0.87 / 20.12 ± 0.51 34.02 ± 0.87 / 50.12 ± 0.76 22.81 ± 1.86 / 41.37 ± 1.41 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0
google/gemma-2b-it (few-shot) 2506 256 8192 False 6,471 ± 1,142 / 1,961 ± 584 3.76 3.56 3.75 3.98 4.70 3.37 3.83 3.10 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 12.1.0 12.4.0 12.6.1 12.1.0 12.1.0 12.1.0 12.5.2 12.5.2 12.1.0 12.4.0 12.1.0 12.1.0 12.4.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.4.0 12.4.0 12.1.0 12.1.0 12.5.2 12.1.0 12.4.0 12.4.0 12.10.8 12.1.0 12.5.2 12.1.0 12.1.0 12.4.0 12.4.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.4.0 12.4.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.4.0 12.4.0 12.1.0 12.1.0
Qwen/Qwen1.5-1.8B-Chat (few-shot) 1837 152 32768 False 8,304 ± 1,846 / 1,933 ± 617 3.77 3.75 4.03 3.56 4.80 3.48 3.92 2.87 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 12.1.0 12.1.0 12.5.2 12.5.2 11.0.0 12.5.0 12.1.0 12.1.0 12.5.0 12.1.0 12.1.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.0 12.1.0 12.1.0 12.5.2 12.1.0 12.5.0 12.5.0 12.10.8 12.1.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.0 12.1.0 12.1.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.0 12.1.0 12.1.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.0 12.1.0 12.1.0
Qwen/Qwen1.5-1.8B (few-shot) 1837 152 32768 True 5,666 ± 1,328 / 1,256 ± 408 3.85 3.81 4.09 3.67 4.79 3.66 4.20 2.74 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 12.1.0 12.6.1 12.1.0 12.1.0 12.1.0 12.5.2 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.10.8 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0
meta-llama/Llama-3.2-1B (few-shot) 1236 128 131073 True 7,577 ± 1,884 / 1,555 ± 492 3.89 3.64 3.94 3.57 4.83 3.59 4.25 3.38 19.82 ± 4.70 / 17.20 ± 3.57 35.97 ± 3.00 / 49.88 ± 3.80 2.14 ± 2.61 / 44.16 ± 4.48 46.59 ± 5.44 / 51.92 ± 6.14 58.65 ± 1.07 / 11.57 ± 0.77 2.65 ± 1.26 / 25.17 ± 1.16 9.51 ± 2.67 / 40.41 ± 1.62 -0.88 ± 1.13 / 24.79 ± 0.98 30.54 ± 3.75 / 29.88 ± 3.25 31.34 ± 4.72 / 30.46 ± 4.56 29.50 ± 4.18 / 49.19 ± 4.59 53.31 ± 0.98 / 7.37 ± 0.54 -0.13 ± 1.28 / 37.46 ± 3.25 0.02 ± 1.75 / 39.49 ± 4.41 19.59 ± 5.61 / 34.02 ± 8.33 2.49 ± 1.09 / 25.63 ± 0.78 2.53 ± 1.16 / 26.30 ± 0.82 29.89 ± 7.13 / 27.65 ± 6.45 74.33 ± 1.07 / 73.73 ± 1.77 1.06 ± 1.79 / 43.95 ± 3.08 46.89 ± 2.72 / 52.70 ± 3.39 52.06 ± 2.11 / 12.53 ± 0.81 0.93 ± 1.44 / 26.10 ± 1.04 0.09 ± 1.37 / 24.84 ± 0.69 17.77 ± 6.81 / 16.42 ± 6.19 -0.35 ± 1.50 / 34.29 ± 1.64 8.15 ± 