Germanic NLG 🇪🇺

Last updated: 06/06/2024 11:10:47 CET
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 MMLU-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 MMLU-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 1.21 1.16 1.17 1.11 1.49 1.19 1.15 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 57.27 ± 3.60 / 67.97 ± 2.68 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 12.10.0 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 12.2.0 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 127999 True 576 ± 221 / 81 ± 28 1.25 1.20 1.24 1.18 1.16 1.33 1.44 1.17 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 63.55 ± 3.26 / 72.66 ± 2.43 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 12.10.2 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 127999 True 916 ± 329 / 114 ± 38 1.31 1.22 1.28 1.18 1.18 1.41 1.52 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 67.64 ± 2.43 / 75.70 ± 1.76 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 12.10.2 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 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2
meta-llama/Meta-Llama-3-70B (few-shot, val) 70554 128 8192 True 312 ± 55 / 177 ± 51 1.47 1.39 1.37 1.30 2.28 1.34 1.30 1.32 63.62 ± 3.74 / 53.29 ± 3.38 60.19 ± 3.31 / 73.13 ± 2.17 50.07 ± 5.86 / 72.94 ± 4.16 60.97 ± 2.76 / 66.71 ± 2.27 67.33 ± 1.41 / 22.84 ± 1.49 83.94 ± 1.20 / 87.93 ± 0.88 78.83 ± 3.17 / 85.39 ± 2.14 60.69 ± 4.11 / 69.38 ± 3.63 75.31 ± 3.84 / 64.90 ± 4.05 75.94 ± 4.62 / 62.81 ± 5.25 66.74 ± 4.50 / 74.89 ± 3.69 65.78 ± 1.11 / 20.46 ± 1.79 59.82 ± 3.52 / 79.17 ± 2.10 47.56 ± 3.52 / 71.91 ± 1.79 60.87 ± 4.82 / 82.30 ± 2.52 62.45 ± 1.70 / 71.60 ± 1.37 65.29 ± 3.59 / 72.50 ± 3.24 74.61 ± 2.99 / 56.50 ± 6.30 78.61 ± 1.40 / 78.64 ± 1.53 63.20 ± 3.34 / 80.61 ± 2.52 61.98 ± 1.65 / 66.85 ± 1.42 67.60 ± 0.41 / 22.47 ± 0.82 61.55 ± 1.68 / 71.02 ± 1.21 66.21 ± 3.22 / 73.40 ± 2.77 75.33 ± 3.06 / 62.43 ± 3.11 14.89 ± 3.28 / 51.55 ± 4.71 34.36 ± 2.87 / 64.02 ± 2.94 68.38 ± 0.30 / 21.55 ± 0.76 44.34 ± 2.87 / 58.16 ± 2.15 29.46 ± 2.11 / 50.86 ± 1.68 69.04 ± 2.51 / 61.10 ± 3.39 63.51 ± 2.57 / 75.01 ± 1.74 37.41 ± 2.43 / 67.63 ± 1.05 38.29 ± 3.54 / 69.69 ± 2.78 70.00 ± 1.41 / 29.78 ± 3.58 64.93 ± 2.76 / 73.71 ± 2.07 66.54 ± 4.29 / 74.45 ± 3.24 72.91 ± 3.24 / 68.06 ± 4.62 19.08 ± 3.37 / 42.04 ± 2.31 54.33 ± 3.49 / 75.54 ± 2.31 63.99 ± 2.07 / 77.63 ± 1.16 70.41 ± 0.97 / 25.41 ± 1.66 65.33 ± 1.92 / 73.98 ± 1.56 71.06 ± 2.82 / 78.16 ± 2.22 79.06 ± 2.34 / 74.41 ± 2.24 65.53 ± 2.61 / 68.71 ± 2.08 46.28 ± 4.01 / 72.38 ± 2.33 75.20 ± 1.68 / 86.90 ± 1.14 69.10 ± 0.33 / 21.34 ± 0.43 72.64 ± 1.98 / 79.49 ± 1.48 77.49 ± 4.78 / 82.50 ± 3.93 12.7.0 12.6.1 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0
meta-llama/Meta-Llama-3-70B-Instruct (few-shot, val) 70554 128 8192 True 1,673 ± 583 / 275 ± 85 1.75 1.62 1.72 1.74 2.54 1.55 1.54 1.57 63.10 ± 2.12 / 55.10 ± 1.44 53.09 ± 3.85 / 68.18 ± 2.27 40.98 ± 4.46 / 69.10 ± 2.72 51.13 ± 1.89 / 63.12 ± 1.61 67.76 ± 0.99 / 23.19 ± 0.71 85.18 ± 1.92 / 88.91 ± 1.44 79.22 ± 2.40 / 85.70 ± 1.72 70.19 ± 2.71 / 77.54 ± 2.05 80.50 ± 2.85 / 76.71 ± 2.48 76.47 ± 3.13 / 73.94 ± 2.95 59.29 ± 5.92 / 69.99 ± 4.80 65.70 ± 0.63 / 19.36 ± 0.99 47.28 ± 3.57 / 69.23 ± 3.04 32.76 ± 3.80 / 60.66 ± 3.10 39.71 ± 2.59 / 71.60 ± 1.57 63.58 ± 1.91 / 72.58 ± 1.42 63.41 ± 2.52 / 71.91 ± 1.89 77.06 ± 2.72 / 67.75 ± 5.69 53.56 ± 7.15 / 67.07 ± 3.93 47.50 ± 3.37 / 71.31 ± 2.69 46.86 ± 1.77 / 60.96 ± 1.04 68.25 ± 0.18 / 22.84 ± 0.44 61.31 ± 2.07 / 70.78 ± 1.60 66.73 ± 2.34 / 74.65 ± 1.78 72.91 ± 3.48 / 68.22 ± 4.46 5.01 ± 4.64 / 50.69 ± 3.23 31.86 ± 1.86 / 60.66 ± 1.58 68.30 ± 0.30 / 21.80 ± 0.66 37.99 ± 4.28 / 53.36 ± 3.22 27.68 ± 4.21 / 60.39 ± 2.25 75.20 ± 2.15 / 64.06 ± 3.60 54.38 ± 3.31 / 68.02 ± 2.21 36.59 ± 4.24 / 67.36 ± 1.77 26.90 ± 2.67 / 58.28 ± 2.22 68.63 ± 1.20 / 26.12 ± 3.00 62.69 ± 1.83 / 71.95 ± 1.40 69.18 ± 2.73 / 76.41 ± 2.08 74.64 ± 3.67 / 71.84 ± 4.01 18.90 ± 2.04 / 41.93 ± 1.60 49.54 ± 4.22 / 74.03 ± 2.52 44.77 ± 1.67 / 71.44 ± 1.30 70.28 ± 0.65 / 22.72 ± 0.95 65.80 ± 3.16 / 74.38 ± 2.37 76.21 ± 1.36 / 82.15 ± 1.01 81.30 ± 1.35 / 76.64 ± 1.77 66.18 ± 2.04 / 72.85 ± 1.27 38.10 ± 2.32 / 68.58 ± 1.40 53.31 ± 3.61 / 77.76 ± 1.59 70.35 ± 0.46 / 26.71 ± 0.65 72.39 ± 1.41 / 79.30 ± 1.05 83.86 ± 2.24 / 87.81 ± 1.71 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0
152334H/miqu-1-70b-sf (few-shot, val) 68977 32 32764 True 2,126 ± 676 / 319 ± 104 1.88 1.68 1.98 1.66 3.08 1.68 1.51 1.60 56.96 ± 2.39 / 45.84 ± 1.75 55.11 ± 4.11 / 69.60 ± 2.69 42.64 ± 3.22 / 71.04 ± 1.56 54.58 ± 2.19 / 64.12 ± 1.41 66.80 ± 1.09 / 20.36 ± 1.51 83.94 ± 1.81 / 87.97 ± 1.38 73.32 ± 4.97 / 81.64 ± 3.48 60.52 ± 3.33 / 70.08 ± 2.52 66.75 ± 2.07 / 58.61 ± 3.33 66.81 ± 2.57 / 57.71 ± 3.04 60.58 ± 4.96 / 70.33 ± 4.12 64.64 ± 0.63 / 16.59 ± 1.15 47.53 ± 4.07 / 72.24 ± 2.31 17.14 ± 4.72 / 51.14 ± 4.36 41.92 ± 3.36 / 72.51 ± 1.91 51.01 ± 2.61 / 63.20 ± 1.96 58.23 ± 5.79 / 67.46 ± 4.92 62.96 ± 3.44 / 52.14 ± 4.04 75.25 ± 2.41 / 78.80 ± 1.96 53.28 ± 3.33 / 75.37 ± 1.80 56.42 ± 1.65 / 65.04 ± 1.17 67.60 ± 0.30 / 21.60 ± 0.76 53.56 ± 2.20 / 64.88 ± 1.66 59.70 ± 4.69 / 69.38 ± 3.70 61.13 ± 3.80 / 50.79 ± 5.92 7.75 ± 5.66 / 46.83 ± 4.00 27.27 ± 4.08 / 60.91 ± 1.98 67.20 ± 0.49 / 20.53 ± 0.86 16.65 ± 3.21 / 37.70 ± 2.23 5.54 ± 2.19 / 35.62 ± 2.11 65.19 ± 2.58 / 56.17 ± 3.57 59.80 ± 2.15 / 71.98 ± 1.46 41.86 ± 5.44 / 69.70 ± 2.31 25.51 ± 3.79 / 63.19 ± 2.48 66.80 ± 0.76 / 20.65 ± 1.59 55.18 ± 3.35 / 66.48 ± 2.49 61.68 ± 3.07 / 70.78 ± 2.37 67.00 ± 3.69 / 56.41 ± 4.29 15.33 ± 4.14 / 36.14 ± 2.91 55.48 ± 4.37 / 77.55 ± 2.24 61.02 ± 1.67 / 76.87 ± 1.15 68.95 ± 0.75 / 21.31 ± 1.20 54.36 ± 1.61 / 65.70 ± 1.26 70.26 ± 3.64 / 77.62 ± 2.82 71.83 ± 1.48 / 65.37 ± 1.62 62.99 ± 3.04 / 69.81 ± 1.86 39.97 ± 3.89 / 69.38 ± 1.87 64.42 ± 3.17 / 80.97 ± 1.54 71.27 ± 0.50 / 25.32 ± 0.64 64.27 ± 3.04 / 73.20 ± 2.27 77.60 ± 4.02 / 82.85 ± 3.10 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0
gpt-3.5-turbo-0613 (few-shot, val) unknown 100 4094 True 921 ± 293 / 113 ± 37 1.93 1.51 1.84 1.71 2.89 1.89 2.01 1.69 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 23.78 ± 2.81 / 42.70 ± 2.13 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 0.0.0 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
meta-llama/Llama-2-70b-hf (few-shot, val) 68977 32 4096 True 1,892 ± 650 / 318 ± 105 1.96 1.63 2.04 1.71 3.07 1.64 2.07 1.54 58.06 ± 2.48 / 50.10 ± 2.23 53.24 ± 4.04 / 67.81 ± 2.74 39.71 ± 4.96 / 65.90 ± 3.81 62.51 ± 1.48 / 67.47 ± 1.39 67.39 ± 1.23 / 23.85 ± 1.20 84.43 ± 1.72 / 88.28 ± 1.24 71.35 ± 2.55 / 80.47 ± 1.72 54.31 ± 2.56 / 65.20 ± 2.09 62.46 ± 4.62 / 60.77 ± 4.36 64.68 ± 3.04 / 61.69 ± 2.31 59.68 ± 3.30 / 70.62 ± 3.08 66.09 ± 1.05 / 21.12 ± 1.52 27.34 ± 12.20 / 50.42 ± 9.24 3.95 ± 4.66 / 36.08 ± 3.27 57.44 ± 4.59 / 78.69 ± 3.09 43.88 ± 3.11 / 57.62 ± 2.27 53.85 ± 3.43 / 64.34 ± 2.65 64.76 ± 3.91 / 61.08 ± 5.41 75.46 ± 1.99 / 74.35 ± 3.70 43.27 ± 5.03 / 65.62 ± 4.94 63.04 ± 1.52 / 66.95 ± 1.31 68.43 ± 0.33 / 24.92 ± 0.74 46.16 ± 2.67 / 59.53 ± 2.04 50.41 ± 5.18 / 62.34 ± 3.86 63.25 ± 4.52 / 53.70 ± 3.09 0.00 ± 0.00 / 