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layout title
leaderboard
Germanic NLU 🇪🇺
Last updated: 04/11/2024 17:10:12 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 NorNE-nb NorNE-nn NoReC ScaLA-nb ScaLA-nn NorQuAD SUC3 SweReC ScaLA-sv ScandiQA-sv MIM-GOLD-NER ScaLA-is NQiI GermEval SB10k ScaLA-de GermanQuAD CoNLL-nl Dutch Social ScaLA-nl SQuAD-nl CoNLL-en SST5 ScaLA-en SQuAD DANSK version Angry Tweets version ScaLA-da version ScandiQA-da version NorNE-nb version NorNE-nn version NoReC version ScaLA-nb version ScaLA-nn version NorQuAD version SUC3 version SweReC version ScaLA-sv version ScandiQA-sv version MIM-GOLD-NER version ScaLA-is version NQiI version GermEval version SB10k version ScaLA-de version GermanQuAD version CoNLL-nl version Dutch Social version ScaLA-nl version SQuAD-nl version CoNLL-en version SST5 version ScaLA-en version SQuAD version
gpt-4-0613 (few-shot, val) unknown 100 8192 True 597 ± 197 / 93 ± 33 1.45 1.18 1.36 1.22 1.91 1.38 1.80 1.33 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 81.16 ± 2.46 / 63.39 ± 4.07 75.75 ± 4.49 / 60.44 ± 5.46 72.72 ± 3.20 / 81.35 ± 2.22 77.30 ± 2.97 / 88.39 ± 1.60 57.18 ± 3.91 / 76.40 ± 2.66 47.50 ± 2.86 / 75.24 ± 1.32 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 78.67 ± 2.16 / 59.54 ± 4.85 33.65 ± 3.19 / 60.56 ± 2.35 32.25 ± 2.01 / 60.12 ± 1.31 69.48 ± 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 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 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 0.0.0 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 0.0.0 0.0.0 0.0.0 12.9.0 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
gpt-4-1106-preview (few-shot, val) unknown 100 128000 True 576 ± 221 / 81 ± 28 1.50 1.27 1.49 1.30 1.35 1.55 2.14 1.39 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 77.48 ± 2.32 / 55.87 ± 2.83 78.70 ± 2.78 / 57.58 ± 4.23 62.55 ± 2.82 / 72.41 ± 2.42 74.45 ± 4.27 / 86.22 ± 2.49 56.31 ± 5.81 / 74.04 ± 4.03 44.67 ± 3.23 / 73.39 ± 1.83 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 86.37 ± 1.19 / 82.25 ± 2.73 43.03 ± 5.07 / 71.18 ± 2.64 37.26 ± 2.60 / 66.04 ± 1.95 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 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 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 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.0 12.10.2 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2 12.10.0 12.5.1 12.10.2 12.5.1 12.6.1 12.10.2 12.10.2 12.6.1 12.3.2 12.10.2 12.10.2 12.3.2 12.10.0 12.10.2 12.10.2 12.10.0
google/rembert 576 250 256 True 11,736 ± 2,822 / 2,102 ± 677 1.58 1.59 1.38 1.44 1.56 1.21 2.48 1.41 70.19 ± 3.34 / 66.64 ± 2.68 50.19 ± 1.82 / 66.32 ± 1.50 69.72 ± 2.25 / 84.30 ± 1.64 39.85 ± 8.97 / 44.44 ± 9.99 88.70 ± 2.05 / 84.95 ± 2.83 86.11 ± 1.67 / 82.16 ± 1.96 54.19 ± 3.15 / 65.18 ± 4.55 69.83 ± 2.01 / 84.72 ± 1.10 54.84 ± 12.59 / 75.13 ± 9.44 58.18 ± 1.84 / 71.29 ± 1.51 78.23 ± 1.53 / 72.58 ± 1.51 75.99 ± 1.15 / 71.01 ± 4.17 72.17 ± 0.94 / 85.94 ± 0.54 46.00 ± 2.13 / 51.05 ± 2.40 78.05 ± 1.72 / 78.74 ± 1.41 48.29 ± 2.59 / 73.54 ± 1.99 29.38 ± 1.81 / 52.42 ± 3.00 77.62 ± 0.80 / 76.16 ± 0.79 60.65 ± 2.10 / 73.52 ± 1.58 62.60 ± 2.16 / 81.12 ± 1.14 33.62 ± 1.34 / 60.41 ± 1.36 75.49 ± 1.75 / 81.37 ± 1.31 4.79 ± 3.93 / 27.49 ± 2.37 66.47 ± 2.04 / 83.16 ± 1.01 55.70 ± 1.62 / 68.38 ± 1.47 90.17 ± 0.50 / 89.85 ± 0.49 51.74 ± 10.59 / 58.97 ± 6.34 55.55 ± 1.66 / 77.55 ± 0.89 69.02 ± 1.23 / 81.57 ± 1.05 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 12.7.0 12.7.0 12.7.0 12.7.0 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1
gpt-4o-2024-05-13 (few-shot, val) unknown 200 128000 True 916 ± 329 / 114 ± 38 1.58 1.40 1.55 1.28 1.31 1.71 2.35 1.49 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 79.07 ± 3.01 / 64.17 ± 3.51 81.56 ± 2.45 / 64.06 ± 4.11 66.66 ± 1.91 / 77.70 ± 1.29 64.53 ± 6.09 / 79.17 ± 4.89 54.70 ± 4.36 / 74.94 ± 3.26 43.51 ± 3.40 / 74.52 ± 1.79 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 81.19 ± 2.45 / 54.02 ± 5.60 51.10 ± 5.09 / 73.25 ± 3.42 29.64 ± 2.12 / 55.46 ± 1.12 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 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 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 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.0 12.10.2 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2 12.10.0 12.10.0 12.10.2 12.10.2 12.10.0
microsoft/mdeberta-v3-base 279 251 512 True 20,637 ± 3,925 / 4,497 ± 1,502 1.61 1.66 1.46 1.48 1.22 1.64 2.41 1.38 72.90 ± 2.53 / 67.41 ± 2.19 43.38 ± 3.20 / 60.05 ± 4.33 67.05 ± 1.41 / 83.18 ± 0.80 42.15 ± 2.12 / 47.97 ± 1.99 91.90 ± 0.54 / 89.55 ± 0.57 86.81 ± 1.35 / 83.46 ± 1.68 53.69 ± 4.28 / 63.69 ± 6.95 70.55 ± 1.64 / 84.79 ± 0.86 61.21 ± 1.20 / 79.87 ± 0.76 48.82 ± 1.20 / 63.72 ± 1.06 78.84 ± 2.19 / 72.86 ± 2.04 75.24 ± 0.99 / 72.06 ± 2.67 72.30 ± 1.04 / 85.77 ± 0.65 44.74 ± 1.04 / 50.62 ± 0.85 81.12 ± 2.02 / 81.48 ± 1.69 54.11 ± 2.40 / 76.46 ± 1.28 30.93 ± 0.96 / 56.17 ± 1.10 77.42 ± 1.30 / 76.39 ± 1.16 50.90 ± 6.20 / 66.89 ± 4.34 59.38 ± 2.00 / 79.12 ± 1.09 20.28 ± 1.15 / 42.79 ± 1.37 84.47 ± 1.84 / 87.98 ± 1.21 5.16 ± 5.21 / 27.85 ± 3.29 71.23 ± 1.62 / 85.45 ± 0.83 46.43 ± 0.72 / 57.80 ± 0.84 91.83 ± 0.50 / 91.40 ± 0.43 53.75 ± 1.47 / 56.40 ± 2.82 62.11 ± 1.53 / 80.67 ± 0.77 62.10 ± 1.03 / 73.26 ± 0.85 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 12.7.0 12.7.0 12.7.0 12.7.0 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/Meta-Llama-3-70B (few-shot, val) 70554 128 8192 True 312 ± 55 / 177 ± 51 1.62 1.37 1.43 1.29 2.41 1.48 1.95 1.43 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 75.31 ± 3.84 / 64.90 ± 4.05 75.94 ± 4.62 / 62.81 ± 5.25 66.74 ± 4.50 / 74.89 ± 3.69 59.82 ± 3.52 / 79.17 ± 2.10 47.56 ± 3.52 / 71.91 ± 1.79 60.87 ± 4.82 / 82.30 ± 2.52 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 75.33 ± 3.06 / 62.43 ± 3.11 14.89 ± 3.28 / 51.55 ± 4.71 34.36 ± 2.87 / 64.02 ± 2.94 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 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 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 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
intfloat/multilingual-e5-large 560 250 512 True 6,732 ± 1,273 / 1,633 ± 523 1.71 1.58 1.57 1.49 3.16 1.38 1.47 1.33 69.50 ± 1.78 / 65.03 ± 1.31 55.07 ± 1.53 / 69.43 ± 1.47 57.67 ± 2.56 / 78.48 ± 1.32 46.71 ± 1.25 / 52.84 ± 1.18 89.86 ± 0.93 / 90.64 ± 0.80 84.32 ± 1.08 / 86.52 ± 0.94 61.52 ± 1.87 / 72.72 ± 1.95 62.34 ± 2.48 / 79.94 ± 1.46 34.88 ± 11.23 / 66.51 ± 5.72 53.01 ± 1.05 / 70.46 ± 0.86 80.36 ± 1.12 / 78.57 ± 1.27 79.65 ± 1.05 / 78.90 ± 1.32 63.15 ± 1.65 / 81.06 ± 0.95 46.99 ± 1.18 / 53.49 ± 0.89 78.43 ± 1.53 / 79.30 ± 1.03 10.78 ± 7.04 / 53.28 ± 3.97 13.79 ± 0.96 / 54.20 ± 1.31 79.73 ± 1.38 / 78.52 ± 1.44 64.78 ± 1.34 / 76.30 ± 0.98 47.24 ± 13.67 / 71.51 ± 8.03 28.11 ± 0.94 / 54.87 ± 1.08 82.31 ± 2.14 / 86.91 ± 1.34 32.64 ± 2.91 / 49.90 ± 3.42 58.51 ± 4.12 / 78.17 ± 2.32 45.32 ± 1.91 / 57.53 ± 1.78 91.69 ± 0.67 / 91.29 ± 0.54 64.37 ± 1.28 / 65.16 ± 2.10 53.58 ± 10.20 / 74.70 ± 7.53 60.47 ± 1.61 / 73.00 ± 1.37 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 12.6.1 12.6.1 12.6.1 12.6.1 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
setu4993/LaBSE 471 501 512 True 25,418 ± 6,435 / 4,536 ± 1,452 1.75 1.89 1.68 1.66 2.31 1.55 1.54 1.62 71.24 ± 1.63 / 66.41 ± 1.64 46.50 ± 1.57 / 64.31 ± 1.21 52.92 ± 4.42 / 75.11 ± 3.22 40.08 ± 1.22 / 45.40 ± 1.14 90.58 ± 0.91 / 87.84 ± 1.00 85.21 ± 1.05 / 81.57 ± 1.30 54.26 ± 1.75 / 67.25 ± 1.47 59.44 ± 1.47 / 78.80 ± 1.00 49.30 ± 1.39 / 74.02 ± 1.04 46.42 ± 1.44 / 61.82 ± 1.47 77.78 ± 1.69 / 72.08 ± 1.81 73.58 ± 1.37 / 70.43 ± 2.49 60.36 ± 2.98 / 79.72 ± 1.52 41.71 ± 1.08 / 47.07 ± 0.98 80.45 ± 1.29 / 81.01 ± 1.16 36.92 ± 7.62 / 66.07 ± 3.89 11.75 ± 0.66 / 46.17 ± 1.42 79.44 ± 0.96 / 78.42 ± 0.98 58.65 ± 1.67 / 72.12 ± 1.18 52.19 ± 2.96 / 74.17 ± 1.82 23.66 ± 0.97 / 45.11 ± 1.50 82.02 ± 1.04 / 84.71 ± 0.59 33.99 ± 4.05 / 50.69 ± 4.23 60.77 ± 1.53 / 79.80 ± 0.87 41.55 ± 1.08 / 51.73 ± 1.18 90.33 ± 0.62 / 90.31 ± 0.46 52.93 ± 1.41 / 58.98 ± 1.52 50.70 ± 2.70 / 74.17 ± 1.51 53.77 ± 0.57 / 65.07 ± 0.61 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 12.7.0 12.7.0 12.7.0 12.7.0 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
FacebookAI/xlm-roberta-large 560 250 512 True 17,897 ± 3,921 / 3,463 ± 1,141 1.84 1.66 1.52 1.64 2.74 1.27 2.29 1.74 72.74 ± 2.58 / 67.15 ± 2.53 48.33 ± 4.44 / 63.94 ± 5.16 57.30 ± 14.90 / 76.82 ± 8.67 43.57 ± 3.28 / 49.29 ± 3.35 91.66 ± 1.24 / 89.34 ± 1.62 86.19 ± 0.97 / 82.86 ± 1.29 50.25 ± 15.36 / 63.55 ± 13.05 55.51 ± 18.28 / 74.00 ± 13.38 43.89 ± 14.81 / 68.88 ± 10.32 57.57 ± 2.43 / 72.69 ± 2.22 80.33 ± 2.50 / 75.03 ± 3.79 76.63 ± 0.98 / 74.25 ± 3.20 49.72 ± 19.88 / 69.94 ± 13.64 46.64 ± 1.42 / 52.21 ± 1.45 82.83 ± 1.09 / 83.16 ± 1.02 22.78 ± 12.25 / 57.07 ± 8.18 15.72 ± 1.39 / 55.29 ± 1.30 80.64 ± 0.81 / 80.03 ± 0.97 63.02 ± 1.62 / 75.25 ± 1.08 54.83 ± 9.12 / 76.02 ± 5.19 29.09 ± 1.00 / 55.68 ± 1.11 83.49 ± 1.51 / 86.12 ± 1.21 8.82 ± 7.93 / 30.82 ± 4.71 64.80 ± 8.79 / 80.93 ± 6.29 50.72 ± 1.20 / 61.66 ± 1.16 89.81 ± 0.60 / 89.25 ± 0.72 41.97 ± 17.48 / 50.33 ± 9.16 35.55 ± 18.61 / 63.79 ± 12.17 68.88 ± 1.40 / 79.18 ± 1.17 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 12.7.0 12.7.0 12.7.0 12.7.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0
google/gemma-2-27b-it (few-shot) 27227 256 8193 True 1,516 ± 257 / 480 ± 148 1.87 1.51 1.69 1.50 2.86 1.69 2.29 1.55 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 67.35 ± 2.33 / 56.75 ± 3.04 66.61 ± 1.81 / 57.24 ± 4.35 67.14 ± 1.22 / 78.63 ± 0.96 64.66 ± 1.38 / 81.94 ± 0.79 52.49 ± 2.01 / 75.95 ± 1.15 44.85 ± 2.17 / 73.41 ± 1.61 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 55.48 ± 2.38 / 47.46 ± 2.77 20.10 ± 1.79 / 59.68 ± 0.93 27.18 ± 1.05 / 53.76 ± 1.19 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
intfloat/multilingual-e5-large-instruct 560 250 514 True 5,947 ± 1,301 / 1,129 ± 374 1.88 1.88 1.96 1.60 3.36 1.34 1.74 1.29 69.86 ± 1.64 / 65.30 ± 1.46 55.45 ± 1.57 / 69.74 ± 1.66 31.14 ± 18.61 / 63.23 ± 10.14 45.51 ± 2.60 / 52.75 ± 1.79 89.27 ± 1.00 / 90.42 ± 0.65 83.78 ± 1.53 / 86.17 ± 1.36 63.35 ± 0.63 / 74.20 ± 0.91 55.71 ± 11.72 / 77.00 ± 5.84 12.32 ± 12.70 / 53.74 ± 7.38 38.74 ± 7.61 / 58.52 ± 7.90 79.50 ± 0.96 / 77.37 ± 0.89 79.48 ± 0.87 / 77.47 ± 1.64 53.01 ± 15.20 / 75.97 ± 7.76 45.68 ± 1.62 / 53.19 ± 1.02 78.32 ± 1.32 / 79.70 ± 1.08 8.11 ± 3.77 / 50.71 ± 3.73 13.93 ± 1.14 / 53.59 ± 1.62 79.77 ± 1.22 / 78.93 ± 1.23 65.72 ± 1.70 / 76.73 ± 1.23 49.82 ± 10.56 / 73.61 ± 5.48 28.42 ± 1.71 / 55.35 ± 1.55 83.68 ± 1.57 / 87.38 ± 1.03 27.19 ± 6.73 / 45.37 ± 6.25 51.80 ± 10.91 / 75.02 ± 5.60 46.07 ± 1.33 / 58.70 ± 1.30 91.43 ± 0.52 / 91.15 ± 0.44 66.42 ± 1.01 / 64.56 ± 1.33 53.05 ± 12.06 / 75.49 ± 6.21 61.34 ± 1.79 / 74.85 ± 1.26 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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 1.98 1.57 1.87 1.51 2.94 1.87 2.46 1.61 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 77.70 ± 2.64 / 68.71 ± 2.97 73.92 ± 2.53 / 67.96 ± 2.67 58.88 ± 3.23 / 71.00 ± 2.87 54.29 ± 4.27 / 73.02 ± 3.26 32.82 ± 3.43 / 56.05 ± 4.14 45.35 ± 2.97 / 73.47 ± 1.69 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 69.59 ± 4.54 / 54.49 ± 4.31 7.28 ± 4.10 / 52.96 ± 2.00 28.50 ± 1.79 / 50.29 ± 1.79 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 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 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 12.9.0 12.9.0 12.9.0 12.9.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 12.9.0 0.0.0 0.0.0 0.0.0 12.9.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 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
152334H/miqu-1-70b-sf (few-shot, val) 68977 32 32764 True 2,126 ± 676 / 319 ± 104 2.05 1.82 2.16 1.69 3.05 1.72 2.18 1.70 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 66.75 ± 2.07 / 58.61 ± 3.33 66.81 ± 2.57 / 57.71 ± 3.04 60.58 ± 4.96 / 70.33 ± 4.12 47.53 ± 4.07 / 72.24 ± 2.31 17.14 ± 4.72 / 51.14 ± 4.36 41.92 ± 3.36 / 72.51 ± 1.91 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 61.13 ± 3.80 / 50.79 ± 5.92 7.75 ± 5.66 / 46.83 ± 4.00 27.27 ± 4.08 / 60.91 ± 1.98 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 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 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 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 2.05 1.78 1.97 1.99 2.86 1.81 2.25 1.69 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 80.50 ± 2.85 / 76.71 ± 2.48 76.47 ± 3.13 / 73.94 ± 2.95 59.29 ± 5.92 / 69.99 ± 4.80 47.28 ± 3.57 / 69.23 ± 3.04 32.76 ± 3.80 / 60.66 ± 3.10 39.71 ± 2.59 / 71.60 ± 1.57 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 72.91 ± 3.48 / 68.22 ± 4.46 5.01 ± 4.64 / 50.69 ± 3.23 31.86 ± 1.86 / 60.66 ± 1.58 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 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 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 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