2.21 / 30.75 ± 2.05 54.21 ± 3.27 / 11.06 ± 1.56 0.71 ± 1.34 / 25.40 ± 0.83 2.88 ± 1.84 / 54.45 ± 2.60 24.79 ± 6.48 / 22.92 ± 5.74 47.65 ± 2.85 / 63.11 ± 2.17 2.39 ± 1.46 / 39.92 ± 4.38 13.39 ± 4.13 / 33.76 ± 5.50 61.07 ± 4.19 / 16.72 ± 4.33 3.94 ± 1.35 / 27.78 ± 1.07 0.90 ± 0.98 / 25.40 ± 0.65 22.03 ± 4.43 / 19.22 ± 3.92 4.25 ± 2.95 / 26.57 ± 3.31 1.46 ± 1.83 / 42.29 ± 4.01 41.76 ± 1.92 / 52.60 ± 1.99 51.56 ± 1.45 / 10.34 ± 0.52 5.46 ± 1.05 / 28.09 ± 0.78 -0.58 ± 0.81 / 23.58 ± 0.50 35.08 ± 5.88 / 32.44 ± 4.89 54.40 ± 2.92 / 64.38 ± 2.10 2.97 ± 0.84 / 45.05 ± 4.18 58.30 ± 2.84 / 71.04 ± 1.83 62.19 ± 1.70 / 16.53 ± 1.13 7.91 ± 0.72 / 29.30 ± 0.46 1.60 ± 1.21 / 26.25 ± 0.85 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
Qwen/Qwen1.5-0.5B (few-shot) 620 152 32768 True 11,371 ± 2,924 / 2,122 ± 692 4.11 4.14 4.36 4.02 4.86 3.90 4.21 3.29 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 12.1.0 12.6.1 12.1.0 12.1.0 12.1.0 12.5.2 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.10.8 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0
state-spaces/mamba-2.8b-hf (few-shot) 2768 50 32769 True 2,722 ± 495 / 766 ± 250 4.14 3.83 4.08 3.73 5.00 4.14 4.58 3.59 17.58 ± 1.95 / 15.48 ± 1.39 10.47 ± 3.28 / 19.91 ± 2.67 1.23 ± 1.53 / 36.92 ± 3.53 42.56 ± 1.07 / 49.37 ± 1.19 62.56 ± 1.43 / 17.47 ± 1.30 2.18 ± 1.10 / 24.56 ± 1.33 4.94 ± 4.46 / 38.22 ± 2.74 1.84 ± 0.96 / 26.18 ± 0.79 26.90 ± 1.65 / 24.65 ± 2.00 34.59 ± 3.22 / 33.15 ± 3.49 31.06 ± 2.28 / 45.42 ± 3.29 53.77 ± 2.82 / 9.67 ± 1.55 0.21 ± 1.21 / 36.38 ± 2.87 -0.17 ± 2.08 / 40.22 ± 3.88 10.35 ± 0.92 / 22.83 ± 1.06 -0.16 ± 0.81 / 23.32 ± 0.68 1.32 ± 1.12 / 25.63 ± 0.98 23.25 ± 1.99 / 20.55 ± 2.20 71.70 ± 1.09 / 71.01 ± 2.36 -0.82 ± 2.23 / 40.80 ± 4.30 40.48 ± 1.52 / 46.93 ± 1.61 54.39 ± 1.68 / 13.19 ± 0.61 -0.43 ± 1.13 / 24.95 ± 0.64 1.98 ± 0.99 / 26.14 ± 0.86 18.38 ± 1.54 / 20.76 ± 1.34 0.49 ± 1.54 / 42.54 ± 4.23 6.30 ± 2.23 / 23.24 ± 0.99 51.62 ± 2.09 / 8.63 ± 0.96 2.25 ± 1.26 / 26.07 ± 1.15 -6.17 ± 1.44 / 52.90 ± 2.42 21.96 ± 1.53 / 18.48 ± 1.53 18.66 ± 3.01 / 35.11 ± 2.93 0.16 ± 1.78 / 37.84 ± 2.92 7.08 ± 1.91 / 18.42 ± 2.90 56.47 ± 2.05 / 11.00 ± 1.46 1.65 ± 1.53 / 26.62 ± 0.88 0.02 ± 1.24 / 25.61 ± 0.98 22.95 ± 1.99 / 23.05 ± 1.55 2.40 ± 1.70 / 22.89 ± 4.81 3.12 ± 1.51 / 45.58 ± 4.56 22.40 ± 1.73 / 32.09 ± 1.56 50.36 ± 2.03 / 9.96 ± 0.95 -0.48 ± 0.81 / 24.57 ± 0.67 1.28 ± 1.03 / 26.62 ± 0.80 28.63 ± 4.74 / 27.07 ± 4.13 66.55 ± 0.72 / 58.18 ± 0.62 1.47 ± 1.57 / 45.89 ± 2.92 35.00 ± 2.01 / 47.83 ± 2.25 62.05 ± 1.63 / 16.80 ± 1.01 -0.41 ± 1.21 / 23.76 ± 0.63 -0.04 ± 0.77 / 25.03 ± 0.52 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