33.12 ± 0.74 32.65 ± 4.82 / 61.15 ± 3.96 66.93 ± 0.49 / 20.59 ± 0.94 16.19 ± 4.15 / 36.91 ± 3.32 3.95 ± 4.13 / 37.03 ± 2.20 63.71 ± 2.43 / 57.08 ± 2.70 58.17 ± 2.51 / 71.34 ± 1.62 36.33 ± 5.00 / 64.51 ± 3.38 36.06 ± 2.89 / 69.62 ± 2.81 69.82 ± 1.03 / 30.79 ± 2.46 46.44 ± 2.49 / 59.88 ± 1.74 48.89 ± 2.85 / 61.33 ± 2.06 66.50 ± 3.72 / 57.66 ± 3.78 7.82 ± 4.30 / 34.91 ± 2.53 49.55 ± 4.95 / 73.43 ± 3.38 65.26 ± 1.55 / 77.36 ± 1.41 67.28 ± 1.07 / 21.33 ± 1.39 49.41 ± 2.21 / 61.91 ± 1.74 54.50 ± 4.84 / 65.70 ± 3.64 72.38 ± 1.28 / 66.44 ± 1.74 60.98 ± 2.19 / 68.64 ± 2.17 43.12 ± 5.21 / 70.12 ± 2.87 74.50 ± 3.41 / 86.22 ± 1.70 71.63 ± 0.35 / 26.83 ± 0.78 54.29 ± 1.91 / 65.78 ± 1.33 74.35 ± 4.59 / 80.47 ± 3.64 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0
upstage/SOLAR-10.7B-v1.0 (few-shot) 10732 32 4096 True 3,780 ± 906 / 799 ± 261 1.99 1.88 2.14 1.92 3.11 1.54 1.91 1.43 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 11.88 ± 0.67 / 33.57 ± 0.49 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 12.5.3 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
Nexusflow/Starling-LM-7B-beta (few-shot) 7242 32 8192 False 5,876 ± 1,021 / 1,677 ± 546 2.13 1.92 2.23 2.03 3.43 1.84 1.99 1.46 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 9.81 ± 0.66 / 32.34 ± 0.54 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 12.5.2 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
meta-llama/Meta-Llama-3-8B (few-shot) 8030 128 8192 True 4,687 ± 1,121 / 967 ± 313 2.30 2.18 2.39 2.14 3.17 1.99 2.32 1.93 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 16.97 ± 1.01 / 37.63 ± 0.74 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 12.6.1 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
meta-llama/Meta-Llama-3-8B-Instruct (few-shot) 8030 128 8192 True 4,909 ± 1,215 / 978 ± 319 2.32 2.25 2.36 2.30 3.12 2.02 2.31 1.89 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 14.81 ± 1.23 / 34.74 ± 0.94 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 12.6.1 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
mlabonne/NeuralBeagle14-7B (few-shot, val) 7242 32 8192 False 2,549 ± 472 / 784 ± 245 2.32 2.11 2.47 2.19 3.35 1.99 2.24 1.91 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 10.13 ± 2.94 / 32.62 ± 2.20 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
meta-llama/Llama-2-70b-chat-hf (few-shot, val) 68977 32 4096 True 1,979 ± 621 / 320 ± 105 2.33 2.12 2.43 2.17 3.54 2.04 2.14 1.86 52.22 ± 2.07 / 38.82 ± 1.90 50.66 ± 1.88 / 62.04 ± 2.83 23.57 ± 3.82 / 56.09 ± 4.62 53.82 ± 2.13 / 61.94 ± 1.63 67.13 ± 0.72 / 21.62 ± 0.86 69.26 ± 2.89 / 76.99 ± 2.16 46.40 ± 2.92 / 59.45 ± 2.63 39.72 ± 2.48 / 53.83 ± 2.19 60.21 ± 1.86 / 47.06 ± 3.08 62.99 ± 2.66 / 48.82 ± 5.49 55.12 ± 5.10 / 66.55 ± 5.07 65.11 ± 0.66 / 17.82 ± 1.21 27.12 ± 4.90 / 54.26 ± 6.80 6.82 ± 5.06 / 46.18 ± 4.14 38.50 ± 3.93 / 69.99 ± 2.23 32.30 ± 3.42 / 48.32 ± 2.61 34.43 ± 2.91 / 49.65 ± 2.23 55.91 ± 3.25 / 39.73 ± 4.94 64.52 ± 3.15 / 70.51 ± 2.49 23.85 ± 7.34 / 56.89 ± 6.08 58.88 ± 1.51 / 65.82 ± 1.07 67.57 ± 0.24 / 21.77 ± 0.61 37.60 ± 3.30 / 52.46 ± 2.31 31.78 ± 2.98 / 47.11 ± 2.71 46.32 ± 5.10 / 35.77 ± 3.59 -3.31 ± 3.91 / 38.63 ± 2.52 24.26 ± 4.64 / 55.26 ± 2.41 66.16 ± 0.33 / 18.63 ± 0.56 8.27 ± 1.98 / 30.66 ± 1.24 2.75 ± 2.26 / 30.86 ± 1.74 62.39 ± 2.72 / 50.86 ± 2.31 53.16 ± 3.17 / 64.24 ± 3.42 31.81 ± 5.15 / 62.15 ± 4.02 28.99 ± 2.22 / 60.53 ± 2.92 66.98 ± 0.87 / 22.66 ± 2.41 35.72 ± 3.05 / 51.99 ± 2.09 35.26 ± 3.73 / 50.59 ± 3.17 64.00 ± 3.52 / 48.94 ± 3.83 13.30 ± 3.75 / 30.50 ± 2.48 30.88 ± 4.62 / 59.62 ± 4.50 54.14 ± 1.55 / 70.96 ± 1.01 68.71 ± 0.70 / 19.82 ± 0.90 45.47 ± 2.07 / 59.14 ± 1.69 42.91 ± 3.26 / 57.30 ± 2.39 72.80 ± 1.65 / 64.88 ± 3.12 63.76 ± 2.53 / 71.14 ± 1.90 28.37 ± 4.76 / 62.85 ± 3.04 64.70 ± 2.69 / 81.80 ± 1.41 71.04 ± 0.42 / 25.68 ± 0.52 47.00 ± 2.21 / 60.12 ± 1.58 61.56 ± 2.97 / 70.27 ± 2.27 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0