google/gemma-2-9b-it (few-shot) 9242 256 8193 True 2,062 ± 397 / 589 ± 178 2.06 1.78 1.95 1.69 2.95 1.82 2.53 1.71 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 61.82 ± 2.72 / 44.91 ± 3.62 60.41 ± 2.62 / 46.29 ± 3.79 61.06 ± 1.21 / 73.45 ± 0.94 62.46 ± 1.49 / 81.11 ± 0.72 52.99 ± 1.89 / 76.14 ± 1.20 39.10 ± 1.50 / 70.14 ± 1.53 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 45.42 ± 1.86 / 36.69 ± 2.74 24.23 ± 0.89 / 61.40 ± 0.70 24.96 ± 1.52 / 55.04 ± 0.80 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
intfloat/multilingual-e5-base 278 250 512 True 14,965 ± 2,890 / 3,322 ± 1,074 2.06 1.95 2.14 1.73 3.11 1.81 2.13 1.55 68.70 ± 2.40 / 64.05 ± 2.19 49.88 ± 1.21 / 66.06 ± 1.12 44.20 ± 2.01 / 70.33 ± 1.04 39.90 ± 1.37 / 45.91 ± 1.20 88.26 ± 1.11 / 89.24 ± 0.95 81.37 ± 1.67 / 83.89 ± 1.34 54.61 ± 1.51 / 67.19 ± 1.65 50.35 ± 1.78 / 73.06 ± 1.46 22.15 ± 9.02 / 58.20 ± 5.38 31.77 ± 1.55 / 45.47 ± 2.02 79.02 ± 0.74 / 77.59 ± 0.76 76.06 ± 0.89 / 69.85 ± 3.16 50.19 ± 1.23 / 74.23 ± 0.99 40.65 ± 1.29 / 46.62 ± 1.30 75.46 ± 1.42 / 77.52 ± 0.88 15.21 ± 8.62 / 54.40 ± 5.57 10.82 ± 0.92 / 43.65 ± 2.51 74.79 ± 1.45 / 75.10 ± 1.37 63.29 ± 1.54 / 75.42 ± 1.03 45.32 ± 8.38 / 71.30 ± 4.11 16.42 ± 0.54 / 34.46 ± 1.03 79.12 ± 1.90 / 83.05 ± 1.09 27.67 ± 2.85 / 44.90 ± 2.69 39.28 ± 12.28 / 67.90 ± 5.94 35.71 ± 1.70 / 46.63 ± 1.40 89.65 ± 0.52 / 89.71 ± 0.48 61.46 ± 0.89 / 60.48 ± 2.52 51.32 ± 1.98 / 74.21 ± 1.18 50.78 ± 1.14 / 63.05 ± 0.89 12.6.1 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
meta-llama/Llama-2-70b-hf (few-shot, val) 68977 32 4096 True 1,892 ± 650 / 318 ± 105 2.06 1.67 2.18 1.64 3.04 1.73 2.57 1.61 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 62.46 ± 4.62 / 60.77 ± 4.36 64.68 ± 3.04 / 61.69 ± 2.31 59.68 ± 3.30 / 70.62 ± 3.08 27.34 ± 12.20 / 50.42 ± 9.24 3.95 ± 4.66 / 36.08 ± 3.27 57.44 ± 4.59 / 78.69 ± 3.09 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 63.25 ± 4.52 / 53.70 ± 3.09 0.00 ± 0.00 / 33.12 ± 0.74 32.65 ± 4.82 / 61.15 ± 3.96 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 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 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 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
AI-Sweden-Models/roberta-large-1350k 355 50 512 True 5,744 ± 969 / 1,539 ± 492 2.12 1.35 1.17 1.26 3.28 2.76 3.54 1.47 75.22 ± 1.64 / 71.57 ± 1.50 49.94 ± 3.25 / 65.66 ± 2.73 72.59 ± 1.38 / 85.58 ± 0.97 48.97 ± 1.22 / 54.79 ± 1.18 92.49 ± 0.81 / 92.58 ± 0.61 87.22 ± 1.19 / 88.71 ± 1.02 58.77 ± 3.69 / 69.56 ± 4.55 76.30 ± 2.09 / 87.19 ± 1.40 64.11 ± 5.18 / 80.68 ± 3.72 60.69 ± 1.15 / 75.73 ± 1.06 82.97 ± 0.98 / 81.14 ± 1.14 77.37 ± 1.25 / 73.57 ± 3.43 73.81 ± 4.60 / 86.33 ± 2.48 49.50 ± 1.32 / 55.34 ± 1.33 73.92 ± 1.40 / 75.86 ± 1.21 11.77 ± 5.19 / 43.60 ± 7.11 11.84 ± 1.07 / 48.30 ± 1.02 67.24 ± 1.51 / 66.01 ± 1.32 45.84 ± 2.11 / 63.35 ± 1.48 2.28 ± 1.62 / 35.18 ± 2.11 18.17 ± 1.85 / 33.37 ± 2.80 73.03 ± 2.07 / 79.97 ± 1.63 3.65 ± 4.19 / 26.89 ± 2.64 2.00 ± 2.03 / 39.53 ± 4.47 42.85 ± 0.98 / 53.68 ± 0.89 89.48 ± 0.86 / 89.32 ± 0.69 51.88 ± 6.25 / 56.03 ± 4.61 50.69 ± 4.90 / 73.54 ± 2.97 69.46 ± 1.02 / 80.82 ± 0.75 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1
AI-Sweden-Models/roberta-large-1160k 355 50 512 True 14,014 ± 2,384 / 3,625 ± 1,146 2.15 1.33 1.17 1.26 3.68 2.69 3.56 1.39 74.16 ± 1.73 / 70.93 ± 1.67 51.20 ± 1.67 / 66.62 ± 1.58 73.87 ± 2.13 / 86.61 ± 1.17 49.34 ± 1.14 / 55.06 ± 1.21 92.01 ± 0.98 / 92.36 ± 0.70 87.17 ± 1.24 / 88.75 ± 0.89 60.11 ± 2.96 / 70.55 ± 3.99 72.85 ± 5.60 / 85.73 ± 3.14 65.56 ± 1.91 / 82.23 ± 0.97 60.38 ± 0.95 / 75.42 ± 1.16 82.65 ± 1.04 / 80.43 ± 0.93 77.25 ± 1.20 / 73.96 ± 2.59 77.90 ± 1.45 / 88.63 ± 0.76 49.64 ± 1.11 / 55.64 ± 1.07 74.30 ± 2.15 / 76.10 ± 2.10 2.06 ± 2.43 / 37.04 ± 4.14 11.47 ± 0.96 / 48.11 ± 0.94 68.93 ± 1.48 / 67.48 ± 1.55 46.81 ± 1.79 / 64.02 ± 1.31 3.39 ± 3.01 / 39.29 ± 4.82 18.62 ± 1.74 / 34.87 ± 2.36 70.92 ± 1.61 / 78.52 ± 1.23 3.50 ± 3.15 / 27.25 ± 2.24 2.06 ± 1.79 / 41.06 ± 5.11 41.40 ± 1.92 / 51.93 ± 2.09 89.53 ± 0.40 / 89.37 ± 0.30 53.90 ± 1.96 / 54.63 ± 2.32 55.31 ± 2.36 / 76.38 ± 1.93 69.89 ± 0.99 / 80.82 ± 0.97 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 12.10.0 12.10.0 12.10.0 12.10.0 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1 10.0.1
mistralai/Mistral-Nemo-Instruct-2407 (few-shot) 12248 131 1024001 True 7,095 ± 2,193 / 1,063 ± 344 2.15 2.03 2.00 1.90 3.18 1.74 2.62 1.57 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 70.14 ± 1.60 / 51.03 ± 3.02 68.74 ± 1.21 / 51.48 ± 2.96 60.64 ± 2.52 / 73.91 ± 1.86 35.59 ± 2.29 / 61.96 ± 3.72 29.22 ± 2.86 / 60.98 ± 4.02 49.87 ± 4.84 / 76.01 ± 3.10 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 59.70 ± 1.67 / 41.69 ± 2.75 4.64 ± 3.09 / 38.48 ± 2.74 29.68 ± 1.85 / 58.88 ± 0.87 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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 2.16 2.13 2.36 2.03 3.05 1.58 2.48 1.51 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 68.11 ± 1.83 / 57.57 ± 3.10 68.19 ± 1.01 / 56.90 ± 2.54 55.33 ± 1.95 / 69.71 ± 1.56 10.15 ± 3.24 / 36.27 ± 1.44 7.51 ± 2.97 / 35.89 ± 1.30 55.33 ± 3.29 / 80.42 ± 1.68 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 62.08 ± 2.27 / 51.09 ± 4.15 7.58 ± 1.03 / 44.38 ± 3.90 29.66 ± 3.02 / 56.60 ± 2.22 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 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 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 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 2.22 1.99 2.30 1.98 3.48 1.84 2.45 1.48 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 66.22 ± 2.15 / 48.98 ± 4.65 64.14 ± 1.26 / 49.59 ± 4.31 55.48 ± 1.77 / 69.68 ± 1.45 26.13 ± 1.28 / 56.08 ± 2.05 17.32 ± 0.77 / 54.57 ± 1.49 49.75 ± 1.22 / 77.08 ± 0.60 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 49.20 ± 2.64 / 40.79 ± 4.46 4.45 ± 1.40 / 51.11 ± 0.87 24.61 ± 3.36 / 54.99 ± 2.36 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 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 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 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
google/gemma-2-9b (few-shot) 9242 256 8193 True 2,038 ± 406 / 566 ± 172 2.23 2.16 2.04 1.76 3.47 1.78 2.60 1.79 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 54.08 ± 2.08 / 34.62 ± 1.80 54.33 ± 3.02 / 37.70 ± 2.97 62.54 ± 1.17 / 75.53 ± 0.73 50.88 ± 2.84 / 74.69 ± 1.56 41.01 ± 1.91 / 69.35 ± 1.67 46.25 ± 3.89 / 72.99 ± 3.16 50.43 ± 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 30.89 ± 4.28 / 24.06 ± 1.93 5.29 ± 3.38 / 35.79 ± 2.12 32.25 ± 1.89 / 58.20 ± 1.70 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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 2.23 2.15 2.22 1.81 3.19 1.87 2.61 1.77 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 64.62 ± 1.26 / 53.50 ± 3.27 65.10 ± 1.86 / 56.43 ± 2.58 52.87 ± 1.18 / 68.71 ± 1.01 28.34 ± 3.26 / 58.57 ± 4.45 22.40 ± 3.12 / 53.51 ± 5.42 53.20 ± 3.15 / 75.98 ± 2.62 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 52.57 ± 2.04 / 36.81 ± 2.12 4.87 ± 2.28 / 40.95 ± 4.97 30.12 ± 4.65 / 57.81 ± 4.78 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 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 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 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 13.0.0 12.11.0 12.11.0 12.11.0 13.0.0 12.11.0 12.11.0 13.0.0 12.11.0 12.11.0 12.11.0 13.0.0 12.11.0 12.11.0 12.11.0 13.0.0 12.11.0 12.11.0 12.11.0 13.0.0
gpt-4o-mini-2024-07-18 (few-shot) unknown 200 128000 True 1,171 ± 378 / 120 ± 39 2.24 2.18 2.37 2.00 2.63 1.89 3.01 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 75.05 ± 1.56 / 57.52 ± 4.29 74.08 ± 1.43 / 62.50 ± 4.89 37.79 ± 4.47 / 55.88 ± 3.23 31.59 ± 11.25 / 54.68 ± 10.28 39.25 ± 7.82 / 62.90 ± 7.12 39.43 ± 2.31 / 72.15 ± 1.71 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 67.56 ± 1.93 / 43.20 ± 1.44 23.28 ± 7.61 / 52.43 ± 7.20 24.91 ± 1.14 / 52.48 ± 0.90 67.90 ± 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 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 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 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
mistralai/Ministral-8B-Instruct-2410 (few-shot) 8020 131 32768 True 5,821 ± 1,090 / 1,561 ± 506 2.24 2.16 2.36 1.92 3.15 1.78 2.53 1.75 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 69.85 ± 2.00 / 59.43 ± 3.23 68.83 ± 1.07 / 59.51 ± 2.63 54.49 ± 2.44 / 69.23 ± 2.00 28.55 ± 2.65 / 61.53 ± 3.21 17.47 ± 3.61 / 52.60 ± 5.26 43.55 ± 3.42 / 71.05 ± 3.22 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 56.09 ± 3.29 / 42.39 ± 2.51 8.51 ± 1.55 / 50.18 ± 2.85 29.23 ± 1.41 / 57.06 ± 0.62 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
cardiffnlp/twitter-xlm-roberta-base 278 250 512 True 34,475 ± 7,465 / 6,712 ± 2,223 2.31 2.16 2.22 1.95 2.83 2.26 2.50 2.27 70.10 ± 1.16 / 64.54 ± 1.00 45.30 ± 2.03 / 63.22 ± 1.47 51.74 ± 2.53 / 74.31 ± 1.94 22.01 ± 2.50 / 27.76 ± 2.44 87.70 ± 0.66 / 85.32 ± 0.94 81.41 ± 1.46 / 77.41 ± 1.57 48.34 ± 2.10 / 60.68 ± 3.61 55.30 ± 2.89 / 75.77 ± 1.87 37.46 ± 2.69 / 67.68 ± 1.66 24.49 ± 6.03 / 35.93 ± 8.56 72.49 ± 1.68 / 67.03 ± 1.55 70.69 ± 1.08 / 67.03 ± 3.40 56.60 ± 3.25 / 76.70 ± 2.48 31.89 ± 1.88 / 37.63 ± 1.86 72.69 ± 0.79 / 73.57 ± 1.02 28.72 ± 5.29 / 60.29 ± 3.57 8.46 ± 0.51 / 31.01 ± 0.72 74.89 ± 0.86 / 73.54 ± 0.84 63.01 ± 1.50 / 75.21 ± 1.03 36.60 ± 2.17 / 64.93 ± 1.39 0.65 ± 0.25 / 5.05 ± 1.30 77.15 ± 1.38 / 81.92 ± 1.32 18.78 ± 6.76 / 37.09 ± 4.14 56.72 ± 3.83 / 77.53 ± 2.17 14.61 ± 4.26 / 20.91 ± 5.21 87.09 ± 0.61 / 87.25 ± 0.49 55.40 ± 0.56 / 52.86 ± 0.29 39.78 ± 3.59 / 67.21 ± 2.02 6.20 ± 4.26 / 13.47 ± 5.29 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 12.7.0 12.7.0 12.7.0 12.7.0 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
meta-llama/Llama-3.1-8B-Instruct (few-shot) 8030 128 131073 True 2,411 ± 465 / 686 ± 215 2.32 2.34 2.38 2.04 3.15 1.92 2.62 1.82 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 74.77 ± 0.84 / 71.87 ± 0.97 72.80 ± 1.57 / 69.98 ± 1.84 57.30 ± 0.98 / 71.58 ± 0.90 5.23 ± 1.83 / 34.90 ± 0.81 11.51 ± 3.24 / 45.73 ± 5.97 43.93 ± 3.73 / 70.96 ± 3.00 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 55.09 ± 1.76 / 40.34 ± 2.34 8.45 ± 1.33 / 51.00 ± 1.95 29.65 ± 1.09 / 56.96 ± 1.35 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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-Instruct (few-shot) 8030 128 8192 True 4,909 ± 1,215 / 978 ± 319 2.32 2.21 2.27 2.20 3.04 1.92 2.74 1.83 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 74.47 ± 1.47 / 65.57 ± 2.39 72.93 ± 1.00 / 65.44 ± 2.55 50.62 ± 3.52 / 65.69 ± 3.50 27.77 ± 1.63 / 61.75 ± 1.77 20.35 ± 1.92 / 57.74 ± 2.28 42.90 ± 3.57 / 69.90 ± 3.17 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 61.69 ± 2.17 / 41.25 ± 3.12 6.10 ± 1.61 / 48.74 ± 3.05 31.52 ± 2.08 / 58.96 ± 1.57 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 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 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 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 (few-shot) 8030 128 8192 True 4,687 ± 1,121 / 967 ± 313 2.33 2.10 2.35 1.92 3.26 2.02 2.76 1.88 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 61.48 ± 1.83 / 47.65 ± 2.94 61.58 ± 2.21 / 50.10 ± 2.68 49.87 ± 1.88 / 66.15 ± 1.44 21.20 ± 6.57 / 52.29 ± 7.43 19.65 ± 4.32 / 56.66 ± 4.40 53.35 ± 4.33 / 74.98 ± 3.70 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 48.70 ± 3.02 / 34.52 ± 2.66 7.49 ± 2.51 / 43.40 ± 4.41 29.56 ± 5.47 / 55.53 ± 5.79 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 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 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 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
skole-gpt (few-shot) unknown 32 32768 False 3,583 ± 977 / 686 ± 231 2.33 2.04 2.44 1.98 3.44 1.80 2.88 1.72 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 62.52 ± 2.14 / 49.42 ± 3.83 61.55 ± 1.68 / 47.53 ± 3.65 52.09 ± 3.90 / 65.72 ± 4.14 21.99 ± 2.17 / 58.21 ± 2.38 16.84 ± 2.07 / 51.76 ± 4.30 47.30 ± 4.17 / 72.60 ± 3.24 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 42.15 ± 2.74 / 33.52 ± 3.32 4.49 ± 1.81 / 47.31 ± 3.24 27.51 ± 3.63 / 56.11 ± 1.65 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