RuterNorway/Llama-2-7b-chat-norwegian (few-shot) unknown 32 4096 False 10,890 ± 2,686 / 2,186 ± 750 4.15 4.29 4.21 3.96 5.09 3.61 3.77 4.15 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 9.3.1 9.3.1 12.5.2 12.6.1 10.0.1 10.0.1 9.3.1 9.3.1 9.3.1 9.3.1 11.0.0 9.3.1 9.3.1 12.5.2 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 12.5.2 11.0.0 9.3.1 9.3.1 9.3.1 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 9.3.1 9.3.1 9.3.1 9.3.1 12.5.2 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 12.5.2 9.3.1 9.3.1 9.3.1
Qwen/Qwen1.5-0.5B-Chat (few-shot) 620 152 32768 False 11,740 ± 3,000 / 2,209 ± 721 4.22 4.05 5.06 4.10 4.90 4.07 4.06 3.31 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 12.1.0 12.1.0 12.5.2 12.5.2 11.0.0 12.5.0 12.1.0 12.1.0 12.4.0 12.1.0 12.1.0 12.5.2 11.0.0 12.1.0 12.4.0 12.5.0 12.1.0 12.1.0 12.5.2 12.1.0 12.5.0 12.5.0 12.10.8 12.1.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.0 12.1.0 12.1.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.0 12.1.0 12.1.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.0 12.1.0 12.1.0
HuggingFaceTB/SmolLM2-360M (few-shot) 362 49 8192 True 22,023 ± 6,203 / 3,675 ± 1,231 4.31 4.31 4.51 4.44 4.90 4.07 4.35 3.62 12.68 ± 1.39 / 12.32 ± 1.19 3.61 ± 2.69 / 19.01 ± 3.95 1.79 ± 0.97 / 36.23 ± 3.19 28.12 ± 3.14 / 32.48 ± 3.57 56.85 ± 1.37 / 10.17 ± 1.17 -0.03 ± 0.59 / 23.99 ± 0.76 6.03 ± 3.05 / 37.58 ± 1.59 0.20 ± 0.86 / 25.12 ± 0.70 26.60 ± 1.99 / 23.60 ± 2.05 23.70 ± 1.58 / 23.04 ± 2.17 6.21 ± 2.55 / 23.74 ± 3.28 48.59 ± 1.59 / 6.80 ± 0.45 -0.39 ± 0.76 / 33.40 ± 0.31 0.21 ± 0.41 / 35.33 ± 3.02 4.65 ± 1.00 / 10.23 ± 1.68 -1.13 ± 0.96 / 21.80 ± 0.52 -0.51 ± 0.40 / 24.82 ± 0.86 18.22 ± 1.75 / 17.97 ± 2.10 11.52 ± 7.20 / 29.30 ± 5.30 1.72 ± 1.21 / 34.96 ± 1.12 27.27 ± 3.03 / 31.25 ± 3.24 45.57 ± 0.97 / 9.20 ± 0.68 0.69 ± 0.65 / 22.10 ± 0.54 0.68 ± 0.79 / 25.25 ± 0.76 13.43 ± 1.36 / 13.81 ± 1.45 1.14 ± 1.52 / 36.93 ± 3.69 3.71 ± 1.14 / 16.21 ± 2.86 51.93 ± 3.96 / 8.48 ± 0.87 0.95 ± 1.48 / 22.52 ± 1.05 2.90 ± 2.91 / 56.72 ± 0.69 19.94 ± 0.96 / 18.01 ± 0.59 19.64 ± 5.59 / 36.97 ± 5.41 0.00 ± 0.00 / 33.32 ± 0.30 8.78 ± 1.33 / 20.50 ± 1.50 57.06 ± 3.46 / 11.78 ± 1.69 0.32 ± 0.94 / 22.52 ± 0.61 -0.65 ± 0.72 / 24.04 ± 0.46 20.95 ± 2.02 / 25.63 ± 1.96 6.84 ± 1.76 / 27.74 ± 5.49 -1.50 ± 1.30 / 34.07 ± 0.45 22.67 ± 1.77 / 30.14 ± 1.68 53.89 ± 2.61 / 10.53 ± 0.37 -0.45 ± 1.59 / 24.24 ± 0.79 -0.31 ± 1.39 / 23.58 ± 0.40 31.14 ± 1.79 / 28.54 ± 0.86 43.97 ± 5.28 / 55.08 ± 4.26 3.49 ± 2.49 / 46.52 ± 4.13 47.91 ± 4.97 / 60.41 ± 3.91 62.20 ± 1.04 / 17.61 ± 0.50 0.12 ± 1.55 / 23.00 ± 0.82 0.13 ± 1.34 / 24.53 ± 0.49 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0
HuggingFaceTB/SmolLM2-360M-Instruct (few-shot) 362 49 8192 True 21,777 ± 6,115 / 3,617 ± 1,211 4.42 4.40 4.52 4.61 5.05 4.35 4.44 3.59 8.97 ± 3.18 / 8.62 ± 2.72 2.66 ± 2.70 / 16.29 ± 2.34 1.65 ± 1.38 / 44.50 ± 3.21 24.92 ± 1.68 / 28.73 ± 1.90 55.39 ± 0.68 / 10.01 ± 0.63 0.28 ± 0.93 / 23.92 ± 0.72 3.55 ± 3.45 / 35.45 ± 1.54 -0.41 ± 1.41 / 25.02 ± 0.71 20.37 ± 5.55 / 21.57 ± 3.57 21.27 ± 5.10 / 22.34 ± 4.41 7.60 ± 2.24 / 26.47 ± 2.89 49.27 ± 1.15 / 7.39 ± 0.36 1.31 ± 1.92 / 45.75 ± 3.36 0.51 ± 1.81 / 38.71 ± 2.95 4.80 ± 1.18 / 10.53 ± 2.12 -0.90 ± 0.97 / 21.85 ± 0.55 -1.00 ± 0.70 / 24.21 ± 0.55 13.64 ± 5.84 / 16.38 ± 4.06 9.34 ± 6.26 / 26.00 ± 3.56 2.20 ± 1.59 / 41.62 ± 3.37 26.06 ± 2.35 / 30.05 ± 2.29 37.49 ± 0.77 / 9.36 ± 0.25 -0.00 ± 0.96 / 22.03 ± 0.45 0.78 ± 1.51 / 25.50 ± 0.87 13.60 ± 1.50 / 13.99 ± 1.39 0.28 ± 1.41 / 37.58 ± 4.34 4.09 ± 1.03 / 16.34 ± 2.86 50.00 ± 3.22 / 7.84 ± 0.71 -0.11 ± 0.95 / 22.28 ± 0.83 2.51 ± 3.01 / 51.41 ± 3.27 18.77 ± 3.96 / 18.65 ± 3.26 12.59 ± 3.85 / 22.64 ± 2.25 1.64 ± 1.30 / 34.84 ± 2.12 9.27 ± 1.07 / 21.58 ± 1.37 46.31 ± 1.46 / 8.68 ± 0.61 0.84 ± 0.81 / 22.50 ± 0.61 0.01 ± 1.07 / 24.43 ± 0.50 15.68 ± 5.54 / 22.21 ± 5.42 6.73 ± 2.20 / 27.67 ± 4.00 0.63 ± 1.05 / 43.48 ± 2.98 19.73 ± 1.42 / 27.47 ± 1.35 50.53 ± 2.03 / 9.14 ± 0.47 1.30 ± 0.75 / 24.43 ± 0.78 -0.36 ± 0.85 / 24.09 ± 0.49 30.73 ± 4.30 / 29.47 ± 4.10 59.51 ± 3.73 / 54.82 ± 2.43 1.55 ± 1.90 / 43.18 ± 5.08 49.03 ± 1.47 / 60.00 ± 1.53 57.73 ± 4.93 / 15.68 ± 1.21 0.11 ± 1.23 / 23.20 ± 0.56 -0.06 ± 0.39 / 24.60 ± 0.44 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0
HuggingFaceTB/SmolLM2-135M (few-shot) 135 49 8192 True 26,346 ± 7,812 / 4,082 ± 1,372 4.63 4.72 4.40 4.58 5.01 4.45 4.85 4.43 13.72 ± 1.83 / 13.41 ± 1.52 3.79 ± 3.11 / 21.06 ± 4.74 -0.45 ± 0.70 / 39.69 ± 4.95 14.69 ± 2.86 / 17.28 ± 3.01 47.44 ± 1.55 / 6.04 ± 0.58 -0.58 ± 2.44 / 25.72 ± 1.40 10.99 ± 5.42 / 38.26 ± 1.92 -0.51 ± 1.30 / 24.79 ± 0.70 24.37 ± 2.17 / 26.91 ± 2.28 24.69 ± 1.85 / 27.60 ± 2.48 8.84 ± 