senseable/WestLake-7B-v2 (few-shot) 7242 32 32768 False 5,993 ± 1,028 / 1,742 ± 561 2.37 2.24 2.47 2.32 3.30 2.05 2.26 1.95 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 9.81 ± 0.85 / 32.28 ± 0.65 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 12.6.1 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
google/gemma-7b (few-shot) 8538 256 8192 True 1,378 ± 260 / 387 ± 119 2.44 2.32 2.56 2.19 3.34 2.05 2.58 2.07 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 17.73 ± 0.90 / 35.47 ± 0.83 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 12.9.1 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 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.10.0
mlabonne/AlphaMonarch-7B (few-shot, val) 7242 32 8192 False 5,340 ± 1,262 / 1,157 ± 375 2.46 2.27 2.57 2.37 3.46 2.11 2.34 2.07 52.72 ± 2.21 / 39.49 ± 3.47 49.11 ± 3.91 / 64.78 ± 2.61 16.09 ± 3.74 / 54.94 ± 2.92 46.28 ± 1.53 / 56.13 ± 1.09 66.62 ± 0.96 / 21.03 ± 0.80 60.03 ± 5.14 / 70.04 ± 3.73 59.83 ± 4.38 / 72.27 ± 3.40 40.40 ± 3.24 / 55.04 ± 2.57 61.90 ± 2.57 / 57.16 ± 2.81 66.92 ± 2.52 / 57.81 ± 3.54 48.80 ± 4.56 / 63.38 ± 3.06 64.72 ± 0.39 / 17.40 ± 0.60 19.53 ± 5.49 / 51.96 ± 4.90 9.83 ± 4.57 / 47.95 ± 2.22 30.27 ± 2.28 / 62.04 ± 2.19 28.18 ± 1.89 / 45.23 ± 1.44 36.20 ± 3.97 / 50.74 ± 3.38 60.53 ± 3.06 / 48.45 ± 5.19 67.03 ± 3.61 / 70.77 ± 1.95 15.10 ± 4.60 / 48.57 ± 2.91 42.46 ± 1.63 / 53.50 ± 1.40 67.94 ± 0.21 / 22.99 ± 0.24 27.51 ± 3.08 / 45.43 ± 2.37 42.29 ± 5.08 / 55.43 ± 4.50 50.85 ± 4.15 / 42.91 ± 5.02 1.80 ± 3.84 / 49.12 ± 2.51 20.23 ± 3.73 / 52.99 ± 2.11 64.46 ± 1.03 / 17.62 ± 1.10 9.92 ± 2.10 / 32.19 ± 1.69 9.09 ± 6.37 / 49.53 ± 5.40 63.36 ± 2.68 / 51.59 ± 3.44 59.80 ± 3.18 / 72.32 ± 2.23 22.98 ± 8.11 / 60.88 ± 3.98 20.96 ± 3.59 / 57.36 ± 2.94 67.58 ± 1.11 / 24.69 ± 2.94 36.08 ± 1.55 / 51.68 ± 1.14 47.99 ± 2.87 / 60.55 ± 2.08 64.71 ± 5.15 / 53.58 ± 3.82 11.14 ± 3.37 / 38.64 ± 2.36 25.22 ± 5.45 / 61.28 ± 2.51 46.34 ± 1.07 / 66.56 ± 1.49 67.71 ± 0.59 / 17.76 ± 0.71 38.49 ± 2.59 / 53.52 ± 2.03 47.66 ± 2.91 / 60.31 ± 2.30 69.19 ± 2.03 / 55.64 ± 3.53 63.77 ± 2.55 / 71.13 ± 1.83 28.43 ± 3.97 / 62.28 ± 1.86 44.39 ± 2.68 / 71.79 ± 1.25 69.77 ± 0.76 / 24.60 ± 1.13 46.53 ± 2.54 / 59.53 ± 1.87 71.36 ± 3.95 / 78.36 ± 2.91 12.5.2 12.5.2 12.5.2 12.5.2 12.6.1 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 12.5.2 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
alpindale/Mistral-7B-v0.2-hf (few-shot) 7242 32 32768 True 1,841 ± 297 / 651 ± 193 2.53 2.33 2.73 2.37 3.49 2.17 2.65 1.96 43.65 ± 2.87 / 32.21 ± 2.13 45.86 ± 1.63 / 61.89 ± 1.57 15.19 ± 3.67 / 46.19 ± 5.60 59.14 ± 0.90 / 64.43 ± 0.58 66.30 ± 1.02 / 21.99 ± 1.01 53.67 ± 1.74 / 64.67 ± 1.45 54.52 ± 2.51 / 68.59 ± 1.76 20.51 ± 2.03 / 39.10 ± 1.86 50.63 ± 2.12 / 44.59 ± 1.80 52.69 ± 2.30 / 46.51 ± 3.63 44.05 ± 2.51 / 61.80 ± 2.28 63.11 ± 1.66 / 16.14 ± 1.73 11.60 ± 4.10 / 43.01 ± 5.07 9.26 ± 1.14 / 46.28 ± 3.60 45.23 ± 3.73 / 68.68 ± 3.29 28.19 ± 0.84 / 45.83 ± 0.68 13.65 ± 2.51 / 34.00 ± 1.87 48.96 ± 2.72 / 39.25 ± 3.69 78.90 ± 0.95 / 78.62 ± 1.08 10.82 ± 3.46 / 38.95 ± 3.80 58.91 ± 1.02 / 64.72 ± 0.76 64.78 ± 0.33 / 19.24 ± 0.42 34.52 ± 1.19 / 50.47 ± 0.93 20.96 ± 1.96 / 39.95 ± 