ZurichNLP/unsup-simcse-xlm-roberta-base 278 250 512 True 34,520 ± 7,443 / 6,730 ± 2,224 2.38 2.42 2.33 2.08 3.74 2.07 1.98 2.02 65.10 ± 1.65 / 61.96 ± 1.26 45.07 ± 1.23 / 63.33 ± 0.78 26.83 ± 11.38 / 60.41 ± 6.66 29.92 ± 1.25 / 35.05 ± 1.16 86.56 ± 1.18 / 87.30 ± 0.95 80.57 ± 1.55 / 83.03 ± 1.19 49.62 ± 2.72 / 62.56 ± 3.88 38.45 ± 15.28 / 67.14 ± 7.71 11.38 ± 7.59 / 51.68 ± 4.73 31.50 ± 2.41 / 47.61 ± 2.55 75.49 ± 1.09 / 74.57 ± 0.60 71.12 ± 0.90 / 60.88 ± 2.58 36.69 ± 15.58 / 65.77 ± 8.64 33.55 ± 2.07 / 38.90 ± 2.21 75.27 ± 1.18 / 76.85 ± 0.94 3.47 ± 1.14 / 47.14 ± 3.33 7.67 ± 0.80 / 32.31 ± 0.81 74.50 ± 1.06 / 74.21 ± 0.83 58.23 ± 1.13 / 72.00 ± 0.75 34.74 ± 14.22 / 64.18 ± 7.54 11.19 ± 3.07 / 26.81 ± 6.54 78.45 ± 1.88 / 83.50 ± 0.85 22.67 ± 7.22 / 44.07 ± 6.51 54.92 ± 9.62 / 76.14 ± 5.00 31.82 ± 2.84 / 40.85 ± 3.02 85.88 ± 0.99 / 86.21 ± 0.87 51.46 ± 1.15 / 51.20 ± 0.50 35.83 ± 11.08 / 65.86 ± 4.95 43.26 ± 1.61 / 55.52 ± 1.60 12.6.1 12.6.1 12.6.1 0.0.0 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 0.0.0 12.6.1 12.6.1 12.6.1 12.7.0 12.7.0 12.7.0 12.7.0 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
meta-llama/Llama-2-70b-chat-hf (few-shot, val) 68977 32 4096 True 1,979 ± 621 / 320 ± 105 2.45 2.12 2.56 2.21 3.70 1.99 2.74 1.85 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 60.21 ± 1.86 / 47.06 ± 3.08 62.99 ± 2.66 / 48.82 ± 5.49 55.12 ± 5.10 / 66.55 ± 5.07 27.12 ± 4.90 / 54.26 ± 6.80 6.82 ± 5.06 / 46.18 ± 4.14 38.50 ± 3.93 / 69.99 ± 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 46.32 ± 5.10 / 35.77 ± 3.59 -3.31 ± 3.91 / 38.63 ± 2.52 24.26 ± 4.64 / 55.26 ± 2.41 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 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 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 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
mlabonne/NeuralBeagle14-7B (few-shot, val) 7242 32 8192 False 2,549 ± 472 / 784 ± 245 2.50 2.24 2.55 2.19 3.55 2.00 2.92 2.03 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 62.47 ± 2.56 / 57.71 ± 3.02 66.69 ± 2.91 / 58.83 ± 3.70 54.04 ± 2.91 / 66.46 ± 2.59 16.75 ± 4.54 / 49.11 ± 4.45 13.00 ± 4.46 / 49.33 ± 2.69 34.48 ± 2.13 / 65.43 ± 2.07 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 49.86 ± 4.28 / 42.54 ± 5.03 1.26 ± 3.83 / 48.46 ± 2.37 22.48 ± 4.43 / 55.51 ± 2.89 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 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 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 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 12.5.2 9.3.2 9.3.2 12.5.2 9.3.2 9.3.2 9.3.2 12.5.2 9.3.2 9.3.2 9.3.2 12.5.2 9.3.2 9.3.2 9.3.2 12.5.2
CohereForAI/aya-23-8B (few-shot) 8028 256 8192 False 5,608 ± 1,062 / 1,472 ± 479 2.52 2.41 2.92 2.19 3.66 1.86 2.87 1.74 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 60.94 ± 2.30 / 53.33 ± 3.53 59.61 ± 1.37 / 50.84 ± 3.99 35.73 ± 1.26 / 50.42 ± 1.67 6.18 ± 1.69 / 35.40 ± 1.06 4.00 ± 1.01 / 36.17 ± 0.94 46.52 ± 2.15 / 71.95 ± 1.63 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 47.16 ± 2.83 / 38.60 ± 4.04 3.84 ± 1.27 / 40.06 ± 3.79 21.75 ± 2.21 / 48.25 ± 2.02 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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-base (few-shot) 8171 49 4097 True 5,116 ± 943 / 1,436 ± 472 2.52 2.33 2.64 2.22 3.92 2.03 2.62 1.85 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 49.94 ± 2.13 / 46.49 ± 2.00 52.17 ± 1.02 / 46.44 ± 2.72 53.27 ± 1.54 / 66.73 ± 1.31 17.22 ± 3.50 / 50.42 ± 5.01 12.01 ± 2.47 / 47.98 ± 4.37 45.04 ± 3.42 / 69.52 ± 2.79 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 37.82 ± 3.63 / 32.97 ± 3.97 -0.12 ± 1.31 / 33.78 ± 0.32 21.59 ± 2.22 / 47.09 ± 1.09 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
senseable/WestLake-7B-v2 (few-shot) 7242 32 32768 False 5,993 ± 1,028 / 1,742 ± 561 2.52 2.33 2.61 2.35 3.55 2.08 2.80 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 64.37 ± 2.17 / 52.81 ± 2.48 62.77 ± 0.83 / 51.80 ± 2.77 50.60 ± 4.90 / 66.76 ± 3.04 18.09 ± 2.04 / 52.56 ± 2.60 12.25 ± 2.18 / 50.79 ± 2.42 38.34 ± 2.39 / 69.54 ± 1.96 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 56.71 ± 1.98 / 46.71 ± 5.28 3.44 ± 2.02 / 50.18 ± 1.14 21.55 ± 2.79 / 54.79 ± 2.02 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 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 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 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
CohereForAI/aya-expanse-8b (few-shot) 8028 256 8192 False 5,581 ± 1,066 / 1,471 ± 483 2.54 2.22 2.75 2.20 3.76 2.10 2.87 1.85 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 66.55 ± 2.12 / 39.28 ± 3.45 63.63 ± 1.62 / 37.25 ± 3.49 38.61 ± 2.28 / 51.46 ± 2.62 15.80 ± 2.22 / 51.42 ± 3.79 12.30 ± 2.38 / 51.96 ± 3.31 43.26 ± 2.53 / 71.49 ± 2.01 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 28.98 ± 2.63 / 21.75 ± 1.89 4.93 ± 1.06 / 49.69 ± 2.65 24.72 ± 2.22 / 54.41 ± 1.43 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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 2.54 2.41 2.63 2.26 3.77 2.12 2.90 1.71 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 53.79 ± 1.52 / 46.58 ± 1.73 56.13 ± 0.91 / 47.13 ± 2.04 51.36 ± 2.53 / 66.19 ± 2.08 6.83 ± 2.54 / 38.36 ± 3.81 8.09 ± 2.03 / 41.05 ± 4.14 48.01 ± 2.52 / 73.03 ± 1.99 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 42.67 ± 3.13 / 35.40 ± 3.93 1.11 ± 1.45 / 34.61 ± 0.82 22.25 ± 2.78 / 49.58 ± 2.19 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 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 62.84 ± 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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 2.56 2.48 2.79 2.03 3.47 2.04 3.09 2.01 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 26.43 ± 3.36 / 26.32 ± 2.35 32.66 ± 3.42 / 29.43 ± 1.74 41.82 ± 3.69 / 53.06 ± 5.15 25.82 ± 4.43 / 59.85 ± 4.07 20.16 ± 3.43 / 53.83 ± 5.61 52.68 ± 3.58 / 75.16 ± 2.44 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 30.61 ± 4.61 / 25.80 ± 3.57 5.60 ± 1.68 / 38.26 ± 2.47 32.22 ± 3.19 / 55.22 ± 2.59 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 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 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 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 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1
mistralai/Mistral-7B-v0.1 (few-shot) 7242 32 32768 True 2,657 ± 524 / 880 ± 278 2.57 2.50 2.78 2.25 3.54 2.13 2.97 1.80 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 52.00 ± 1.91 / 43.55 ± 2.21 55.12 ± 3.14 / 45.34 ± 4.15 47.25 ± 4.11 / 64.53 ± 3.71 8.66 ± 4.12 / 38.87 ± 3.40 6.80 ± 1.59 / 39.72 ± 2.50 46.86 ± 3.27 / 70.86 ± 2.79 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 47.24 ± 2.54 / 37.77 ± 3.87 1.35 ± 1.70 / 39.37 ± 3.87 25.70 ± 5.36 / 49.31 ± 5.21 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 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 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 0.0.0 0.0.0 0.0.0 12.5.1 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 12.5.1 0.0.0 0.0.0 0.0.0 12.5.1 9.1.2 9.1.2 12.5.1 9.1.2 9.1.2 9.1.2 12.5.1 9.1.2 9.1.2 9.1.2 12.5.1 9.1.2 9.1.2 9.1.2 12.5.1
mistralai/Mistral-7B-v0.3 (few-shot) 7248 33 32768 True 4,120 ± 976 / 926 ± 306 2.59 2.38 2.78 2.22 3.65 2.19 3.04 1.84 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 50.56 ± 2.04 / 44.38 ± 1.85 52.65 ± 2.27 / 46.48 ± 3.65 44.61 ± 2.28 / 62.22 ± 2.10 12.10 ± 4.22 / 43.27 ± 5.24 9.30 ± 0.99 / 46.11 ± 3.47 45.15 ± 3.72 / 68.61 ± 3.30 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 44.68 ± 3.50 / 36.20 ± 4.20 0.12 ± 1.68 / 35.09 ± 1.17 25.52 ± 5.24 / 49.15 ± 5.21 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 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 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 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 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.4 12.10.5 12.10.4 12.10.4 12.10.4 12.10.5
alpindale/Mistral-7B-v0.2-hf (few-shot) 7242 32 32768 True 1,841 ± 297 / 651 ± 193 2.60 2.38 2.82 2.22 3.65 2.24 3.04 1.84 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 50.63 ± 2.12 / 44.59 ± 1.80 52.69 ± 2.30 / 46.51 ± 3.63 44.05 ± 2.51 / 61.80 ± 2.28 11.60 ± 4.10 / 43.01 ± 5.07 9.26 ± 1.14 / 46.28 ± 3.60 45.23 ± 3.73 / 68.68 ± 3.29 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 44.85 ± 3.44 / 36.23 ± 4.15 -0.69 ± 2.06 / 35.01 ± 1.14 25.52 ± 5.27 / 49.12 ± 5.22 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 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 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 12.5.2 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 12.5.2 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
microsoft/xlm-align-base 278 250 512 True 14,744 ± 2,870 / 3,265 ± 1,053 2.63 2.51 2.19 2.29 3.51 2.19 2.92 2.80 70.36 ± 2.14 / 65.91 ± 2.15 47.83 ± 1.46 / 65.49 ± 0.96 11.87 ± 5.47 / 48.82 ± 4.15 29.87 ± 3.18 / 35.11 ± 2.73 90.07 ± 1.08 / 87.56 ± 1.39 85.65 ± 0.96 / 82.40 ± 1.16 54.46 ± 1.16 / 68.25 ± 0.76 12.16 ± 5.91 / 50.55 ± 4.73 8.99 ± 2.25 / 48.57 ± 3.67 49.24 ± 1.30 / 64.35 ± 1.24 78.60 ± 1.91 / 73.04 ± 2.25 73.67 ± 1.48 / 68.61 ± 3.14 15.41 ± 4.59 / 53.29 ± 3.93 32.41 ± 3.14 / 37.13 ± 3.07 78.01 ± 2.18 / 79.20 ± 2.10 5.92 ± 1.91 / 46.95 ± 3.38 10.47 ± 1.42 / 43.32 ± 3.55 79.38 ± 0.80 / 79.33 ± 0.74 58.58 ± 2.31 / 72.09 ± 1.64 15.34 ± 5.24 / 52.99 ± 1.90 16.58 ± 6.50 / 32.33 ± 11.35 78.85 ± 2.48 / 83.35 ± 2.28 11.80 ± 7.64 / 33.49 ± 6.73 14.56 ± 8.02 / 53.64 ± 5.14 42.08 ± 7.94 / 51.94 ± 9.08 88.62 ± 0.53 / 88.44 ± 0.46 11.09 ± 10.39 / 33.19 ± 4.75 8.46 ± 2.34 / 51.98 ± 2.86 49.64 ± 1.94 / 62.02 ± 1.77 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 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
mlabonne/AlphaMonarch-7B (few-shot, val) 7242 32 8192 False 5,340 ± 1,262 / 1,157 ± 375 2.64 2.41 2.71 2.42 3.66 2.20 2.96 2.11 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 61.90 ± 2.57 / 57.16 ± 2.81 66.92 ± 2.52 / 57.81 ± 3.54 48.80 ± 4.56 / 63.38 ± 3.06 19.53 ± 5.49 / 51.96 ± 4.90 9.83 ± 4.57 / 47.95 ± 2.22 30.27 ± 2.28 / 62.04 ± 2.19 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 50.85 ± 4.15 / 42.91 ± 5.02 1.80 ± 3.84 / 49.12 ± 2.51 20.23 ± 3.73 / 52.99 ± 2.11 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 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 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 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
timpal0l/Mistral-7B-v0.1-flashback-v2 (few-shot) 7242 32 32768 True 5,054 ± 1,200 / 1,056 ± 339 2.65 2.39 2.70 2.03 3.82 2.37 3.25 1.97 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 48.97 ± 2.42 / 39.15 ± 2.78 51.52 ± 2.96 / 40.17 ± 3.62 49.05 ± 2.73 / 63.94 ± 2.42 14.37 ± 2.18 / 47.80 ± 4.36 9.96 ± 1.34 / 48.97 ± 3.77 44.07 ± 3.40 / 68.49 ± 2.97 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 36.47 ± 4.24 / 30.33 ± 3.70 2.54 ± 1.29 / 50.66 ± 0.62 18.66 ± 4.26 / 38.73 ± 3.66 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 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 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 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
Twitter/twhin-bert-base 279 250 512 True 11,514 ± 2,041 / 2,862 ± 918 2.66 2.49 2.73 2.14 3.47 2.25 3.23 2.28 60.01 ± 2.63 / 56.13 ± 2.46 42.17 ± 1.64 / 61.25 ± 1.45 29.43 ± 13.02 / 62.08 ± 7.77 29.79 ± 3.33 / 34.82 ± 2.83 84.11 ± 1.00 / 81.35 ± 1.22 77.22 ± 1.99 / 73.67 ± 2.26 37.02 ± 1.09 / 47.88 ± 2.50 35.42 ± 12.32 / 66.30 ± 6.78 6.87 ± 6.85 / 50.70 ± 3.62 25.98 ± 2.87 / 36.16 ± 3.35 70.17 ± 0.99 / 64.19 ± 1.42 66.62 ± 1.71 / 61.90 ± 2.61 46.72 ± 3.65 / 72.15 ± 2.62 31.38 ± 1.36 / 35.79 ± 1.33 70.38 ± 1.44 / 72.00 ± 1.13 11.09 ± 6.94 / 51.60 ± 5.19 7.67 ± 0.74 / 30.52 ± 0.52 70.35 ± 1.34 / 69.09 ± 1.36 55.03 ± 2.38 / 69.65 ± 1.75 43.87 ± 8.85 / 69.71 ± 6.73 2.81 ± 0.73 / 10.15 ± 2.34 74.03 ± 3.05 / 80.59 ± 2.24 9.53 ± 5.28 / 32.06 ± 4.17 39.12 ± 12.90 / 68.36 ± 6.85 7.71 ± 0.42 / 12.90 ± 0.39 87.77 ± 0.51 / 87.83 ± 0.47 41.09 ± 4.38 / 48.17 ± 3.16 32.26 ± 10.79 / 61.20 ± 5.53 35.15 ± 1.89 / 44.98 ± 1.93 12.6.1 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