4.19 / 29.74 ± 3.45 53.61 ± 2.33 / 6.64 ± 0.79 -1.20 ± 1.10 / 36.09 ± 3.06 -0.50 ± 1.21 / 36.68 ± 3.16 0.16 ± 0.13 / 2.31 ± 0.44 -0.81 ± 0.69 / 24.67 ± 1.24 -0.71 ± 1.01 / 24.42 ± 0.63 19.15 ± 1.75 / 20.52 ± 1.77 -3.03 ± 7.40 / 24.39 ± 3.87 0.06 ± 1.12 / 36.05 ± 2.59 14.18 ± 3.82 / 16.55 ± 4.25 51.51 ± 1.96 / 11.46 ± 0.73 0.02 ± 1.30 / 25.25 ± 0.94 0.04 ± 0.79 / 24.92 ± 0.73 14.74 ± 2.42 / 16.01 ± 2.04 -0.25 ± 0.60 / 34.69 ± 3.02 1.35 ± 0.73 / 10.92 ± 2.52 52.66 ± 3.89 / 8.73 ± 0.71 1.21 ± 0.80 / 26.20 ± 1.03 1.69 ± 2.26 / 49.46 ± 3.56 16.89 ± 1.62 / 16.63 ± 1.80 2.74 ± 3.46 / 23.30 ± 3.11 -0.34 ± 1.06 / 39.21 ± 4.13 0.28 ± 0.27 / 2.91 ± 0.92 54.79 ± 2.10 / 8.47 ± 1.10 -0.32 ± 0.88 / 25.45 ± 0.97 0.18 ± 0.99 / 25.72 ± 0.91 17.49 ± 2.94 / 18.59 ± 2.66 2.01 ± 1.88 / 15.88 ± 1.32 -0.02 ± 0.15 / 34.86 ± 2.12 0.53 ± 0.36 / 3.23 ± 0.51 52.46 ± 1.93 / 9.47 ± 0.33 0.33 ± 0.71 / 25.12 ± 0.63 -0.10 ± 0.85 / 24.87 ± 0.65 31.26 ± 3.84 / 30.44 ± 3.28 26.69 ± 10.82 / 34.46 ± 8.00 1.78 ± 1.67 / 43.50 ± 3.99 13.88 ± 1.36 / 22.49 ± 2.14 52.05 ± 1.59 / 12.74 ± 1.04 1.51 ± 0.81 / 25.05 ± 0.75 -0.76 ± 0.97 / 24.52 ± 0.59 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0
HuggingFaceTB/SmolLM2-135M-Instruct (few-shot) 135 49 8192 True 25,602 ± 7,583 / 3,953 ± 1,325 4.65 4.45 4.50 4.76 5.13 4.58 4.84 4.32 12.11 ± 1.07 / 11.48 ± 1.07 2.61 ± 3.22 / 18.95 ± 3.93 0.25 ± 1.87 / 39.65 ± 4.00 14.02 ± 2.56 / 16.74 ± 2.74 56.53 ± 0.95 / 8.45 ± 0.77 1.05 ± 1.51 / 26.37 ± 0.83 10.81 ± 4.60 / 38.73 ± 1.77 -0.50 ± 0.85 / 24.15 ± 0.67 20.89 ± 2.55 / 22.28 ± 2.32 19.62 ± 1.91 / 21.82 ± 2.35 2.78 ± 4.25 / 26.17 ± 3.37 53.93 ± 2.39 / 6.60 ± 0.99 -0.98 ± 1.80 / 40.63 ± 4.03 0.93 ± 2.26 / 40.91 ± 4.95 0.15 ± 0.13 / 2.19 ± 0.57 -0.48 ± 1.78 / 25.53 ± 1.87 -0.53 ± 0.95 / 24.68 ± 0.62 17.09 ± 2.33 / 18.78 ± 2.11 7.41 ± 9.32 / 28.42 ± 3.18 0.47 ± 1.48 / 38.19 ± 3.61 11.73 ± 3.22 / 13.94 ± 3.48 38.30 ± 1.88 / 8.09 ± 0.47 0.30 ± 0.87 / 25.76 ± 0.77 0.06 ± 1.19 / 24.33 ± 0.53 13.70 ± 2.05 / 15.01 ± 2.07 -0.83 ± 0.71 / 32.99 ± 0.27 0.94 ± 0.54 / 10.22 ± 2.52 50.30 ± 4.32 / 7.82 ± 0.77 1.10 ± 1.16 / 25.43 ± 1.07 -0.07 ± 3.01 / 46.28 ± 3.42 15.54 ± 1.74 / 15.29 ± 1.88 2.51 ± 1.90 / 21.27 ± 3.22 0.36 ± 1.07 / 39.04 ± 3.21 1.77 ± 0.67 / 5.69 ± 0.96 49.41 ± 1.73 / 7.27 ± 0.41 -1.46 ± 0.84 / 24.84 ± 0.68 -0.18 ± 1.25 / 24.79 ± 1.02 15.82 ± 3.13 / 16.46 ± 2.61 -0.62 ± 1.55 / 16.18 ± 1.88 1.16 ± 1.38 / 34.30 ± 1.27 3.25 ± 1.17 / 5.89 ± 0.97 54.82 ± 3.44 / 9.74 ± 0.58 1.36 ± 1.10 / 25.96 ± 0.81 0.34 ± 1.33 / 25.40 ± 0.83 29.96 ± 3.19 / 28.98 ± 3.29 18.64 ± 8.52 / 28.83 ± 5.86 1.85 ± 1.20 / 44.03 ± 3.98 26.90 ± 1.56 / 36.91 ± 1.53 52.96 ± 1.38 / 14.23 ± 0.78 1.34 ± 0.74 / 25.67 ± 1.03 0.10 ± 1.29 / 24.71 ± 0.69 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0