1.66 44.85 ± 3.44 / 36.23 ± 4.15 -0.69 ± 2.06 / 35.01 ± 1.14 25.52 ± 5.27 / 49.12 ± 5.22 61.54 ± 2.35 / 15.01 ± 1.61 10.42 ± 0.56 / 32.72 ± 0.36 4.46 ± 1.81 / 51.42 ± 2.60 55.32 ± 1.55 / 48.33 ± 1.45 52.49 ± 2.16 / 67.50 ± 1.61 24.34 ± 2.29 / 59.66 ± 2.93 31.54 ± 3.00 / 59.96 ± 3.89 68.98 ± 1.14 / 28.30 ± 2.36 35.12 ± 0.59 / 51.23 ± 0.46 28.89 ± 1.81 / 45.85 ± 1.47 56.76 ± 1.52 / 42.03 ± 1.98 7.11 ± 1.17 / 26.36 ± 2.97 23.55 ± 2.76 / 59.14 ± 3.18 61.89 ± 1.10 / 72.41 ± 1.08 64.33 ± 0.72 / 17.66 ± 0.87 34.92 ± 1.07 / 51.02 ± 0.85 23.87 ± 1.80 / 42.03 ± 1.58 61.02 ± 2.70 / 55.57 ± 2.50 67.10 ± 0.81 / 70.66 ± 0.76 29.82 ± 5.18 / 62.86 ± 4.72 73.50 ± 1.67 / 84.26 ± 1.30 69.02 ± 0.55 / 23.87 ± 0.72 47.13 ± 1.24 / 60.08 ± 0.92 35.88 ± 4.42 / 49.95 ± 3.87 12.5.2 12.5.1 12.5.1 12.5.1 12.6.1 12.5.1 12.5.1 12.5.1 12.5.2 12.5.2 12.5.1 12.5.1 12.5.1 12.5.1 12.5.1 12.5.1 12.5.1 12.5.2 12.5.1 12.5.1 12.5.1 12.5.1 12.5.1 12.5.1 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
mistralai/Mistral-7B-v0.1 (few-shot) 7242 32 32768 True 2,657 ± 524 / 880 ± 278 2.53 2.43 2.72 2.34 3.47 2.18 2.64 1.93 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 10.31 ± 1.06 / 32.74 ± 0.64 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 9.1.2 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
timpal0l/Mistral-7B-v0.1-flashback-v2 (few-shot) 7242 32 32768 True 5,054 ± 1,200 / 1,056 ± 339 2.63 2.41 2.69 2.25 3.57 2.44 2.98 2.10 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 6.94 ± 0.88 / 30.23 ± 0.46 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 12.5.3 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
mistralai/Mistral-7B-Instruct-v0.2 (few-shot) 7242 32 32768 False 634 ± 179 / 110 ± 35 2.67 2.44 2.85 2.54 3.59 2.39 2.62 2.24 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 7.55 ± 0.67 / 29.89 ± 0.47 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 9.3.2 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
occiglot/occiglot-7b-eu5-instruct (few-shot) 7242 32 32768 False 2,088 ± 352 / 706 ± 214 2.67 2.61 2.85 2.54 3.58 2.17 2.75 2.22 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 8.10 ± 0.93 / 29.90 ± 0.88 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 12.3.1 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 12.5.2 12.2.0 12.3.1 12.4.0 12.4.0 12.3.1 12.3.1
occiglot/occiglot-7b-eu5 (few-shot) 7242 32 32768 True 2,219 ± 427 / 717 ± 224 2.77 2.65 2.94 2.58 3.72 2.29 2.87 2.33 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 7.64 ± 0.91 / 29.55 ± 1.22 -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 12.1.0 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 12.1.0 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
mistralai/Mistral-7B-Instruct-v0.1 (few-shot) 7242 32 32768 False 634 ± 179 / 110 ± 35 2.78 2.63 2.89 2.67 3.71 2.49 2.92 2.15 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 7.22 ± 1.33 / 29.40 ± 1.04 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 9.3.1 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
microsoft/Phi-3-mini-128k-instruct (few-shot) 3821 32 131072 True 7,312 ± 1,668 / 1,609 ± 525 2.80 3.04 3.06 2.94 3.82 2.02 2.73 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 7.06 ± 0.86 / 30.16 ± 0.67 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 12.10.0 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 12.9.1 12.9.1 12.9.1 12.9.1 12.10.0 12.10.0 12.10.0