meta-llama/Llama-2-13b-chat-hf (few-shot) 13016 32 4096 True 2,849 ± 622 / 723 ± 229 2.70 2.42 2.90 2.22 3.92 2.25 3.15 2.06 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 57.21 ± 1.51 / 40.40 ± 2.79 59.62 ± 1.34 / 41.07 ± 2.58 38.93 ± 3.56 / 57.45 ± 3.77 8.65 ± 3.33 / 47.18 ± 3.98 5.92 ± 1.58 / 47.50 ± 3.58 42.32 ± 2.80 / 69.24 ± 2.68 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 37.53 ± 3.42 / 30.51 ± 3.50 0.14 ± 1.96 / 39.45 ± 3.51 20.91 ± 2.93 / 43.86 ± 1.90 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 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 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 12.10.5 12.10.4 12.10.4 12.11.0 12.10.5 12.10.5 12.10.4 12.10.4 12.10.4 12.11.0 12.10.5 12.10.4 12.10.4 12.11.0 12.11.0 12.10.4 12.11.0 12.11.0 12.10.4 12.10.4 12.11.0 12.11.0 12.10.4 12.10.4 12.11.0 12.11.0 12.10.4 12.10.4 12.11.0
sentence-transformers/paraphrase-xlm-r-multilingual-v1 278 250 512 True 20,154 ± 4,438 / 3,890 ± 1,256 2.70 2.45 2.82 2.36 3.89 2.61 2.52 2.27 61.17 ± 2.09 / 58.41 ± 2.11 46.39 ± 1.25 / 63.97 ± 1.08 38.61 ± 1.86 / 67.08 ± 1.08 19.90 ± 1.09 / 25.77 ± 1.12 81.26 ± 1.25 / 77.69 ± 1.29 74.05 ± 1.72 / 69.84 ± 1.91 49.93 ± 1.46 / 62.37 ± 2.34 38.26 ± 7.56 / 66.01 ± 3.69 25.17 ± 5.32 / 61.27 ± 3.01 0.00 ± 0.00 / 0.00 ± 0.00 70.22 ± 1.49 / 63.97 ± 1.48 71.33 ± 1.20 / 65.44 ± 3.64 39.60 ± 5.87 / 66.60 ± 3.19 18.65 ± 1.15 / 24.75 ± 0.98 65.15 ± 1.02 / 67.50 ± 0.90 1.15 ± 1.57 / 49.60 ± 0.88 9.56 ± 0.42 / 27.88 ± 0.44 69.45 ± 0.82 / 68.02 ± 0.87 57.94 ± 2.12 / 71.92 ± 1.45 21.81 ± 12.05 / 58.13 ± 4.73 0.33 ± 0.15 / 3.03 ± 1.06 70.59 ± 1.60 / 78.25 ± 1.22 21.37 ± 8.79 / 40.62 ± 7.64 45.86 ± 2.06 / 71.32 ± 1.40 5.20 ± 0.30 / 10.40 ± 0.38 84.05 ± 0.61 / 84.48 ± 0.51 54.92 ± 1.28 / 52.65 ± 0.58 45.85 ± 1.41 / 71.78 ± 0.82 4.13 ± 0.19 / 10.53 ± 0.24 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 12.6.1 12.6.1 12.6.1 12.8.0 12.8.0 12.8.0 12.8.0 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
meta-llama/Llama-2-13b-hf (few-shot) 13016 32 4096 True 2,898 ± 637 / 736 ± 236 2.71 2.71 3.00 2.03 3.87 2.29 3.18 1.89 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 51.12 ± 3.13 / 47.26 ± 2.62 55.35 ± 1.60 / 49.99 ± 2.21 23.75 ± 3.25 / 42.92 ± 4.45 14.00 ± 4.25 / 42.71 ± 5.83 7.61 ± 2.57 / 45.86 ± 3.96 49.24 ± 4.28 / 72.68 ± 3.66 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 36.56 ± 3.03 / 34.23 ± 3.45 1.73 ± 1.56 / 45.02 ± 2.05 21.97 ± 4.26 / 46.27 ± 3.94 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 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 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 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.5 12.10.4 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5
ibm-granite/granite-8b-code-base-4k (few-shot) 8055 49 4096 True 2,313 ± 423 / 682 ± 210 2.72 2.66 2.85 2.39 3.85 2.39 2.96 1.92 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 68.40 ± 1.16 / 62.53 ± 1.69 65.15 ± 0.79 / 60.39 ± 2.11 42.00 ± 1.78 / 59.90 ± 1.22 5.20 ± 2.23 / 36.33 ± 1.30 3.32 ± 2.02 / 37.81 ± 3.26 37.51 ± 2.58 / 60.94 ± 3.06 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 50.89 ± 2.90 / 35.75 ± 4.67 0.50 ± 0.94 / 33.77 ± 0.30 17.43 ± 3.38 / 41.32 ± 3.18 59.07 ± 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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-v0.2 (few-shot) 7242 32 32768 False 634 ± 179 / 110 ± 35 2.73 2.43 2.98 2.45 3.71 2.42 2.99 2.11 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 53.42 ± 2.48 / 42.63 ± 1.66 54.34 ± 1.93 / 41.06 ± 2.40 38.79 ± 2.56 / 53.72 ± 3.01 17.06 ± 1.53 / 56.51 ± 2.06 11.00 ± 1.00 / 53.26 ± 2.32 35.74 ± 2.44 / 64.27 ± 2.42 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 43.11 ± 2.23 / 29.34 ± 3.27 3.40 ± 1.87 / 48.75 ± 1.47 19.18 ± 3.69 / 49.62 ± 2.59 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 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 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 9.2.0 9.2.0 9.3.1 12.4.0 9.2.0 9.2.0 9.2.0 9.3.1 9.3.1 12.4.0 9.2.0 9.2.0 9.3.1 12.4.0 9.2.0 9.3.1 12.4.0 12.9.0 12.9.0 12.9.0 12.9.0 9.3.1 9.2.0 9.3.1 12.4.0 9.3.1 9.2.0 9.3.1 12.4.0
RuterNorway/Llama-2-13b-chat-norwegian (few-shot) unknown 32 4096 False 3,254 ± 1,068 / 484 ± 173 2.75 2.50 2.94 2.36 3.94 2.38 3.15 1.97 43.17 ± 2.78 / 31.37 ± 2.95 43.40 ± 2.20 / 57.24 ± 3.52 11.08 ± 2.98 / 43.40 ± 4.66 56.81 ± 0.70 / 63.10 ± 0.35 58.61 ± 1.58 / 47.74 ± 2.83 60.40 ± 1.25 / 47.53 ± 2.68 41.36 ± 3.50 / 58.47 ± 3.79 6.52 ± 2.11 / 38.10 ± 2.56 3.95 ± 2.52 / 42.37 ± 4.20 38.93 ± 2.43 / 65.76 ± 3.07 50.85 ± 2.44 / 39.65 ± 3.83 74.17 ± 2.12 / 76.62 ± 1.83 7.51 ± 1.94 / 37.81 ± 1.76 57.32 ± 0.63 / 63.28 ± 0.71 28.35 ± 2.89 / 26.44 ± 2.75 3.14 ± 1.74 / 44.57 ± 3.85 19.80 ± 2.66 / 43.44 ± 1.74 57.02 ± 1.39 / 47.95 ± 2.09 49.75 ± 2.02 / 62.41 ± 3.30 19.80 ± 3.22 / 52.76 ± 5.45 27.86 ± 2.01 / 57.65 ± 2.01 57.66 ± 1.29 / 43.77 ± 2.78 8.41 ± 1.47 / 25.59 ± 1.30 16.93 ± 2.60 / 55.72 ± 3.35 56.29 ± 1.11 / 68.94 ± 0.81 64.93 ± 2.24 / 57.95 ± 1.24 64.14 ± 1.61 / 68.00 ± 1.67 28.08 ± 3.86 / 62.71 ± 2.98 62.09 ± 1.68 / 79.57 ± 0.96 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 12.9.0 12.9.0 12.9.0 12.9.0 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1
occiglot/occiglot-7b-eu5-instruct (few-shot) 7242 32 32768 False 2,088 ± 352 / 706 ± 214 2.76 2.70 2.92 2.40 3.81 2.22 3.17 2.10 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 45.50 ± 2.71 / 40.02 ± 3.16 45.96 ± 2.67 / 41.28 ± 2.25 44.46 ± 3.40 / 62.00 ± 2.71 0.00 ± 0.00 / 33.41 ± 0.30 0.00 ± 0.00 / 33.86 ± 0.33 52.19 ± 2.88 / 74.97 ± 2.11 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 40.71 ± 2.93 / 34.57 ± 4.02 0.71 ± 2.00 / 36.90 ± 2.10 20.66 ± 3.67 / 45.91 ± 3.45 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 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 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 12.5.2 12.2.0 12.3.1 12.4.0 12.5.2 12.5.2 12.2.0 12.3.1 12.3.1 12.4.0 12.5.2 12.2.0 12.3.1 12.4.0 12.5.2 12.3.1 12.4.0 12.5.2 12.2.0 12.3.1 12.4.0 12.5.2 12.2.0 12.3.1 12.4.0 12.5.2 12.2.0 12.3.1 12.4.0
sentence-transformers/stsb-xlm-r-multilingual 278 250 512 True 15,040 ± 2,953 / 3,417 ± 1,100 2.78 2.55 2.83 2.36 3.91 2.55 2.98 2.26 58.52 ± 1.78 / 55.04 ± 1.60 42.26 ± 1.13 / 61.41 ± 0.76 34.80 ± 5.89 / 64.51 ± 4.90 19.60 ± 1.60 / 25.68 ± 1.48 80.08 ± 1.46 / 75.93 ± 1.64 74.59 ± 1.98 / 70.26 ± 2.24 52.16 ± 0.99 / 66.79 ± 0.98 36.30 ± 6.44 / 65.52 ± 3.06 14.21 ± 6.44 / 52.78 ± 5.69 0.00 ± 0.00 / 0.00 ± 0.00 68.94 ± 1.53 / 62.54 ± 1.20 72.77 ± 0.89 / 68.13 ± 1.56 40.21 ± 2.53 / 67.11 ± 1.86 20.09 ± 1.31 / 25.99 ± 1.19 66.23 ± 1.24 / 67.76 ± 1.08 0.04 ± 0.78 / 45.96 ± 2.83 10.04 ± 0.99 / 28.66 ± 0.92 67.47 ± 1.09 / 66.34 ± 1.08 52.85 ± 1.53 / 68.48 ± 1.02 29.59 ± 6.40 / 60.98 ± 2.57 0.73 ± 0.17 / 4.35 ± 1.32 66.85 ± 1.32 / 72.84 ± 0.82 20.56 ± 1.44 / 39.67 ± 0.86 35.56 ± 1.76 / 66.00 ± 1.15 5.04 ± 0.46 / 10.13 ± 0.40 82.39 ± 0.62 / 83.07 ± 0.48 57.35 ± 1.00 / 54.82 ± 0.65 47.29 ± 2.10 / 71.85 ± 1.30 4.29 ± 0.33 / 10.53 ± 0.29 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 12.8.0 12.8.0 12.8.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1
Twitter/twhin-bert-large 561 250 512 True 9,707 ± 1,664 / 2,549 ± 831 2.79 2.66 3.03 2.40 3.78 2.33 3.25 2.06 66.39 ± 1.42 / 62.24 ± 1.29 39.36 ± 3.13 / 58.64 ± 2.64 7.06 ± 6.11 / 49.71 ± 4.63 33.88 ± 4.27 / 38.42 ± 4.16 86.26 ± 0.71 / 83.48 ± 1.19 80.10 ± 2.44 / 76.17 ± 2.67 34.17 ± 2.42 / 43.74 ± 2.19 12.11 ± 10.47 / 50.33 ± 7.16 4.28 ± 4.18 / 45.75 ± 4.32 11.74 ± 10.45 / 16.38 ± 14.33 74.26 ± 1.65 / 68.20 ± 1.70 63.35 ± 5.43 / 60.33 ± 5.50 16.07 ± 10.73 / 52.48 ± 7.50 36.77 ± 3.78 / 41.72 ± 3.83 71.48 ± 1.97 / 73.71 ± 1.37 2.20 ± 2.00 / 43.42 ± 4.87 8.19 ± 0.76 / 33.02 ± 1.85 74.36 ± 1.33 / 73.61 ± 1.47 53.52 ± 2.28 / 68.49 ± 1.49 22.26 ± 11.63 / 58.51 ± 6.63 11.68 ± 4.11 / 22.54 ± 7.80 77.35 ± 2.80 / 82.50 ± 1.87 6.55 ± 5.33 / 28.68 ± 3.64 18.25 ± 8.41 / 54.00 ± 5.57 28.37 ± 4.84 / 36.84 ± 5.92 89.50 ± 0.47 / 89.39 ± 0.41 45.98 ± 2.97 / 49.81 ± 2.03 30.58 ± 13.07 / 61.93 ± 7.87 48.44 ± 1.37 / 59.47 ± 1.12 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 12.7.0 12.7.0 12.7.0 12.7.0 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
microsoft/Phi-3-mini-4k-instruct (few-shot) 3821 32 4096 True 5,224 ± 1,371 / 1,063 ± 358 2.80 2.76 3.13 2.62 4.07 2.04 3.10 1.86 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 56.33 ± 1.63 / 36.68 ± 3.27 54.68 ± 1.29 / 37.85 ± 3.79 37.18 ± 1.30 / 55.44 ± 1.46 6.76 ± 2.81 / 41.69 ± 2.82 6.79 ± 1.51 / 45.45 ± 3.51 30.11 ± 2.09 / 52.56 ± 2.38 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 33.05 ± 4.29 / 29.75 ± 3.67 0.71 ± 1.18 / 34.80 ± 0.88 17.23 ± 2.51 / 39.88 ± 1.59 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 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 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 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 12.10.5 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
Geotrend/distilbert-base-25lang-cased 109 85 512 True 26,099 ± 5,881 / 5,178 ± 1,665 2.81 2.66 2.74 2.42 3.97 2.46 3.04 2.40 58.44 ± 2.08 / 55.32 ± 1.81 31.81 ± 1.65 / 53.25 ± 1.65 34.13 ± 2.81 / 65.98 ± 2.30 27.60 ± 1.58 / 32.18 ± 1.64 83.59 ± 1.36 / 80.55 ± 1.53 80.29 ± 1.02 / 76.08 ± 1.06 33.19 ± 1.75 / 46.63 ± 2.55 32.60 ± 6.93 / 65.19 ± 3.31 24.97 ± 6.47 / 61.39 ± 3.34 19.93 ± 1.76 / 30.69 ± 2.36 70.56 ± 1.36 / 64.49 ± 1.43 60.69 ± 0.46 / 56.69 ± 1.35 30.83 ± 1.47 / 63.39 ± 1.60 31.41 ± 1.05 / 36.45 ± 1.05 65.76 ± 0.98 / 68.15 ± 0.89 2.08 ± 1.89 / 48.68 ± 2.96 6.81 ± 0.33 / 30.96 ± 0.65 72.97 ± 0.68 / 71.83 ± 0.80 41.51 ± 1.91 / 60.79 ± 1.27 45.39 ± 1.52 / 71.60 ± 0.73 1.89 ± 0.52 / 6.88 ± 1.73 75.02 ± 1.48 / 81.57 ± 0.76 7.45 ± 2.99 / 29.70 ± 1.94 45.28 ± 0.55 / 71.89 ± 0.59 20.18 ± 1.26 / 27.86 ± 1.48 87.08 ± 0.62 / 87.08 ± 0.57 36.77 ± 1.52 / 45.15 ± 0.60 37.10 ± 1.79 / 67.20 ± 1.15 26.99 ± 0.77 / 37.98 ± 0.63 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 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
ibm-granite/granite-3.0-2b-instruct (few-shot) 2634 49 4097 True 10,194 ± 2,403 / 2,193 ± 731 2.81 2.66 3.02 2.46 4.11 2.48 3.00 1.94 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 52.68 ± 2.02 / 46.01 ± 1.94 53.17 ± 0.85 / 47.77 ± 2.12 39.87 ± 1.73 / 55.71 ± 2.40 12.08 ± 2.13 / 51.41 ± 4.09 7.18 ± 2.00 / 48.84 ± 3.17 36.00 ± 2.29 / 61.00 ± 2.15 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 30.21 ± 4.29 / 29.79 ± 3.81 3.67 ± 1.87 / 48.02 ± 3.06 15.12 ± 1.65 / 40.55 ± 1.13 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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-instruct-4k (few-shot) 8055 49 4096 True 5,617 ± 995 / 1,623 ± 540 2.82 2.68 2.93 2.46 4.04 2.53 3.06 2.03 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 66.91 ± 1.50 / 54.98 ± 2.20 62.82 ± 1.23 / 53.14 ± 3.17 40.71 ± 1.63 / 59.35 ± 1.58 9.50 ± 1.68 / 46.31 ± 3.06 6.74 ± 1.70 / 42.10 ± 4.67 32.83 ± 1.83 / 55.30 ± 2.35 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 43.20 ± 3.61 / 32.10 ± 3.76 0.00 ± 0.00 / 33.69 ± 0.28 14.28 ± 2.94 / 38.21 ± 2.38 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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 2.82 2.60 2.92 2.46 4.06 2.51 3.25 1.96 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 50.08 ± 1.54 / 34.52 ± 1.17 51.27 ± 1.52 / 33.37 ± 2.37 43.65 ± 1.98 / 60.88 ± 1.36 14.09 ± 2.85 / 44.91 ± 3.95 8.28 ± 1.82 / 47.22 ± 3.72 37.23 ± 3.15 / 63.67 ± 2.98 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 36.04 ± 2.59 / 24.74 ± 2.79 -0.36 ± 1.36 / 33.94 ± 0.32 18.06 ± 3.16 / 42.57 ± 2.89 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 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 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 9.3.1 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 9.3.1 9.3.1 9.3.1 12.4.0 9.3.1 9.3.1 12.4.0 12.9.0 12.9.0 12.9.0 12.9.0 9.3.1 9.3.1 9.3.1 12.4.0 9.3.1 9.3.1 9.3.1 12.4.0
occiglot/occiglot-7b-eu5 (few-shot) 7242 32 32768 True 2,219 ± 427 / 717 ± 224 2.82 2.70 2.98 2.37 3.95 2.33 3.25 2.13 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 45.28 ± 3.06 / 41.73 ± 2.14 46.00 ± 4.26 / 42.96 ± 3.38 44.95 ± 3.19 / 61.88 ± 2.88 0.00 ± 0.00 / 33.41 ± 0.30 0.00 ± 0.00 / 33.86 ± 0.33 43.88 ± 4.07 / 66.65 ± 4.20 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 40.08 ± 2.82 / 37.15 ± 4.07 1.59 ± 1.86 / 39.93 ± 4.19 15.98 ± 3.74 / 39.67 ± 3.36 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 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 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 12.5.2 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 12.5.2 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0