ssmits/Falcon2-5.5B-multilingual (few-shot) 5465 65 8192 True 7,692 ± 1,423 / 1,960 ± 644 5.19 5.17 4.94 5.11 5.60 4.94 5.25 5.30 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 18.12 ± 0.19 0.00 ± 0.00 / 33.25 ± 0.23 0.02 ± 0.02 / 0.03 ± 0.03 42.82 ± 0.93 / 0.20 ± 0.02 4.55 ± 2.15 / 25.74 ± 1.15 -1.17 ± 3.12 / 34.84 ± 1.63 -1.26 ± 1.34 / 24.88 ± 0.69 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 9.59 ± 0.29 41.98 ± 0.64 / 0.21 ± 0.04 0.00 ± 0.00 / 33.25 ± 0.30 0.00 ± 0.00 / 32.79 ± 0.34 0.00 ± 0.00 / 0.09 ± 0.03 1.14 ± 1.04 / 24.51 ± 0.78 0.64 ± 1.18 / 24.68 ± 0.55 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 19.16 ± 0.14 0.00 ± 0.00 / 33.30 ± 0.27 0.00 ± 0.00 / 0.00 ± 0.00 40.82 ± 1.17 / 0.34 ± 0.05 1.19 ± 1.32 / 24.74 ± 1.06 1.55 ± 0.84 / 25.30 ± 0.69 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 33.69 ± 0.28 0.00 ± 0.00 / 0.02 ± 0.01 36.58 ± 2.96 / 0.16 ± 0.02 -0.00 ± 1.73 / 24.71 ± 1.42 0.00 ± 0.00 / 43.48 ± 0.89 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 17.05 ± 0.35 0.00 ± 0.00 / 33.34 ± 0.31 0.00 ± 0.00 / 0.02 ± 0.01 37.66 ± 0.76 / 0.15 ± 0.02 0.87 ± 0.51 / 24.67 ± 0.61 1.95 ± 1.33 / 25.62 ± 0.89 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 8.62 ± 0.30 0.00 ± 0.00 / 33.34 ± 0.31 0.00 ± 0.00 / 0.01 ± 0.00 43.74 ± 0.57 / 0.22 ± 0.04 0.32 ± 0.67 / 24.79 ± 0.61 1.73 ± 1.07 / 26.61 ± 0.61 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 19.61 ± 0.22 2.48 ± 1.94 / 34.52 ± 0.85 0.01 ± 0.02 / 0.03 ± 0.02 44.80 ± 0.36 / 0.32 ± 0.04 -0.69 ± 0.77 / 22.76 ± 0.40 0.37 ± 0.95 / 24.71 ± 0.44 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
ai-forever/mGPT (few-shot) unknown 100 1024 True 11,734 ± 3,124 / 2,174 ± 720 5.40 5.31 5.08 5.21 6.03 5.13 5.54 5.49 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 11.0.0 11.0.0 9.3.1 9.3.1 10.0.1 12.0.0 11.0.0 11.0.0 12.5.1 11.0.0 11.0.0 9.3.1 10.0.1 11.0.0 12.5.1 12.0.0 11.0.0 11.0.0 9.3.1 11.0.0 12.5.1 12.0.0 12.10.8 12.1.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 12.10.0 9.3.1 10.0.1 11.0.0 12.5.1 12.0.0 11.0.0 11.0.0 9.3.1 10.0.1 11.0.0 12.5.1 12.0.0 11.0.0 11.0.0