google/gemma-7b-it (few-shot) 8538 256 8192 False 1,792 ± 249 / 668 ± 203 2.86 2.78 2.83 2.98 3.67 2.81 2.77 2.20 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 7.59 ± 0.73 / 28.78 ± 0.60 -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 12.10.0 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 12.10.0
meta-llama/Llama-2-7b-chat-hf (few-shot) 6738 32 4096 False 2,643 ± 455 / 800 ± 247 2.89 2.71 3.05 2.77 3.79 2.67 2.91 2.30 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 3.27 ± 0.84 / 26.91 ± 0.86 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 9.3.1 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
Qwen/Qwen1.5-4B-Chat (few-shot) 3950 152 32768 False 4,347 ± 893 / 1,135 ± 365 2.91 2.76 3.08 2.81 4.00 2.67 2.87 2.16 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 6.32 ± 1.09 / 29.87 ± 0.80 -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 12.1.0 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 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 2.92 2.81 3.04 2.67 3.81 2.61 3.08 2.44 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 5.05 ± 1.56 / 28.95 ± 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 9.2.0 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
01-ai/Yi-6B (few-shot) 6061 64 4096 True 6,435 ± 1,316 / 1,632 ± 549 2.95 3.14 2.99 2.62 4.02 2.90 3.04 1.97 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 8.44 ± 0.73 / 31.23 ± 0.59 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 10.0.1 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
Qwen/Qwen1.5-4B (few-shot) 3950 152 32768 True 3,248 ± 739 / 761 ± 252 3.08 2.84 3.17 3.34 4.11 2.86 3.15 2.12 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 6.15 ± 0.90 / 29.29 ± 0.65 -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 12.1.0 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 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0
google/gemma-2b (few-shot) 2506 256 8192 True 6,087 ± 1,046 / 1,902 ± 563 3.35 3.11 3.50 3.17 4.02 3.26 3.50 2.92 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 4.71 ± 1.02 / 26.81 ± 0.83 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 12.1.0 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 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 4099 True 3,530 ± 748 / 829 ± 277 3.43 3.06 3.46 3.08 3.95 3.41 3.74 3.32 32.12 ± 2.72 / 22.20 ± 2.85 47.92 ± 1.15 / 63.55 ± 1.65 2.79 ± 1.58 / 42.82 ± 3.40 53.86 ± 0.73 / 59.73 ± 0.64 63.96 ± 0.76 / 16.80 ± 1.44 -0.69 ± 0.71 / 23.96 ± 0.74 1.01 ± 3.40 / 35.43 ± 1.72 0.19 ± 1.16 / 25.26 ± 0.63 34.65 ± 3.62 / 28.82 ± 2.65 39.85 ± 3.27 / 32.18 ± 2.71 34.35 ± 1.30 / 42.10 ± 0.61 57.44 ± 2.32 / 9.00 ± 1.46 4.61 ± 1.22 / 39.40 ± 2.17 3.04 ± 1.49 / 43.94 ± 3.44 34.29 ± 3.42 / 53.85 ± 3.84 -0.36 ± 0.76 / 22.29 ± 0.71 0.56 ± 1.06 / 24.82 ± 0.70 36.98 ± 2.12 / 24.75 ± 2.04 68.43 ± 2.36 / 64.66 ± 1.22 2.22 ± 1.24 / 48.14 ± 1.72 52.04 ± 1.20 / 57.54 ± 1.19 61.04 ± 1.10 / 14.30 ± 0.42 0.60 ± 0.71 / 23.33 ± 0.51 0.59 ± 0.85 / 25.47 ± 0.78 20.51 ± 3.13 / 20.32 ± 2.89 1.12 ± 1.87 / 46.10 ± 3.55 21.85 ± 3.13 / 45.40 ± 2.16 59.41 ± 2.83 / 10.57 ± 1.68 -0.48 ± 0.57 / 22.75 ± 0.82 0.06 ± 2.69 / 44.46 ± 1.65 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 47.70 ± 2.71 / 44.98 ± 2.69 51.87 ± 6.35 / 49.40 ± 3.66 0.14 ± 1.67 / 46.80 ± 2.63 50.83 ± 1.05 / 61.39 ± 1.03 63.14 ± 1.28 / 16.86 ± 0.76 2.16 ± 1.01 / 24.58 ± 0.54 0.17 ± 0.73 / 25.05 ± 0.35 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 12.7.0 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