meta-llama/Llama-3.2-3B (few-shot) 3213 128 131073 True 3,713 ± 877 / 836 ± 267 2.85 2.68 2.94 2.31 3.76 2.56 3.45 2.22 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 49.57 ± 2.20 / 37.13 ± 2.52 52.13 ± 3.94 / 38.26 ± 3.77 39.96 ± 2.25 / 58.34 ± 1.66 3.20 ± 3.84 / 37.62 ± 4.94 3.72 ± 3.66 / 38.51 ± 4.61 45.54 ± 3.50 / 68.67 ± 2.58 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 42.04 ± 3.53 / 25.31 ± 1.59 0.00 ± 0.00 / 32.97 ± 0.29 24.07 ± 4.63 / 49.31 ± 4.59 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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-3.2-3B-Instruct (few-shot) 3213 128 131073 False 10,424 ± 2,641 / 2,081 ± 666 2.86 2.63 3.17 2.44 3.98 2.58 3.24 1.99 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 49.66 ± 1.79 / 39.31 ± 2.55 51.98 ± 1.55 / 42.48 ± 3.10 44.13 ± 2.80 / 60.09 ± 3.10 0.67 ± 1.18 / 33.81 ± 0.33 1.11 ± 0.93 / 33.03 ± 0.39 28.62 ± 4.16 / 56.91 ± 4.14 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 27.57 ± 1.71 / 22.52 ± 1.18 -1.39 ± 1.30 / 34.40 ± 1.96 22.98 ± 2.48 / 50.74 ± 1.59 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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 2.87 2.69 2.99 2.50 3.58 2.59 3.24 2.50 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 42.77 ± 2.42 / 40.31 ± 2.34 45.69 ± 3.69 / 43.11 ± 3.62 37.79 ± 2.38 / 56.41 ± 2.91 8.77 ± 1.96 / 49.11 ± 4.22 8.47 ± 3.16 / 49.65 ± 4.39 44.24 ± 4.15 / 65.11 ± 3.79 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 36.02 ± 3.80 / 33.67 ± 3.60 5.05 ± 2.42 / 48.46 ± 3.52 25.83 ± 4.24 / 50.31 ± 4.16 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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-2-7b-hf (few-shot) 6738 32 4096 True 930 ± 310 / 128 ± 43 2.89 2.78 3.07 2.35 4.07 2.52 3.33 2.14 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 42.13 ± 3.82 / 37.17 ± 3.44 43.80 ± 2.85 / 37.48 ± 4.00 41.74 ± 2.25 / 57.91 ± 2.82 0.00 ± 0.00 / 33.41 ± 0.30 0.02 ± 0.04 / 33.88 ± 0.35 44.19 ± 4.13 / 66.18 ± 4.05 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 32.71 ± 2.77 / 32.17 ± 2.13 0.66 ± 1.75 / 40.36 ± 4.19 18.04 ± 4.05 / 41.40 ± 3.27 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 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 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 9.2.0 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 9.2.0 9.2.0 9.2.0 12.5.1 9.2.0 9.2.0 12.5.1 12.8.0 12.8.0 12.8.0 12.8.0 9.2.0 9.2.0 9.2.0 12.5.1 9.2.0 9.2.0 9.2.0 12.5.1
meta-llama/Llama-2-7b-chat-hf (few-shot) 6738 32 4096 False 2,643 ± 455 / 800 ± 247 2.90 2.63 3.15 2.60 4.04 2.58 3.22 2.10 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 44.99 ± 2.49 / 38.59 ± 2.84 49.09 ± 1.90 / 39.09 ± 4.02 41.56 ± 3.37 / 57.09 ± 3.80 3.04 ± 2.84 / 36.81 ± 2.42 4.03 ± 2.49 / 40.55 ± 4.14 33.77 ± 2.11 / 61.99 ± 2.34 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 41.10 ± 3.35 / 40.54 ± 3.19 -1.07 ± 2.09 / 44.83 ± 2.20 16.13 ± 2.52 / 39.51 ± 1.98 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 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 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 9.3.1 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 9.3.1 9.3.1 9.3.1 12.4.0 9.3.1 9.3.1 12.4.0 12.9.0 12.9.0 12.10.0 12.10.0 9.3.1 9.3.1 9.3.1 12.4.0 9.3.1 9.3.1 9.3.1 12.4.0
01-ai/Yi-1.5-6B (few-shot) 6061 64 4097 True 2,867 ± 550 / 793 ± 253 2.92 3.22 3.18 2.52 3.87 2.54 3.37 1.74 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 46.02 ± 2.12 / 35.05 ± 2.84 48.72 ± 1.76 / 35.97 ± 2.78 27.86 ± 0.76 / 31.62 ± 0.80 2.41 ± 1.92 / 35.60 ± 2.65 2.50 ± 2.05 / 34.90 ± 1.27 44.70 ± 3.79 / 67.06 ± 2.85 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 38.15 ± 2.30 / 28.10 ± 4.65 0.98 ± 1.44 / 35.86 ± 1.12 20.39 ± 3.04 / 44.20 ± 2.72 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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 2.93 2.69 3.08 2.57 4.09 2.58 3.35 2.18 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 35.56 ± 1.33 / 28.84 ± 2.19 37.70 ± 3.04 / 30.22 ± 2.39 46.84 ± 2.20 / 63.22 ± 1.89 17.15 ± 2.01 / 55.59 ± 2.04 14.38 ± 1.96 / 54.95 ± 1.73 29.75 ± 1.52 / 63.79 ± 1.50 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 14.79 ± 4.70 / 13.03 ± 2.92 1.10 ± 1.54 / 34.67 ± 0.87 25.42 ± 1.09 / 51.72 ± 1.28 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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 2.93 2.84 2.85 2.88 3.95 2.86 3.19 1.91 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 59.77 ± 2.77 / 56.12 ± 2.72 60.98 ± 2.01 / 57.99 ± 1.31 28.14 ± 1.90 / 49.76 ± 1.59 14.01 ± 2.15 / 56.43 ± 1.08 10.15 ± 1.06 / 54.56 ± 0.71 51.08 ± 2.83 / 74.34 ± 1.55 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 37.69 ± 3.97 / 34.52 ± 3.74 3.11 ± 1.49 / 48.48 ± 2.77 18.34 ± 2.07 / 43.26 ± 1.28 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 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 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 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 12.7.0 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
Qwen/Qwen1.5-4B-Chat (few-shot) 3950 152 32768 False 4,347 ± 893 / 1,135 ± 365 2.99 2.71 3.21 2.68 4.33 2.70 3.27 2.04 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 44.83 ± 1.58 / 40.11 ± 2.00 46.29 ± 1.65 / 41.63 ± 3.45 32.70 ± 1.59 / 45.73 ± 2.82 3.57 ± 1.55 / 37.05 ± 2.34 1.61 ± 2.11 / 37.85 ± 3.99 42.55 ± 3.36 / 67.11 ± 2.50 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 25.65 ± 2.99 / 22.30 ± 2.30 -0.35 ± 2.01 / 44.36 ± 4.13 14.46 ± 2.66 / 32.31 ± 1.66 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 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 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 12.5.2 10.0.1 12.1.0 12.5.2 12.5.2 12.5.2 10.0.1 12.1.0 12.1.0 12.5.2 12.5.2 10.0.1 12.1.0 12.5.2 12.5.2 12.1.0 12.5.2 12.5.2 10.0.1 12.1.0 12.5.2 12.5.2 10.0.1 12.1.0 12.5.2 12.5.2 10.0.1 12.1.0 12.5.2
microsoft/Phi-3-mini-128k-instruct (few-shot) 3821 32 131072 True 7,312 ± 1,668 / 1,609 ± 525 2.99 3.26 3.17 2.86 4.13 2.19 3.24 2.08 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 52.18 ± 2.03 / 29.83 ± 3.23 50.53 ± 1.49 / 31.94 ± 4.20 33.30 ± 2.01 / 51.15 ± 2.93 2.63 ± 2.56 / 40.21 ± 3.98 4.00 ± 1.87 / 44.87 ± 3.17 37.08 ± 2.44 / 61.14 ± 2.01 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 27.22 ± 3.65 / 24.21 ± 2.67 1.31 ± 1.28 / 39.67 ± 4.39 17.24 ± 2.72 / 41.15 ± 1.57 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 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 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 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 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1 12.9.1
ibm-granite/granite-3.0-2b-base (few-shot) 2534 49 4097 True 10,187 ± 2,363 / 2,204 ± 737 3.01 3.05 3.22 2.68 4.33 2.71 3.12 1.97 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 43.00 ± 2.81 / 35.39 ± 2.28 45.08 ± 0.83 / 38.16 ± 1.91 35.36 ± 2.31 / 54.88 ± 2.08 2.79 ± 1.92 / 41.90 ± 4.62 1.95 ± 2.02 / 38.91 ± 3.27 37.33 ± 3.11 / 59.74 ± 2.74 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 29.51 ± 2.44 / 29.14 ± 2.34 -0.32 ± 0.63 / 33.70 ± 0.28 12.36 ± 2.12 / 34.06 ± 1.47 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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-instruct (few-shot) 3374 49 4096 True 10,246 ± 3,021 / 1,629 ± 550 3.06 2.98 3.37 2.69 4.33 2.53 3.29 2.21 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 44.89 ± 2.26 / 34.93 ± 2.45 48.08 ± 1.68 / 34.39 ± 2.61 32.29 ± 1.15 / 51.91 ± 2.66 7.49 ± 1.65 / 47.79 ± 3.81 4.65 ± 1.91 / 45.75 ± 5.13 26.37 ± 1.51 / 47.59 ± 2.41 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 23.14 ± 2.08 / 23.09 ± 2.24 0.18 ± 1.67 / 33.93 ± 0.34 14.15 ± 2.49 / 36.10 ± 1.65 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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-Sweden-Models/gpt-sw3-20b (few-shot) 20918 64 2048 True 1,875 ± 673 / 261 ± 91 3.07 3.00 3.15 2.49 3.62 3.37 3.39 2.47 27.41 ± 3.48 / 19.03 ± 1.76 30.23 ± 3.43 / 41.05 ± 4.38 11.34 ± 2.73 / 46.62 ± 5.48 52.80 ± 0.68 / 59.56 ± 0.57 30.82 ± 5.81 / 25.27 ± 3.92 39.56 ± 4.73 / 32.12 ± 4.06 34.50 ± 1.29 / 42.21 ± 1.39 15.17 ± 1.41 / 49.46 ± 2.90 12.46 ± 3.29 / 48.89 ± 5.19 42.81 ± 3.10 / 66.15 ± 3.21 31.86 ± 5.09 / 21.95 ± 3.90 79.20 ± 1.03 / 79.87 ± 1.11 12.26 ± 1.97 / 46.90 ± 4.11 53.58 ± 0.97 / 60.28 ± 0.81 27.54 ± 3.01 / 23.54 ± 2.16 4.61 ± 1.64 / 41.57 ± 3.41 28.12 ± 3.77 / 54.61 ± 3.42 36.17 ± 2.52 / 27.29 ± 1.74 34.17 ± 7.08 / 46.97 ± 8.28 2.21 ± 1.64 / 38.29 ± 3.56 13.60 ± 3.04 / 30.89 ± 4.33 35.30 ± 3.76 / 33.68 ± 1.80 15.67 ± 2.21 / 31.30 ± 4.51 1.76 ± 2.37 / 47.60 ± 1.68 45.05 ± 1.68 / 55.38 ± 1.66 45.86 ± 3.18 / 40.23 ± 2.41 62.08 ± 3.29 / 55.11 ± 1.68 6.62 ± 2.43 / 48.79 ± 3.77 65.29 ± 1.81 / 77.71 ± 0.98 9.3.1 12.10.0 9.3.1 9.3.1 9.3.1 9.3.1 12.10.0 9.3.1 9.3.1 9.3.1 9.3.1 12.10.0 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 12.9.0 12.9.0 12.9.0 12.9.0 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1
allenai/OLMo-1.7-7B-hf (few-shot) 6888 50 4096 True 3,371 ± 876 / 561 ± 184 3.07 2.98 3.19 2.47 4.13 2.81 3.54 2.40 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 42.78 ± 1.09 / 37.34 ± 1.81 42.85 ± 1.93 / 37.34 ± 3.04 36.68 ± 2.11 / 46.78 ± 2.71 2.39 ± 1.54 / 43.99 ± 3.66 1.91 ± 1.37 / 44.20 ± 4.28 39.16 ± 2.56 / 62.28 ± 2.34 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 27.44 ± 3.28 / 23.50 ± 3.29 1.46 ± 1.18 / 41.20 ± 3.25 17.26 ± 3.80 / 39.06 ± 3.00 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 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 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 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.5 12.10.4 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.5
MaLA-LM/emma-500-llama2-7b (few-shot) 6738 32 4096 True 6,275 ± 1,193 / 1,755 ± 578 3.12 3.06 3.19 2.51 4.02 3.23 3.49 2.32 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 36.96 ± 3.10 / 34.68 ± 3.19 39.38 ± 3.30 / 37.06 ± 3.49 32.67 ± 2.52 / 44.37 ± 3.06 2.18 ± 2.36 / 38.05 ± 3.18 5.33 ± 2.97 / 44.30 ± 4.99 45.23 ± 5.03 / 67.75 ± 4.41 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 31.81 ± 1.93 / 29.47 ± 2.02 3.63 ± 1.69 / 44.49 ± 3.89 16.72 ± 7.29 / 46.83 ± 5.93 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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 3.14 2.93 3.76 2.55 4.15 3.04 3.30 2.27 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 53.93 ± 3.93 / 48.95 ± 4.17 54.04 ± 1.83 / 49.74 ± 2.48 23.83 ± 3.47 / 45.39 ± 3.46 3.91 ± 1.46 / 42.54 ± 4.53 1.55 ± 2.39 / 40.63 ± 4.26 2.37 ± 0.20 / 12.14 ± 1.07 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 38.52 ± 3.25 / 28.84 ± 5.49 0.00 ± 0.00 / 33.69 ± 0.28 12.94 ± 2.60 / 36.06 ± 2.17 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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 3.16 3.35 3.12 2.50 4.57 3.10 3.47 1.99 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 43.44 ± 1.89 / 33.41 ± 2.21 46.33 ± 3.12 / 34.05 ± 2.27 38.96 ± 2.34 / 56.27 ± 3.65 0.75 ± 1.07 / 33.42 ± 0.29 1.04 ± 1.93 / 33.14 ± 0.66 40.28 ± 3.58 / 62.78 ± 3.34 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 0.00 ± 0.00 / 0.00 ± 0.00 2.12 ± 1.40 / 38.45 ± 2.47 16.91 ± 2.57 / 40.63 ± 2.83 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 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 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 9.3.2 10.0.0 10.0.0 12.5.1 9.3.2 9.3.2 10.0.0 10.0.0 10.0.0 12.5.1 9.3.2 10.0.0 10.0.0 12.5.1 9.3.2 10.0.0 12.5.1 12.10.0 12.10.0 12.10.0 12.10.0 9.3.2 10.0.0 10.0.0 12.5.1 9.3.2 10.0.0 10.0.0 12.5.1
ibm-granite/granite-3b-code-instruct-2k (few-shot) 3483 49 2048 True 9,059 ± 1,947 / 2,201 ± 728 3.17 3.03 3.47 2.69 4.34 2.88 3.46 2.34 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 53.78 ± 2.43 / 49.41 ± 2.56 55.14 ± 1.27 / 51.07 ± 1.78 26.21 ± 1.63 / 43.33 ± 1.46 3.90 ± 1.45 / 43.86 ± 4.21 2.42 ± 1.39 / 41.58 ± 3.89 24.86 ± 1.34 / 45.77 ± 1.85 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 33.57 ± 2.48 / 33.47 ± 2.48 0.00 ± 0.00 / 33.69 ± 0.28 11.27 ± 2.38 / 33.54 ± 1.64 49.16 ± 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
sentence-transformers/quora-distilbert-multilingual 135 120 512 True 26,458 ± 5,992 / 5,274 ± 1,731 3.17 3.17 3.23 2.80 4.03 3.16 2.85 2.97 54.48 ± 2.16 / 52.85 ± 2.28 36.60 ± 1.60 / 56.93 ± 1.48 8.84 ± 5.33 / 51.76 ± 3.80 13.97 ± 1.75 / 19.76 ± 2.26 77.81 ± 0.76 / 74.83 ± 0.79 72.22 ± 0.95 / 68.32 ± 1.13 44.59 ± 1.89 / 59.87 ± 1.84 8.98 ± 3.55 / 52.49 ± 2.08 5.72 ± 3.29 / 50.40 ± 3.21 0.00 ± 0.00 / 0.00 ± 0.00 65.50 ± 1.20 / 59.72 ± 1.22 68.36 ± 1.18 / 63.94 ± 2.47 14.81 ± 6.63 / 55.50 ± 4.28 16.11 ± 1.18 / 22.88 ± 1.34 63.36 ± 0.96 / 65.24 ± 0.77 1.02 ± 0.94 / 47.05 ± 2.13 6.48 ± 0.37 / 27.44 ± 0.44 64.12 ± 0.92 / 62.50 ± 0.85 49.66 ± 1.68 / 66.33 ± 1.12 0.58 ± 1.23 / 49.27 ± 0.86 0.05 ± 0.06 / 0.36 ± 0.30 67.89 ± 1.61 / 74.48 ± 1.24 23.25 ± 6.95 / 44.88 ± 6.27 21.36 ± 7.80 / 59.50 ± 3.54 4.50 ± 0.39 / 9.94 ± 0.33 81.71 ± 0.66 / 82.33 ± 0.53 50.69 ± 1.19 / 50.90 ± 0.50 2.16 ± 1.58 / 49.99 ± 1.47 4.19 ± 0.69 / 11.99 ± 0.62 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 12.6.1 12.6.1 12.6.1 12.6.1 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
LumiOpen/Viking-13B (few-shot) 14030 131 4097 True 840 ± 79 / 400 ± 124 3.21 2.78 3.50 2.59 3.83 3.27 3.84 2.68 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 26.76 ± 6.99 / 23.69 ± 3.73 35.38 ± 5.87 / 27.52 ± 3.45 29.22 ± 2.89 / 39.25 ± 1.86 2.58 ± 2.68 / 36.11 ± 2.42 2.79 ± 1.44 / 36.17 ± 1.51 34.41 ± 3.68 / 53.61 ± 4.28 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 26.28 ± 5.09 / 22.73 ± 3.35 2.17 ± 1.98 / 48.03 ± 2.64 22.65 ± 3.50 / 45.48 ± 2.99 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 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 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 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 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 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 12.10.5 12.10.5 12.10.5 12.10.5
stabilityai/stablelm-2-1_6b (few-shot) 1645 100 4096 True 7,259 ± 2,120 / 1,240 ± 432 3.21 3.02 3.36 2.66 4.52 2.88 3.71 2.35 28.45 ± 1.61 / 22.90 ± 1.63 39.09 ± 1.15 / 45.25 ± 0.82 1.43 ± 1.26 / 37.98 ± 2.74 51.67 ± 2.31 / 57.34 ± 2.60 41.64 ± 3.64 / 39.43 ± 3.55 42.37 ± 3.13 / 40.79 ± 3.10 33.71 ± 2.57 / 55.00 ± 1.41 -0.19 ± 0.77 / 33.29 ± 0.30 -0.01 ± 1.25 / 34.51 ± 2.09 30.14 ± 2.44 / 50.96 ± 3.46 38.00 ± 4.39 / 29.74 ± 5.04 75.15 ± 0.55 / 61.46 ± 0.82 1.04 ± 2.08 / 34.49 ± 1.17 53.11 ± 0.53 / 58.91 ± 0.32 32.19 ± 2.52 / 32.88 ± 2.18 0.37 ± 1.64 / 33.39 ± 0.55 6.58 ± 2.15 / 27.03 ± 2.89 34.81 ± 2.51 / 30.33 ± 2.95 51.01 ± 2.18 / 65.35 ± 2.23 0.00 ± 0.00 / 33.34 ± 0.31 25.40 ± 3.91 / 49.38 ± 4.65 36.58 ± 3.88 / 33.82 ± 2.87 6.32 ± 1.30 / 24.04 ± 1.14 4.01 ± 2.01 / 36.03 ± 1.61 52.81 ± 0.81 / 63.87 ± 1.27 47.50 ± 1.70 / 41.85 ± 1.68 64.69 ± 1.33 / 57.60 ± 0.63 8.01 ± 1.97 / 51.78 ± 1.65 71.81 ± 1.05 / 80.90 ± 0.72 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8 12.10.8
AI-Sweden-Models/gpt-sw3-20b-instruct (few-shot) 20918 64 2048 True 1,831 ± 587 / 268 ± 90 3.22 3.16 3.23 2.90 4.01 3.33 3.47 2.45 15.94 ± 1.59 / 14.05 ± 1.45 32.78 ± 4.04 / 47.79 ± 5.25 7.86 ± 1.87 / 41.91 ± 2.25 52.16 ± 0.84 / 60.27 ± 0.51 23.95 ± 1.93 / 21.43 ± 1.89 26.55 ± 1.50 / 25.06 ± 1.61 40.89 ± 3.60 / 59.86 ± 3.59 9.45 ± 1.58 / 44.62 ± 3.29 8.32 ± 1.89 / 42.30 ± 2.78 43.19 ± 1.82 / 67.93 ± 1.55 15.70 ± 1.54 / 14.65 ± 1.52 68.23 ± 3.81 / 71.17 ± 3.07 12.39 ± 1.39 / 50.99 ± 3.37 52.04 ± 0.97 / 60.86 ± 0.77 21.20 ± 1.45 / 19.22 ± 1.47 1.95 ± 1.01 / 35.16 ± 0.86 24.95 ± 3.00 / 53.88 ± 1.93 24.35 ± 1.72 / 21.90 ± 0.85 43.35 ± 3.81 / 60.49 ± 3.18 2.38 ± 1.21 / 37.27 ± 1.09 15.56 ± 2.24 / 34.68 ± 3.15 24.44 ± 1.62 / 25.02 ± 1.72 18.40 ± 2.14 / 40.21 ± 2.51 4.85 ± 2.01 / 49.10 ± 2.56 39.83 ± 1.08 / 52.69 ± 1.15 39.21 ± 1.52 / 34.08 ± 1.88 65.58 ± 1.59 / 57.86 ± 1.13 7.82 ± 1.43 / 51.19 ± 1.75 72.25 ± 2.19 / 83.08 ± 1.30 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 12.7.0 12.7.0 12.7.0 12.7.0 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1
Qwen/Qwen1.5-4B (few-shot) 3950 152 32768 True 3,248 ± 739 / 761 ± 252 3.22 2.83 3.22 3.50 4.47 3.01 3.51 2.03 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 32.12 ± 5.17 / 32.01 ± 2.80 36.86 ± 3.53 / 35.46 ± 3.07 36.97 ± 1.94 / 55.08 ± 2.30 5.27 ± 3.31 / 40.91 ± 5.24 1.40 ± 1.87 / 33.64 ± 0.74 40.00 ± 2.26 / 62.87 ± 1.60 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 15.66 ± 5.89 / 15.78 ± 3.95 -0.55 ± 1.06 / 39.57 ± 3.61 14.11 ± 3.08 / 34.56 ± 2.38 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 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 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 12.5.2 10.0.1 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 9.3.2 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0
google/gemma-2-2b (few-shot) 2614 256 8193 True 5,235 ± 1,226 / 1,154 ± 366 3.25 3.09 3.45 2.65 4.28 2.95 3.74 2.57 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 20.47 ± 4.02 / 21.28 ± 2.58 24.18 ± 4.24 / 24.41 ± 3.40 32.61 ± 1.86 / 47.91 ± 2.11 3.22 ± 1.55 / 36.61 ± 2.49 3.91 ± 2.50 / 45.37 ± 4.56 41.16 ± 3.73 / 63.31 ± 3.73 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 10.67 ± 5.23 / 13.01 ± 3.26 -0.21 ± 0.99 / 33.71 ± 0.28 20.22 ± 3.01 / 43.48 ± 2.32 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 118 250 512 True 29,201 ± 6,282 / 6,045 ± 2,027 3.27 2.76 3.00 2.57 4.12 3.11 4.29 3.02 56.75 ± 1.91 / 53.43 ± 1.87 44.48 ± 1.32 / 63.11 ± 0.83 26.74 ± 1.94 / 62.19 ± 1.84 17.89 ± 1.00 / 25.53 ± 1.05 78.31 ± 1.22 / 74.65 ± 1.36 72.13 ± 0.90 / 67.28 ± 1.09 47.53 ± 0.94 / 62.73 ± 1.07 26.92 ± 3.12 / 61.93 ± 2.04 14.63 ± 4.00 / 56.24 ± 2.51 0.00 ± 0.00 / 0.00 ± 0.00 66.50 ± 1.49 / 59.99 ± 1.40 72.19 ± 0.71 / 67.88 ± 2.34 28.75 ± 5.58 / 63.30 ± 2.60 15.91 ± 0.87 / 23.08 ± 0.95 62.44 ± 1.07 / 64.98 ± 0.92 1.91 ± 1.14 / 46.54 ± 2.46 3.69 ± 0.48 / 27.48 ± 0.49 60.54 ± 1.96 / 59.68 ± 1.94 54.99 ± 2.05 / 70.00 ± 1.37 0.52 ± 2.01 / 49.40 ± 1.06 0.80 ± 0.23 / 7.76 ± 2.10 59.61 ± 2.40 / 67.02 ± 1.16 0.00 ± 0.00 / 24.33 ± 0.14 -0.04 ± 1.84 / 48.65 ± 1.21 3.28 ± 0.31 / 9.04 ± 0.28 77.50 ± 0.54 / 78.82 ± 0.48 53.10 ± 1.18 / 51.88 ± 0.50 -0.35 ± 1.84 / 48.74 ± 1.43 3.13 ± 0.27 / 9.98 ± 0.25 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 12.8.0 12.8.0 12.8.0 12.8.0 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1
NorwAI/NorwAI-Mistral-7B (few-shot) 7537 68 4096 True 3,035 ± 503 / 911 ± 300 3.28 2.81 3.01 2.58 4.40 3.30 3.99 2.87 21.47 ± 3.87 / 16.98 ± 3.19 48.39 ± 0.66 / 64.51 ± 1.38 12.46 ± 2.22 / 52.33 ± 3.21 52.51 ± 1.57 / 58.49 ± 1.58 21.09 ± 6.44 / 20.45 ± 2.65 26.31 ± 4.64 / 26.42 ± 2.98 49.00 ± 3.88 / 65.98 ± 2.95 7.15 ± 2.14 / 40.83 ± 3.95 7.98 ± 2.64 / 45.21 ± 4.95 47.70 ± 5.32 / 68.04 ± 5.37 23.88 ± 7.28 / 17.99 ± 3.56 80.26 ± 0.89 / 77.89 ± 0.89 13.50 ± 2.27 / 52.55 ± 2.86 55.02 ± 0.96 / 60.74 ± 0.89 21.40 ± 2.86 / 19.64 ± 2.27 0.99 ± 1.30 / 35.84 ± 1.02 13.84 ± 2.99 / 36.90 ± 2.08 19.29 ± 5.77 / 20.20 ± 3.59 43.88 ± 3.42 / 61.04 ± 2.69 5.63 ± 1.32 / 49.95 ± 1.54 17.02 ± 2.10 / 36.47 ± 2.53 24.15 ± 5.73 / 26.49 ± 4.13 8.31 ± 1.56 / 20.06 ± 1.06 1.60 ± 1.71 / 41.51 ± 3.60 37.08 ± 1.76 / 49.32 ± 0.87 35.84 ± 5.12 / 35.76 ± 4.29 56.87 ± 8.16 / 59.62 ± 5.61 3.08 ± 2.98 / 40.66 ± 4.63 52.77 ± 1.53 / 66.64 ± 1.58 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 12.10.5 12.10.4 12.10.5 12.10.5 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4
dbmdz/bert-base-historic-multilingual-cased 111 32 512 True 20,047 ± 4,407 / 3,844 ± 1,259 3.28 3.31 3.28 2.47 4.25 2.94 3.73 3.01 47.61 ± 1.71 / 45.91 ± 1.91 24.17 ± 1.92 / 43.75 ± 2.75 8.14 ± 3.76 / 51.78 ± 1.81 25.19 ± 1.29 / 30.51 ± 1.06 68.63 ± 1.64 / 64.83 ± 1.55 67.70 ± 2.68 / 63.70 ± 2.54 25.68 ± 2.17 / 41.65 ± 2.77 6.73 ± 5.40 / 48.20 ± 3.68 3.35 ± 2.61 / 47.52 ± 3.20 22.57 ± 1.57 / 34.64 ± 1.94 68.83 ± 1.00 / 63.29 ± 1.48 64.25 ± 1.66 / 63.62 ± 2.92 28.62 ± 9.43 / 59.33 ± 5.91 28.78 ± 2.01 / 34.26 ± 2.03 56.62 ± 0.57 / 59.34 ± 0.66 -1.21 ± 1.45 / 47.43 ± 1.67 6.01 ± 0.45 / 29.08 ± 1.30 65.35 ± 1.08 / 63.62 ± 1.05 37.77 ± 2.20 / 58.20 ± 1.43 16.07 ± 3.83 / 54.09 ± 2.44 5.67 ± 1.14 / 16.63 ± 2.52 56.69 ± 1.80 / 68.42 ± 0.85 9.29 ± 3.04 / 30.73 ± 2.40 3.02 ± 1.45 / 50.08 ± 1.17 22.14 ± 1.13 / 31.59 ± 0.96 77.64 ± 0.74 / 79.56 ± 0.53 12.42 ± 9.17 / 33.80 ± 4.31 13.65 ± 6.22 / 53.84 ± 2.20 33.29 ± 0.96 / 45.71 ± 0.70 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 12.6.1 12.6.1 12.6.1 12.8.0 12.8.0 12.8.0 12.8.0 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/Llama-3.2-1B-Instruct (few-shot) 1236 128 131073 False 7,436 ± 1,846 / 1,508 ± 479 3.29 3.04 3.59 2.77 4.27 3.07 3.68 2.61 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 44.66 ± 0.68 / 41.13 ± 2.11 47.78 ± 1.22 / 44.30 ± 1.57 27.43 ± 1.89 / 42.83 ± 3.08 0.07 ± 1.51 / 34.07 ± 0.78 1.14 ± 1.23 / 33.17 ± 0.47 18.00 ± 3.56 / 39.37 ± 4.69 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 33.76 ± 3.44 / 32.21 ± 2.82 -0.13 ± 1.34 / 42.66 ± 3.62 12.43 ± 2.62 / 33.38 ± 1.39 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
sentence-transformers/distilbert-multilingual-nli-stsb-quora-ranking 135 120 512 True 33,753 ± 8,349 / 5,937 ± 1,946 3.29 3.17 3.23 2.80 4.08 3.18 3.60 2.97 54.48 ± 2.16 / 52.85 ± 2.28 36.60 ± 1.60 / 56.93 ± 1.48 8.84 ± 5.33 / 51.76 ± 3.80 15.42 ± 1.70 / 21.36 ± 1.94 77.81 ± 0.76 / 74.83 ± 0.79 72.22 ± 0.95 / 68.32 ± 1.13 44.59 ± 1.89 / 59.87 ± 1.84 8.98 ± 3.55 / 52.49 ± 2.08 5.72 ± 3.29 / 50.40 ± 3.21 0.00 ± 0.00 / 0.00 ± 0.00 65.50 ± 1.20 / 59.72 ± 1.22 68.33 ± 1.03 / 64.03 ± 2.47 14.81 ± 6.63 / 55.50 ± 4.28 16.11 ± 1.18 / 22.88 ± 1.34 59.15 ± 1.28 / 61.27 ± 1.27 0.80 ± 1.69 / 45.59 ± 3.23 6.14 ± 0.74 / 28.02 ± 0.58 63.78 ± 0.75 / 62.34 ± 0.64 49.69 ± 1.56 / 66.32 ± 1.07 0.74 ± 0.83 / 48.97 ± 0.85 0.02 ± 0.02 / 0.20 ± 0.17 65.04 ± 1.07 / 70.94 ± 0.61 17.40 ± 6.56 / 39.25 ± 6.11 -0.95 ± 1.35 / 49.00 ± 0.64 3.94 ± 0.39 / 9.50 ± 0.40 81.71 ± 0.66 / 82.33 ± 0.53 50.69 ± 1.19 / 50.90 ± 0.50 2.16 ± 1.58 / 49.99 ± 1.47 4.16 ± 0.71 / 11.93 ± 0.61 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 12.6.1 12.6.1 12.6.1 12.8.0 12.8.0 12.8.0 12.8.0 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-7b-base (few-shot) 6738 32 2048 True 4,405 ± 1,098 / 1,032 ± 345 3.30 3.15 3.80 2.74 4.40 2.93 3.65 2.40 24.93 ± 4.36 / 22.23 ± 3.32 31.65 ± 2.94 / 51.95 ± 2.92 0.06 ± 1.20 / 34.30 ± 1.04 51.47 ± 1.82 / 57.00 ± 1.94 32.21 ± 1.63 / 31.19 ± 1.29 36.62 ± 1.94 / 36.40 ± 2.17 16.98 ± 3.42 / 27.01 ± 3.17 1.57 ± 1.20 / 41.68 ± 4.20 0.97 ± 1.79 / 40.10 ± 4.50 26.28 ± 1.51 / 44.62 ± 2.11 33.34 ± 3.41 / 30.50 ± 3.44 72.00 ± 1.15 / 69.12 ± 2.00 0.25 ± 1.72 / 43.46 ± 3.96 52.53 ± 1.03 / 57.96 ± 0.98 28.06 ± 2.33 / 29.10 ± 2.34 0.10 ± 1.11 / 33.70 ± 0.88 11.07 ± 2.29 / 27.33 ± 1.88 37.68 ± 1.26 / 33.74 ± 1.78 46.00 ± 3.63 / 61.88 ± 2.94 0.83 ± 0.84 / 33.38 ± 0.28 26.65 ± 4.01 / 53.15 ± 4.26 37.39 ± 3.37 / 32.77 ± 1.97 7.51 ± 1.57 / 19.22 ± 1.72 3.11 ± 0.88 / 50.54 ± 0.90 49.60 ± 1.28 / 61.06 ± 0.94 47.76 ± 2.72 / 44.84 ± 2.71 66.41 ± 0.85 / 65.96 ± 2.20 5.76 ± 1.50 / 50.36 ± 2.34 70.34 ± 1.81 / 81.54 ± 1.06 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 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5 12.10.5
ibm-granite/granite-3.0-3b-a800m-base (few-shot) 3374 49 4096 True 10,504 ± 3,028 / 1,678 ± 559 3.33 3.51 3.52 2.90 4.50 3.02 3.47 2.37 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 40.08 ± 2.60 / 33.17 ± 1.81 43.96 ± 1.65 / 32.96 ± 2.24 31.90 ± 1.50 / 53.03 ± 1.81 -0.07 ± 0.97 / 35.01 ± 1.42 1.27 ± 2.35 / 38.10 ± 4.51 23.32 ± 2.39 / 43.13 ± 3.33 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 18.07 ± 3.62 / 18.73 ± 2.54 -0.72 ± 1.22 / 33.96 ± 0.50 12.27 ± 2.81 / 30.66 ± 1.47 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
EuropeanParliament/EUBERT 94 66 512 True 20,070 ± 3,977 / 4,400 ± 1,435 3.38 3.18 3.67 3.16 4.47 2.96 3.24 2.97 41.09 ± 1.83 / 40.40 ± 1.82 27.33 ± 1.92 / 49.78 ± 1.38 21.58 ± 3.92 / 59.41 ± 2.63 20.68 ± 0.82 / 26.68 ± 0.91 49.92 ± 0.61 / 49.17 ± 0.71 44.37 ± 1.15 / 43.43 ± 1.21 19.81 ± 2.15 / 40.90 ± 2.60 8.64 ± 3.57 / 53.17 ± 1.93 3.11 ± 1.16 / 50.44 ± 0.73 15.89 ± 1.29 / 26.33 ± 2.41 38.36 ± 1.60 / 37.63 ± 1.73 59.00 ± 1.72 / 56.25 ± 1.72 19.40 ± 5.65 / 58.63 ± 3.13 19.23 ± 0.59 / 26.64 ± 0.90 29.71 ± 1.94 / 28.69 ± 1.97 2.71 ± 1.10 / 49.68 ± 1.24 6.50 ± 0.42 / 27.51 ± 0.99 49.95 ± 0.72 / 49.10 ± 0.71 40.29 ± 2.70 / 59.76 ± 1.78 25.88 ± 6.61 / 61.54 ± 3.28 2.59 ± 0.71 / 8.94 ± 2.03 49.54 ± 1.42 / 50.44 ± 1.10 14.86 ± 3.09 / 35.33 ± 1.77 27.90 ± 5.58 / 62.47 ± 3.34 20.65 ± 1.02 / 29.40 ± 1.29 71.43 ± 0.88 / 71.51 ± 0.79 17.53 ± 2.21 / 38.67 ± 1.90 23.93 ± 5.87 / 59.48 ± 3.40 31.01 ± 0.89 / 42.98 ± 0.49 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 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