google/gemma-2b-it (few-shot) 2506 256 8192 False 6,471 ± 1,142 / 1,961 ± 584 3.49 3.34 3.51 3.74 4.15 3.26 3.38 3.03 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 2.42 ± 0.70 / 23.15 ± 0.70 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 12.1.0 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 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 3.50 3.52 3.77 3.36 4.19 3.31 3.58 2.80 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 3.87 ± 0.97 / 26.29 ± 0.94 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 12.1.0 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 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 3.59 3.56 3.81 3.42 4.30 3.50 3.91 2.64 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 3.79 ± 1.12 / 25.76 ± 0.91 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 12.1.0 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 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0
allenai/OLMo-7B (few-shot) 6888 50 2051 True 5,403 ± 1,133 / 1,294 ± 423 3.83 3.62 4.01 3.51 4.62 3.82 3.82 3.42 26.76 ± 3.11 / 19.46 ± 2.38 30.76 ± 4.38 / 44.83 ± 4.36 0.55 ± 1.73 / 39.40 ± 4.57 45.65 ± 1.22 / 52.49 ± 1.01 50.86 ± 0.68 / 9.46 ± 0.54 0.26 ± 1.33 / 23.32 ± 0.83 6.94 ± 1.82 / 37.66 ± 1.18 -0.11 ± 0.71 / 24.99 ± 0.40 34.42 ± 3.22 / 27.79 ± 2.40 35.17 ± 4.05 / 30.70 ± 3.37 21.46 ± 5.63 / 38.36 ± 6.18 45.34 ± 0.64 / 5.61 ± 0.21 0.34 ± 1.25 / 33.60 ± 0.50 0.26 ± 0.58 / 34.69 ± 3.11 0.12 ± 0.04 / 9.85 ± 0.17 2.61 ± 1.38 / 27.69 ± 0.74 0.96 ± 1.02 / 25.05 ± 0.84 37.36 ± 2.11 / 28.59 ± 3.03 72.08 ± 1.20 / 63.52 ± 3.36 -0.86 ± 1.61 / 33.84 ± 0.59 45.16 ± 0.96 / 51.46 ± 0.93 41.03 ± 0.33 / 4.86 ± 0.09 -0.83 ± 1.04 / 25.47 ± 0.54 -0.62 ± 0.73 / 24.51 ± 0.53 8.84 ± 2.72 / 8.59 ± 2.81 -0.38 ± 1.52 / 34.73 ± 1.40 5.08 ± 1.06 / 18.85 ± 2.62 42.35 ± 0.38 / 6.36 ± 0.24 2.31 ± 1.36 / 25.90 ± 1.45 -1.79 ± 3.44 / 45.33 ± 2.32 30.85 ± 4.69 / 24.38 ± 3.10 49.77 ± 2.81 / 64.87 ± 2.42 2.67 ± 1.77 / 41.55 ± 4.54 4.09 ± 1.94 / 12.70 ± 2.66 42.64 ± 0.22 / 4.37 ± 0.10 1.94 ± 0.76 / 26.86 ± 0.44 1.24 ± 0.75 / 25.78 ± 0.82 37.37 ± 2.22 / 30.45 ± 2.45 9.55 ± 1.82 / 23.90 ± 1.53 0.05 ± 1.35 / 35.78 ± 2.30 34.81 ± 1.54 / 46.37 ± 1.51 45.22 ± 0.39 / 8.61 ± 0.17 3.92 ± 1.04 / 27.22 ± 0.63 0.16 ± 0.55 / 25.29 ± 0.61 38.23 ± 3.10 / 36.38 ± 2.60 60.70 ± 1.80 / 66.82 ± 1.12 -0.19 ± 2.28 / 38.77 ± 3.32 61.93 ± 1.98 / 73.71 ± 1.57 51.32 ± 0.91 / 11.96 ± 0.57 5.00 ± 1.53 / 27.59 ± 1.14 1.10 ± 1.02 / 25.71 ± 0.66 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 12.5.2 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
Qwen/Qwen1.5-0.5B (few-shot) 620 152 32768 True 11,371 ± 2,924 / 2,122 ± 692 3.86 3.89 4.08 3.78 4.31 3.80 3.94 3.25 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 2.71 ± 0.84 / 24.35 ± 0.86 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 12.1.0 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 12.5.2 10.0.1 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0
RuterNorway/Llama-2-7b-chat-norwegian (few-shot) unknown 32 4096 False 10,890 ± 2,686 / 2,186 ± 750 3.87 4.07 3.90 3.71 4.50 3.44 3.39 4.10 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 0.74 ± 0.76 / 25.88 ± 1.33 -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 9.3.1 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 3.89 3.82 4.60 3.83 4.32 3.73 3.73 3.20 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 2.82 ± 0.73 / 26.56 ± 0.56 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 12.1.0 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 12.5.2 11.0.0 12.1.0 12.5.0 12.5.0 12.1.0 12.1.0
allenai/OLMo-7B-Twin-2T (few-shot) 6888 50 2051 True 5,484 ± 1,125 / 1,317 ± 425 4.00 3.82 4.14 3.63 4.63 4.09 4.10 3.62 7.52 ± 3.92 / 6.60 ± 2.84 18.30 ± 3.89 / 27.62 ± 5.78 3.23 ± 1.94 / 45.74 ± 3.06 46.35 ± 1.42 / 51.37 ± 1.43 53.01 ± 1.10 / 10.72 ± 0.80 2.17 ± 1.53 / 23.73 ± 0.99 0.22 ± 2.74 / 35.08 ± 1.48 -0.65 ± 1.58 / 24.75 ± 1.03 9.06 ± 6.86 / 8.39 ± 6.41 17.16 ± 6.21 / 16.00 ± 5.94 25.52 ± 3.72 / 41.44 ± 4.44 40.94 ± 0.78 / 5.09 ± 0.25 0.68 ± 1.54 / 45.09 ± 2.63 0.17 ± 2.27 / 42.02 ± 4.30 0.46 ± 0.07 / 6.96 ± 0.13 2.43 ± 1.10 / 24.94 ± 0.98 2.35 ± 0.86 / 26.35 ± 0.78 20.49 ± 7.78 / 19.50 ± 6.82 70.04 ± 2.28 / 60.77 ± 3.00 2.28 ± 1.77 / 36.86 ± 3.97 45.85 ± 1.19 / 51.08 ± 1.21 39.53 ± 0.34 / 5.71 ± 0.10 0.69 ± 0.90 / 24.20 ± 0.89 0.12 ± 1.51 / 24.97 ± 1.28 9.04 ± 5.36 / 9.25 ± 4.70 -0.08 ± 1.02 / 34.02 ± 0.68 8.86 ± 2.70 / 27.28 ± 1.45 40.35 ± 0.29 / 6.83 ± 0.14 1.17 ± 1.14 / 23.52 ± 1.31 -3.46 ± 3.64 / 47.67 ± 2.88 14.06 ± 5.31 / 12.90 ± 4.52 28.07 ± 6.33 / 38.61 ± 7.42 2.31 ± 1.88 / 44.45 ± 4.23 6.89 ± 2.35 / 17.95 ± 3.37 43.42 ± 0.26 / 5.42 ± 0.11 1.66 ± 1.18 / 25.51 ± 0.86 1.50 ± 0.90 / 26.46 ± 0.95 18.70 ± 5.76 / 19.58 ± 4.59 3.70 ± 1.69 / 17.91 ± 1.48 2.19 ± 2.08 / 45.43 ± 3.44 38.08 ± 1.07 / 48.44 ± 1.55 43.79 ± 0.51 / 7.59 ± 0.20 0.65 ± 1.39 / 25.05 ± 1.02 -0.02 ± 0.92 / 24.75 ± 0.66 25.36 ± 8.05 / 24.05 ± 7.34 56.91 ± 2.41 / 66.15 ± 1.54 7.10 ± 2.89 / 49.36 ± 4.03 58.60 ± 5.37 / 70.37 ± 4.71 46.16 ± 1.28 / 11.33 ± 0.70 0.71 ± 0.85 / 24.97 ± 0.62 0.82 ± 1.01 / 25.62 ± 0.74 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 12.5.2 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
allenai/OLMo-1B (few-shot) 1177 50 2051 True 8,536 ± 1,926 / 1,940 ± 619 4.28 4.20 4.25 4.10 4.79 4.34 4.44 3.82 13.39 ± 2.60 / 12.39 ± 2.46 17.94 ± 5.58 / 32.80 ± 3.63 -2.02 ± 2.28 / 40.63 ± 4.12 23.65 ± 2.96 / 26.24 ± 3.20 48.87 ± 1.42 / 5.39 ± 0.62 -0.33 ± 0.61 / 23.91 ± 0.71 0.05 ± 2.96 / 34.67 ± 1.78 -0.08 ± 0.81 / 25.21 ± 0.56 30.79 ± 1.95 / 32.18 ± 1.98 31.12 ± 2.36 / 33.10 ± 2.68 9.95 ± 3.92 / 29.01 ± 2.80 40.45 ± 0.43 / 4.00 ± 0.12 -0.95 ± 1.87 / 39.37 ± 3.33 -0.04 ± 1.73 / 42.36 ± 4.61 0.00 ± 0.00 / 3.06 ± 0.05 0.32 ± 1.03 / 24.22 ± 1.37 0.12 ± 0.91 / 24.92 ± 0.59 29.39 ± 3.08 / 29.93 ± 3.14 38.95 ± 11.78 / 43.61 ± 8.46 -1.35 ± 1.76 / 40.70 ± 4.25 17.85 ± 3.77 / 20.30 ± 4.04 43.75 ± 0.28 / 4.67 ± 0.12 -0.22 ± 0.80 / 23.76 ± 0.84 0.75 ± 1.00 / 25.27 ± 0.56 13.60 ± 2.38 / 14.36 ± 2.36 -1.04 ± 0.90 / 34.46 ± 1.41 1.51 ± 0.68 / 13.16 ± 3.12 37.41 ± 0.29 / 5.10 ± 0.15 -0.09 ± 0.72 / 22.80 ± 0.92 -1.03 ± 1.32 / 56.25 ± 0.87 21.46 ± 2.04 / 20.83 ± 1.63 21.03 ± 6.33 / 38.33 ± 7.79 0.13 ± 1.48 / 43.17 ± 4.90 0.71 ± 0.53 / 6.02 ± 1.37 39.77 ± 0.20 / 4.80 ± 0.05 -0.08 ± 0.53 / 25.19 ± 1.04 -0.63 ± 0.73 / 24.55 ± 0.49 22.58 ± 5.05 / 26.82 ± 3.69 4.92 ± 2.71 / 19.51 ± 4.22 -1.27 ± 1.85 / 41.38 ± 3.59 6.64 ± 1.96 / 11.74 ± 1.62 43.43 ± 0.37 / 7.83 ± 0.14 -0.56 ± 1.27 / 24.38 ± 0.98 0.29 ± 1.06 / 25.10 ± 0.83 26.47 ± 6.25 / 28.27 ± 5.35 60.05 ± 3.94 / 56.18 ± 1.90 0.72 ± 1.90 / 42.84 ± 3.50 43.87 ± 2.49 / 55.59 ± 2.44 46.18 ± 1.20 / 10.06 ± 0.67 -0.87 ± 0.99 / 23.08 ± 0.63 0.20 ± 1.12 / 24.94 ± 0.86 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 12.1.0 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 12.5.2 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0 12.1.0
ai-forever/mGPT (few-shot) unknown 100 1024 True 11,734 ± 3,124 / 2,174 ± 720 5.01 5.00 4.64 4.94 5.23 4.87 5.03 5.36 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 0.69 ± 0.98 / 23.34 ± 0.72 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 11.0.0 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
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