HuggingFaceTB/SmolLM2-1.7B-Instruct (few-shot) 1711 49 8192 True 15,971 ± 3,654 / 3,609 ± 1,197 3.42 3.42 3.74 2.87 4.30 3.37 4.03 2.24 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 37.60 ± 2.17 / 29.30 ± 2.43 38.38 ± 2.48 / 30.13 ± 2.95 24.05 ± 3.58 / 40.36 ± 4.22 3.56 ± 1.93 / 38.60 ± 3.52 2.61 ± 2.57 / 38.57 ± 3.89 13.58 ± 3.16 / 25.34 ± 5.83 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 26.23 ± 3.53 / 23.26 ± 2.30 2.69 ± 1.42 / 45.61 ± 2.69 10.84 ± 2.59 / 28.57 ± 2.09 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 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 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 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0
NorwAI/NorwAI-Llama2-7B (few-shot) 7033 68 4096 True 4,438 ± 1,128 / 1,028 ± 346 3.43 2.89 3.11 2.68 4.76 3.44 4.25 2.86 16.72 ± 2.23 / 15.96 ± 2.08 45.89 ± 2.13 / 63.12 ± 1.98 11.25 ± 2.33 / 51.88 ± 2.35 53.17 ± 0.79 / 59.30 ± 0.66 31.45 ± 1.64 / 31.64 ± 1.89 33.85 ± 1.95 / 34.29 ± 1.91 36.06 ± 3.96 / 52.59 ± 4.67 8.34 ± 2.97 / 45.11 ± 4.57 6.84 ± 3.88 / 45.28 ± 5.45 48.31 ± 4.22 / 69.39 ± 4.10 24.98 ± 2.04 / 25.50 ± 1.92 79.36 ± 1.35 / 76.34 ± 3.44 5.75 ± 2.23 / 41.27 ± 4.75 54.74 ± 0.84 / 60.74 ± 0.65 9.35 ± 0.70 / 9.74 ± 0.73 1.14 ± 0.97 / 35.56 ± 2.43 7.51 ± 3.09 / 30.04 ± 2.02 25.69 ± 1.43 / 25.95 ± 1.23 33.48 ± 2.83 / 47.14 ± 4.43 3.73 ± 1.14 / 44.43 ± 4.17 14.82 ± 2.69 / 35.50 ± 3.15 22.50 ± 2.27 / 24.09 ± 2.40 6.04 ± 1.51 / 18.08 ± 2.09 -0.61 ± 1.30 / 46.51 ± 2.55 26.96 ± 1.55 / 35.73 ± 1.87 38.51 ± 3.33 / 38.08 ± 2.64 63.60 ± 2.87 / 58.50 ± 1.25 2.23 ± 1.32 / 34.15 ± 0.60 45.44 ± 3.61 / 59.52 ± 2.98 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 12.10.5 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 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4
google/gemma-2b (few-shot) 2506 256 8192 True 6,087 ± 1,046 / 1,902 ± 563 3.46 3.09 3.60 2.92 4.47 3.40 3.90 2.82 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 15.53 ± 5.69 / 15.49 ± 5.08 19.78 ± 4.54 / 18.86 ± 4.22 32.89 ± 1.65 / 42.58 ± 3.16 1.18 ± 1.00 / 33.34 ± 0.26 0.00 ± 0.00 / 32.79 ± 0.34 33.33 ± 3.73 / 53.15 ± 4.42 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 8.83 ± 5.85 / 9.93 ± 4.70 0.31 ± 1.95 / 45.42 ± 3.51 16.08 ± 2.91 / 37.41 ± 2.44 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 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 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 12.5.2 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 12.5.2 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0
google/gemma-2b-it (few-shot) 2506 256 8192 False 6,471 ± 1,142 / 1,961 ± 584 3.49 3.25 3.55 3.30 4.53 3.32 3.63 2.83 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 39.78 ± 2.67 / 31.15 ± 2.70 43.58 ± 2.49 / 36.60 ± 2.76 22.01 ± 3.00 / 40.48 ± 2.81 2.76 ± 1.35 / 44.34 ± 3.05 1.45 ± 1.35 / 39.55 ± 3.53 32.42 ± 1.72 / 56.65 ± 0.92 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 20.49 ± 2.30 / 18.33 ± 1.40 -0.01 ± 2.13 / 46.02 ± 2.71 10.95 ± 2.39 / 37.64 ± 0.75 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 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 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 12.5.2 12.1.0 12.1.0 12.4.0 12.5.2 12.5.2 12.1.0 12.1.0 12.1.0 12.4.0 12.5.2 12.1.0 12.1.0 12.4.0 12.5.2 12.1.0 12.4.0 12.5.2 12.1.0 12.1.0 12.4.0 12.5.2 12.1.0 12.1.0 12.4.0 12.5.2 12.1.0 12.1.0 12.4.0
meta-llama/Llama-3.2-1B (few-shot) 1236 128 131073 True 7,577 ± 1,884 / 1,555 ± 492 3.52 3.21 3.71 2.85 4.69 3.29 4.02 2.87 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 30.54 ± 3.75 / 29.88 ± 3.25 31.34 ± 4.72 / 30.46 ± 4.56 29.50 ± 4.18 / 49.19 ± 4.59 -0.13 ± 1.28 / 37.46 ± 3.25 0.02 ± 1.75 / 39.49 ± 4.41 19.59 ± 5.61 / 34.02 ± 8.33 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 17.77 ± 6.81 / 16.42 ± 6.19 -0.35 ± 1.50 / 34.29 ± 1.64 8.15 ± 2.21 / 30.75 ± 2.05 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 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-7B (few-shot) 6888 50 2051 True 5,403 ± 1,133 / 1,294 ± 423 3.57 3.23 4.05 2.82 4.89 3.40 3.83 2.75 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 34.42 ± 3.22 / 27.79 ± 2.40 35.17 ± 4.05 / 30.70 ± 3.37 21.46 ± 5.63 / 38.36 ± 6.18 0.34 ± 1.25 / 33.60 ± 0.50 0.26 ± 0.58 / 34.69 ± 3.11 0.12 ± 0.04 / 9.85 ± 0.17 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 8.84 ± 2.72 / 8.59 ± 2.81 -0.38 ± 1.52 / 34.73 ± 1.40 5.08 ± 1.06 / 18.85 ± 2.62 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 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 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 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
HuggingFaceTB/SmolLM2-1.7B (few-shot) 1711 49 8192 True 16,249 ± 3,690 / 3,689 ± 1,226 3.59 3.62 3.91 2.87 4.47 3.59 4.04 2.64 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 26.70 ± 4.42 / 24.56 ± 2.10 28.23 ± 3.78 / 28.27 ± 2.80 23.25 ± 4.16 / 36.07 ± 4.20 -0.47 ± 1.05 / 33.93 ± 0.92 0.26 ± 0.74 / 33.32 ± 0.79 13.40 ± 2.83 / 26.51 ± 4.94 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 20.50 ± 4.51 / 18.93 ± 3.84 0.83 ± 1.65 / 45.84 ± 2.02 10.84 ± 2.45 / 28.36 ± 1.48 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 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 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 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0
sentence-transformers/distiluse-base-multilingual-cased-v1 135 120 512 True 34,042 ± 8,482 / 5,951 ± 1,950 3.59 3.42 3.68 3.23 4.47 3.53 3.45 3.36 46.78 ± 1.50 / 44.41 ± 1.78 27.78 ± 2.22 / 49.38 ± 2.89 3.04 ± 1.85 / 46.85 ± 3.03 15.52 ± 0.98 / 23.22 ± 0.86 60.76 ± 1.53 / 58.35 ± 1.41 59.62 ± 1.19 / 55.90 ± 1.12 25.98 ± 1.33 / 40.58 ± 0.60 2.65 ± 2.08 / 48.09 ± 1.42 3.47 ± 1.47 / 48.98 ± 1.75 0.20 ± 0.09 / 0.82 ± 0.39 49.86 ± 1.85 / 44.53 ± 1.58 60.06 ± 1.30 / 55.65 ± 1.34 3.18 ± 1.63 / 48.38 ± 1.42 16.08 ± 2.60 / 23.46 ± 3.10 45.47 ± 2.05 / 47.67 ± 2.11 1.14 ± 1.81 / 48.47 ± 1.64 1.63 ± 0.33 / 21.45 ± 1.39 28.29 ± 6.50 / 27.54 ± 6.33 51.70 ± 1.63 / 67.81 ± 1.08 2.12 ± 2.30 / 49.13 ± 2.33 0.03 ± 0.05 / 0.69 ± 0.53 58.67 ± 1.07 / 68.27 ± 0.94 17.82 ± 4.47 / 37.11 ± 2.75 9.27 ± 4.66 / 52.04 ± 4.01 2.17 ± 0.34 / 8.02 ± 0.41 71.33 ± 0.75 / 73.43 ± 0.61 36.75 ± 1.28 / 47.80 ± 1.46 0.24 ± 1.44 / 47.55 ± 1.59 1.30 ± 0.31 / 9.37 ± 0.28 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 12.6.1 12.6.1 12.6.1 12.8.0 12.8.0 12.8.0 12.8.0 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
Qwen/Qwen1.5-1.8B-Chat (few-shot) 1837 152 32768 False 8,304 ± 1,846 / 1,933 ± 617 3.63 3.41 3.96 3.27 4.67 3.41 4.03 2.67 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 26.99 ± 3.92 / 24.61 ± 2.74 25.74 ± 3.76 / 24.51 ± 2.96 19.85 ± 1.97 / 35.75 ± 1.74 1.96 ± 1.33 / 44.22 ± 2.93 -0.01 ± 1.39 / 39.57 ± 2.97 16.33 ± 2.17 / 31.16 ± 3.40 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 14.15 ± 1.92 / 14.96 ± 2.11 0.78 ± 1.70 / 44.74 ± 3.57 7.80 ± 1.32 / 23.47 ± 1.64 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 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 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 12.5.2 11.0.0 12.1.0 12.5.0 12.5.2 12.5.2 11.0.0 12.1.0 12.1.0 12.5.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.2 12.1.0 12.5.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.2 11.0.0 12.1.0 12.5.0
sentence-transformers/distiluse-base-multilingual-cased 135 120 512 True 19,206 ± 4,451 / 3,658 ± 1,187 3.64 3.85 3.63 3.21 4.36 3.36 3.78 3.31 26.96 ± 1.31 / 25.63 ± 1.35 30.13 ± 2.10 / 46.78 ± 4.49 2.01 ± 1.29 / 48.79 ± 1.65 8.25 ± 1.03 / 16.49 ± 1.77 63.79 ± 2.11 / 67.14 ± 1.91 60.96 ± 1.11 / 64.65 ± 1.00 32.83 ± 1.48 / 43.32 ± 0.69 1.09 ± 1.93 / 48.72 ± 1.29 0.18 ± 1.93 / 47.30 ± 1.44 0.00 ± 0.00 / 0.00 ± 0.00 51.67 ± 1.46 / 53.62 ± 1.02 63.04 ± 0.70 / 56.50 ± 1.19 2.32 ± 1.83 / 48.77 ± 1.62 8.93 ± 1.00 / 17.75 ± 1.16 47.62 ± 2.97 / 50.59 ± 2.81 2.64 ± 2.11 / 49.47 ± 1.79 1.27 ± 0.46 / 12.20 ± 2.90 40.20 ± 3.20 / 40.33 ± 3.13 48.71 ± 1.60 / 65.32 ± 1.57 5.53 ± 1.92 / 51.10 ± 1.38 0.06 ± 0.06 / 1.12 ± 1.10 56.98 ± 1.37 / 66.91 ± 1.60 9.66 ± 4.65 / 31.17 ± 3.34 19.37 ± 4.34 / 56.74 ± 3.13 3.11 ± 0.37 / 7.91 ± 0.25 71.90 ± 1.49 / 74.21 ± 1.10 36.22 ± 1.39 / 45.80 ± 1.20 0.47 ± 1.65 / 48.67 ± 1.71 2.44 ± 0.17 / 8.50 ± 0.20 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 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
sentence-transformers/distiluse-base-multilingual-cased-v2 135 120 512 True 33,247 ± 8,123 / 6,017 ± 1,977 3.71 3.85 3.63 3.21 4.36 3.36 4.26 3.31 26.96 ± 1.31 / 25.63 ± 1.35 30.13 ± 2.10 / 46.78 ± 4.49 2.01 ± 1.29 / 48.79 ± 1.65 8.22 ± 1.11 / 16.40 ± 1.79 63.79 ± 2.11 / 67.14 ± 1.91 60.96 ± 1.11 / 64.65 ± 1.00 32.83 ± 1.48 / 43.32 ± 0.69 1.09 ± 1.93 / 48.72 ± 1.29 0.18 ± 1.93 / 47.30 ± 1.44 0.00 ± 0.00 / 0.00 ± 0.00 51.67 ± 1.46 / 53.62 ± 1.02 62.71 ± 0.81 / 57.24 ± 1.73 2.32 ± 1.83 / 48.77 ± 1.62 8.76 ± 1.03 / 17.62 ± 1.24 48.62 ± 2.65 / 51.75 ± 2.37 2.64 ± 2.11 / 49.47 ± 1.79 1.22 ± 0.49 / 12.16 ± 3.00 41.82 ± 3.25 / 42.03 ± 3.15 49.38 ± 1.72 / 66.10 ± 1.17 4.77 ± 2.08 / 49.48 ± 2.07 0.05 ± 0.06 / 0.92 ± 0.55 49.82 ± 2.71 / 62.06 ± 1.69 2.70 ± 3.10 / 26.12 ± 2.40 6.60 ± 3.84 / 50.71 ± 1.92 2.13 ± 0.10 / 6.80 ± 0.37 71.90 ± 1.49 / 74.21 ± 1.10 36.22 ± 1.39 / 45.80 ± 1.20 0.47 ± 1.65 / 48.67 ± 1.71 2.40 ± 0.23 / 8.51 ± 0.21 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 12.8.0 12.8.0 12.8.0 12.8.0 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1
Qwen/Qwen1.5-1.8B (few-shot) 1837 152 32768 True 5,666 ± 1,328 / 1,256 ± 408 3.72 3.51 4.11 3.25 4.76 3.63 4.25 2.52 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 12.10 ± 5.58 / 12.85 ± 4.80 13.42 ± 6.02 / 13.82 ± 5.16 22.82 ± 3.11 / 43.88 ± 3.10 2.70 ± 2.16 / 47.68 ± 3.18 2.21 ± 1.46 / 42.80 ± 4.36 16.31 ± 2.22 / 30.78 ± 3.64 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 12.26 ± 4.13 / 12.77 ± 3.60 0.94 ± 1.34 / 40.66 ± 3.73 6.31 ± 1.01 / 20.24 ± 2.02 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 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 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 12.5.2 10.0.1 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 10.0.1 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0
allenai/OLMo-7B-Twin-2T (few-shot) 6888 50 2051 True 5,484 ± 1,125 / 1,317 ± 425 3.79 3.63 4.23 2.99 4.75 3.90 4.23 2.83 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 9.06 ± 6.86 / 8.39 ± 6.41 17.16 ± 6.21 / 16.00 ± 5.94 25.52 ± 3.72 / 41.44 ± 4.44 0.68 ± 1.54 / 45.09 ± 2.63 0.17 ± 2.27 / 42.02 ± 4.30 0.46 ± 0.07 / 6.96 ± 0.13 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 9.04 ± 5.36 / 9.25 ± 4.70 -0.08 ± 1.02 / 34.02 ± 0.68 8.86 ± 2.70 / 27.28 ± 1.45 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 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 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 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
state-spaces/mamba-2.8b-hf (few-shot) 2768 50 32769 True 2,722 ± 495 / 766 ± 250 3.82 3.69 3.83 3.06 4.74 3.99 4.38 3.03 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 26.90 ± 1.65 / 24.65 ± 2.00 34.59 ± 3.22 / 33.15 ± 3.49 31.06 ± 2.28 / 45.42 ± 3.29 0.21 ± 1.21 / 36.38 ± 2.87 -0.17 ± 2.08 / 40.22 ± 3.88 10.35 ± 0.92 / 22.83 ± 1.06 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 18.38 ± 1.54 / 20.76 ± 1.34 0.49 ± 1.54 / 42.54 ± 4.23 6.30 ± 2.23 / 23.24 ± 0.99 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0
3ebdola/Dialectal-Arabic-XLM-R-Base 278 250 512 True 12,783 ± 2,537 / 2,712 ± 885 3.89 3.86 3.93 3.62 4.07 3.77 4.16 3.81 36.51 ± 2.44 / 36.31 ± 2.71 22.07 ± 2.24 / 44.70 ± 3.72 1.63 ± 1.49 / 45.36 ± 3.07 3.09 ± 1.00 / 9.48 ± 1.61 55.55 ± 3.71 / 52.52 ± 3.51 53.53 ± 3.03 / 50.23 ± 3.00 12.69 ± 4.51 / 32.23 ± 3.53 2.79 ± 1.16 / 47.71 ± 2.00 1.66 ± 2.18 / 46.60 ± 2.87 0.00 ± 0.00 / 0.60 ± 0.72 42.78 ± 3.26 / 40.46 ± 3.04 44.95 ± 2.30 / 48.17 ± 1.06 1.43 ± 1.34 / 48.66 ± 2.45 8.71 ± 2.58 / 16.77 ± 2.50 46.95 ± 2.05 / 50.04 ± 1.99 1.40 ± 1.40 / 48.02 ± 2.05 10.48 ± 1.75 / 28.80 ± 1.59 30.18 ± 6.85 / 29.11 ± 6.64 32.66 ± 3.87 / 53.17 ± 4.09 2.10 ± 1.30 / 47.10 ± 2.29 0.46 ± 0.39 / 4.04 ± 2.36 44.46 ± 2.24 / 60.04 ± 1.09 8.39 ± 4.20 / 30.69 ± 2.83 2.07 ± 1.34 / 48.42 ± 1.31 4.30 ± 1.26 / 9.24 ± 1.13 68.25 ± 2.50 / 70.44 ± 2.50 1.92 ± 1.68 / 28.84 ± 2.38 1.08 ± 1.34 / 47.42 ± 1.71 2.79 ± 0.93 / 10.00 ± 0.84 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 12.6.1 12.6.1 12.6.1 12.8.0 12.8.0 12.8.0 12.8.0 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
RuterNorway/Llama-2-7b-chat-norwegian (few-shot) unknown 32 4096 False 10,890 ± 2,686 / 2,186 ± 750 3.93 4.09 4.07 3.49 5.04 3.32 3.72 3.76 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 21.04 ± 2.63 / 20.44 ± 2.47 18.71 ± 2.67 / 19.91 ± 2.89 12.22 ± 1.17 / 23.50 ± 3.03 -1.18 ± 1.40 / 35.70 ± 2.67 0.36 ± 1.28 / 37.66 ± 4.07 26.86 ± 1.65 / 50.11 ± 1.80 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 9.48 ± 1.48 / 10.10 ± 1.44 0.07 ± 1.06 / 43.54 ± 3.63 1.04 ± 0.96 / 7.35 ± 3.52 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 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 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 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 12.5.2 9.3.1 9.3.1 9.3.1 12.5.2 9.3.1 9.3.1 12.5.2 9.3.1 12.10.0 9.3.1 12.5.2 9.3.1 9.3.1 9.3.1 12.5.2 9.3.1 9.3.1 9.3.1 12.5.2
dbmdz/bert-tiny-historic-multilingual-cased 5 32 512 True 78,027 ± 15,466 / 17,064 ± 5,335 3.93 3.97 4.00 3.70 4.37 3.76 4.16 3.53 33.62 ± 1.57 / 31.69 ± 1.40 20.71 ± 1.68 / 40.07 ± 2.65 1.19 ± 1.08 / 48.46 ± 1.34 4.19 ± 0.88 / 7.68 ± 1.59 46.11 ± 3.68 / 43.54 ± 3.44 35.18 ± 4.90 / 33.22 ± 4.64 19.19 ± 2.87 / 37.36 ± 1.97 2.76 ± 1.42 / 50.99 ± 0.83 0.42 ± 1.04 / 49.39 ± 0.80 0.00 ± 0.00 / 0.00 ± 0.00 26.87 ± 2.26 / 25.42 ± 2.14 57.41 ± 1.89 / 53.50 ± 0.75 -1.06 ± 1.33 / 48.72 ± 0.87 5.54 ± 1.44 / 10.83 ± 2.62 43.93 ± 1.57 / 46.59 ± 1.50 0.04 ± 1.75 / 47.53 ± 1.60 6.13 ± 0.63 / 21.73 ± 0.95 33.18 ± 2.13 / 32.48 ± 2.13 33.61 ± 2.23 / 55.01 ± 2.11 1.83 ± 1.54 / 49.40 ± 1.24 0.00 ± 0.00 / 0.00 ± 0.00 41.38 ± 2.82 / 56.29 ± 1.61 8.45 ± 2.80 / 29.85 ± 1.86 1.55 ± 1.97 / 49.24 ± 1.16 4.40 ± 0.22 / 6.62 ± 0.38 65.85 ± 0.80 / 68.72 ± 0.81 25.85 ± 2.01 / 40.72 ± 0.85 1.21 ± 1.72 / 50.03 ± 0.84 4.00 ± 0.55 / 11.02 ± 0.40 12.6.1 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 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
Qwen/Qwen1.5-0.5B-Chat (few-shot) 620 152 32768 False 11,740 ± 3,000 / 2,209 ± 721 3.94 3.86 4.21 3.59 4.91 3.95 4.12 2.94 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 29.52 ± 1.48 / 29.79 ± 1.62 31.27 ± 1.30 / 31.91 ± 1.31 11.49 ± 1.38 / 27.12 ± 1.98 0.29 ± 1.58 / 40.21 ± 4.22 -0.12 ± 1.48 / 39.92 ± 3.90 7.80 ± 1.19 / 17.09 ± 2.72 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 9.50 ± 3.17 / 9.41 ± 3.40 1.76 ± 1.62 / 38.51 ± 3.72 3.14 ± 0.71 / 17.84 ± 2.26 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 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 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 12.5.2 11.0.0 12.1.0 12.4.0 12.5.2 12.5.2 11.0.0 12.1.0 12.1.0 12.4.0 12.5.2 11.0.0 12.1.0 12.4.0 12.5.2 12.1.0 12.5.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.2 11.0.0 12.1.0 12.5.0 12.5.2 11.0.0 12.1.0 12.5.0
Qwen/Qwen1.5-0.5B (few-shot) 620 152 32768 True 11,371 ± 2,924 / 2,122 ± 692 3.95 3.81 4.27 3.61 4.87 3.90 4.23 2.99 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 34.46 ± 2.01 / 33.09 ± 2.32 33.41 ± 2.21 / 33.91 ± 2.33 6.31 ± 3.46 / 20.67 ± 2.69 -1.59 ± 1.08 / 36.27 ± 3.71 0.61 ± 1.41 / 38.84 ± 5.10 5.95 ± 1.53 / 16.20 ± 1.93 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 16.20 ± 1.52 / 16.96 ± 1.71 -0.57 ± 1.20 / 41.25 ± 3.51 3.31 ± 0.82 / 16.86 ± 2.98 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 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 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 12.5.2 10.0.1 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 10.0.1 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0 12.5.2 10.0.1 12.1.0 12.1.0
allenai/OLMo-1B (few-shot) 1177 50 2051 True 8,536 ± 1,926 / 1,940 ± 619 4.08 3.95 4.30 3.67 5.03 4.12 4.50 3.02 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 30.79 ± 1.95 / 32.18 ± 1.98 31.12 ± 2.36 / 33.10 ± 2.68 9.95 ± 3.92 / 29.01 ± 2.80 -0.95 ± 1.87 / 39.37 ± 3.33 -0.04 ± 1.73 / 42.36 ± 4.61 0.00 ± 0.00 / 3.06 ± 0.05 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 13.60 ± 2.38 / 14.36 ± 2.36 -1.04 ± 0.90 / 34.46 ± 1.41 1.51 ± 0.68 / 13.16 ± 3.12 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 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 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 12.5.2 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 12.5.2 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0 12.5.2 12.1.0 12.1.0 12.1.0
HuggingFaceTB/SmolLM2-360M (few-shot) 362 49 8192 True 22,023 ± 6,203 / 3,675 ± 1,231 4.10 4.13 4.37 3.99 4.85 3.96 4.27 3.11 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 26.60 ± 1.99 / 23.60 ± 2.05 23.70 ± 1.58 / 23.04 ± 2.17 6.21 ± 2.55 / 23.74 ± 3.28 -0.39 ± 0.76 / 33.40 ± 0.31 0.21 ± 0.41 / 35.33 ± 3.02 4.65 ± 1.00 / 10.23 ± 1.68 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 13.43 ± 1.36 / 13.81 ± 1.45 1.14 ± 1.52 / 36.93 ± 3.69 3.71 ± 1.14 / 16.21 ± 2.86 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 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 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 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 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 4.15 4.25 4.39 4.14 4.90 4.07 4.32 3.00 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 20.37 ± 5.55 / 21.57 ± 3.57 21.27 ± 5.10 / 22.34 ± 4.41 7.60 ± 2.24 / 26.47 ± 2.89 1.31 ± 1.92 / 45.75 ± 3.36 0.51 ± 1.81 / 38.71 ± 2.95 4.80 ± 1.18 / 10.53 ± 2.12 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 13.60 ± 1.50 / 13.99 ± 1.39 0.28 ± 1.41 / 37.58 ± 4.34 4.09 ± 1.03 / 16.34 ± 2.86 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 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 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 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0
fresh-xlm-roberta-base 278 250 512 True 2,214 ± 94 / 1,494 ± 229 4.41 4.22 4.34 4.01 4.94 4.18 4.90 4.28 16.04 ± 2.47 / 15.60 ± 2.62 17.37 ± 3.82 / 36.83 ± 4.86 1.34 ± 0.97 / 35.45 ± 3.20 1.58 ± 0.51 / 6.64 ± 1.56 25.49 ± 3.39 / 23.54 ± 3.23 25.94 ± 1.70 / 24.10 ± 1.64 12.60 ± 2.97 / 32.27 ± 3.43 0.50 ± 1.27 / 36.93 ± 4.00 1.83 ± 1.64 / 37.67 ± 4.40 0.00 ± 0.00 / 0.00 ± 0.00 11.91 ± 3.04 / 11.31 ± 2.90 51.11 ± 5.32 / 50.09 ± 3.33 0.86 ± 0.82 / 39.16 ± 3.63 2.00 ± 0.63 / 7.20 ± 1.68 17.34 ± 1.13 / 16.43 ± 1.26 -0.06 ± 0.99 / 36.73 ± 3.00 1.02 ± 0.30 / 21.61 ± 1.10 8.03 ± 1.35 / 8.63 ± 1.36 23.44 ± 7.21 / 42.87 ± 7.78 -0.17 ± 1.13 / 39.21 ± 4.70 0.00 ± 0.00 / 0.00 ± 0.00 13.09 ± 1.68 / 16.25 ± 2.85 0.92 ± 2.11 / 25.39 ± 1.86 1.93 ± 1.37 / 40.76 ± 4.83 0.26 ± 0.09 / 2.70 ± 1.10 34.64 ± 1.25 / 34.41 ± 1.49 4.00 ± 3.78 / 24.24 ± 3.94 1.33 ± 1.00 / 42.07 ± 4.82 0.43 ± 0.11 / 6.18 ± 1.24 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 12.6.1 12.6.1 12.6.1 12.6.1 0.0.0 0.0.0 0.0.0 0.0.0 12.6.1 12.6.1 12.6.1 12.6.1
HuggingFaceTB/SmolLM2-135M (few-shot) 135 49 8192 True 26,346 ± 7,812 / 4,082 ± 1,372 4.42 4.33 4.35 4.43 4.95 4.45 4.76 3.65 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 24.37 ± 2.17 / 26.91 ± 2.28 24.69 ± 1.85 / 27.60 ± 2.48 8.84 ± 4.19 / 29.74 ± 3.45 -1.20 ± 1.10 / 36.09 ± 3.06 -0.50 ± 1.21 / 36.68 ± 3.16 0.16 ± 0.13 / 2.31 ± 0.44 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 14.74 ± 2.42 / 16.01 ± 2.04 -0.25 ± 0.60 / 34.69 ± 3.02 1.35 ± 0.73 / 10.92 ± 2.52 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 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 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 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 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 4.46 4.37 4.50 4.35 5.05 4.41 4.84 3.71 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 20.89 ± 2.55 / 22.28 ± 2.32 19.62 ± 1.91 / 21.82 ± 2.35 2.78 ± 4.25 / 26.17 ± 3.37 -0.98 ± 1.80 / 40.63 ± 4.03 0.93 ± 2.26 / 40.91 ± 4.95 0.15 ± 0.13 / 2.19 ± 0.57 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 13.70 ± 2.05 / 15.01 ± 2.07 -0.83 ± 0.71 / 32.99 ± 0.27 0.94 ± 0.54 / 10.22 ± 2.52 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 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 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 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0 13.1.0
fresh-electra-small 14 31 512 True 7,840 ± 1,538 / 3,024 ± 438 4.48 4.32 4.40 4.03 5.06 4.28 4.92 4.34 12.87 ± 1.63 / 13.23 ± 1.55 18.61 ± 4.17 / 35.23 ± 3.90 0.30 ± 1.39 / 37.84 ± 3.88 0.00 ± 0.00 / 0.00 ± 0.00 18.38 ± 2.01 / 17.08 ± 1.97 12.76 ± 1.29 / 11.65 ± 1.21 15.29 ± 5.37 / 34.15 ± 4.23 0.17 ± 0.84 / 36.29 ± 2.91 0.37 ± 0.69 / 35.08 ± 2.81 0.00 ± 0.00 / 0.00 ± 0.00 10.54 ± 1.12 / 9.71 ± 1.00 55.54 ± 2.75 / 52.75 ± 1.09 -0.15 ± 0.52 / 35.33 ± 3.00 0.02 ± 0.03 / 0.04 ± 0.05 9.96 ± 1.11 / 8.96 ± 1.05 -0.10 ± 1.46 / 35.81 ± 3.45 0.12 ± 0.10 / 4.48 ± 1.39 9.53 ± 0.71 / 9.93 ± 0.76 13.29 ± 8.29 / 29.94 ± 8.32 -0.15 ± 0.77 / 33.37 ± 0.37 0.00 ± 0.00 / 0.00 ± 0.00 11.66 ± 1.16 / 13.45 ± 1.20 0.00 ± 0.00 / 24.33 ± 0.14 -0.21 ± 1.89 / 35.79 ± 2.99 0.17 ± 0.04 / 0.17 ± 0.04 30.77 ± 0.92 / 30.14 ± 1.03 0.58 ± 1.45 / 20.82 ± 1.74 -0.17 ± 0.47 / 37.18 ± 3.93 0.46 ± 0.14 / 6.16 ± 0.24 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 12.8.0 12.8.0 12.8.0 12.8.0 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1 12.6.1
NorwAI/NorwAI-Mistral-7B-pretrain (few-shot) 7537 68 4096 True 3,024 ± 496 / 909 ± 301 4.62 4.25 4.47 4.29 5.10 4.58 5.05 4.62 12.82 ± 2.64 / 12.37 ± 1.95 3.55 ± 3.64 / 22.75 ± 4.02 0.68 ± 1.41 / 35.13 ± 0.98 19.85 ± 1.75 / 24.31 ± 1.88 12.77 ± 3.48 / 14.13 ± 3.09 10.51 ± 3.44 / 9.95 ± 3.51 8.70 ± 4.43 / 25.39 ± 3.30 0.00 ± 1.60 / 38.54 ± 3.41 0.82 ± 1.39 / 37.77 ± 4.45 1.85 ± 0.82 / 10.19 ± 1.99 9.75 ± 3.30 / 9.18 ± 3.19 17.76 ± 4.89 / 28.16 ± 7.50 1.22 ± 0.95 / 43.54 ± 3.79 14.98 ± 2.49 / 18.46 ± 2.99 3.69 ± 1.28 / 3.66 ± 1.30 1.24 ± 1.37 / 42.67 ± 4.99 0.29 ± 0.19 / 5.14 ± 0.75 5.80 ± 1.56 / 5.41 ± 1.56 4.45 ± 1.73 / 29.26 ± 3.66 -0.48 ± 1.33 / 43.09 ± 3.56 0.08 ± 0.12 / 4.02 ± 1.17 3.80 ± 1.23 / 4.24 ± 1.19 0.97 ± 1.50 / 13.00 ± 2.52 -0.37 ± 0.55 / 33.40 ± 0.35 0.40 ± 0.25 / 2.98 ± 0.44 12.34 ± 2.70 / 12.41 ± 2.54 -1.48 ± 3.09 / 21.17 ± 2.22 -0.48 ± 1.52 / 42.45 ± 3.99 0.72 ± 0.25 / 6.31 ± 0.51 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 12.10.5 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 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4 12.10.4
RJuro/kanelsnegl-v0.1 (few-shot) 7242 32 512 True 5,847 ± 1,029 / 1,640 ± 525 4.82 4.62 4.84 4.48 5.24 4.72 5.09 4.73 0.00 ± 0.00 / 0.00 ± 0.00 13.00 ± 4.17 / 24.41 ± 3.12 0.00 ± 0.00 / 33.25 ± 0.23 0.00 ± 0.00 / 12.39 ± 1.52 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 0.00 ± 0.00 0.95 ± 0.80 / 9.68 ± 0.28 0.00 ± 0.00 / 33.25 ± 0.30 0.00 ± 0.00 / 32.79 ± 0.34 0.00 ± 0.00 / 33.45 ± 0.27 0.00 ± 0.00 / 0.00 ± 0.00 34.63 ± 9.69 / 40.92 ± 6.88 0.00 ± 0.00 / 33.30 ± 0.27 0.00 ± 0.00 / 8.92 ± 2.90 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 33.69 ± 0.28 0.00 ± 0.00 / 11.90 ± 2.74 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 / 14.17 ± 0.79 0.00 ± 0.00 / 0.00 ± 0.00 0.95 ± 1.17 / 9.87 ± 0.86 0.00 ± 0.00 / 33.34 ± 0.31 0.00 ± 0.00 / 5.43 ± 0.58 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 19.61 ± 0.22 0.41 ± 0.55 / 33.46 ± 0.37 0.00 ± 0.00 / 3.68 ± 0.43 9.3.1 9.3.1 9.3.1 12.5.1 9.3.1 9.3.1 9.3.1 9.3.1 9.3.1 12.5.1 9.3.1 9.3.1 9.3.1 12.5.1 9.3.1 9.3.1 9.3.1 12.10.0 12.10.0 12.10.0 12.10.0 9.3.1 9.3.1 9.3.1 12.5.1 9.3.1 9.3.1 9.3.1 12.5.1
ai-forever/mGPT (few-shot) unknown 100 1024 True 11,734 ± 3,124 / 2,174 ± 720 4.86 4.75 4.77 4.81 5.24 4.72 5.10 4.63 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 0.08 ± 0.16 / 0.07 ± 0.14 0.00 ± 0.00 / 0.00 ± 0.00 4.76 ± 1.84 / 16.95 ± 5.07 0.67 ± 1.94 / 40.42 ± 4.43 -0.88 ± 1.89 / 40.70 ± 4.30 0.00 ± 0.00 / 0.74 ± 0.05 0.00 ± 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 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 33.69 ± 0.28 0.00 ± 0.00 / 0.05 ± 0.03 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 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 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 9.3.1 10.0.1 11.0.0 12.5.1 9.3.1 9.3.1 10.0.1 11.0.0 11.0.0 12.5.1 9.3.1 10.0.1 11.0.0 12.5.1 9.3.1 11.0.0 12.5.1 12.10.0 12.10.0 12.10.0 12.10.0 9.3.1 10.0.1 11.0.0 12.5.1 9.3.1 10.0.1 11.0.0 12.5.1
ssmits/Falcon2-5.5B-multilingual (few-shot) 5465 65 8192 True 7,692 ± 1,423 / 1,960 ± 644 4.91 4.81 4.85 4.93 5.24 4.72 5.09 4.70 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 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 9.59 ± 0.29 0.00 ± 0.00 / 33.25 ± 0.30 0.00 ± 0.00 / 32.79 ± 0.34 0.00 ± 0.00 / 0.09 ± 0.03 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 0.00 ± 0.00 / 0.00 ± 0.00 0.00 ± 0.00 / 33.69 ± 0.28 0.00 ± 0.00 / 0.02 ± 0.01 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 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 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 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0 13.0.0