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Germanic NLU 🇪🇺 |
Include merged models
Model ID | Parameters | Vocabulary size | Context | Commercial | Speed | Rank | Danish Rank | Norwegian Rank | Swedish Rank | Icelandic Rank | Faroese 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 | Hotter-and-Colder-sentiment | ScaLA-is | NQiI | FoNE | FoSent | ScaLA-fo | FoQA | 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 | Hotter-and-Colder-sentiment version | ScaLA-is version | NQiI version | FoNE version | FoSent version | ScaLA-fo version | FoQA 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 |
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gpt-4-1106-preview (few-shot, val) | unknown | 100 | 128000 | True | 576 ± 221 / 81 ± 28 | 1.46 | 1.20 | 1.38 | 1.19 | 1.30 | 1.77 | 1.49 | 1.95 | 1.36 | 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 | 49.59 ± 2.76 / 62.50 ± 2.08 | 43.03 ± 5.07 / 71.18 ± 2.64 | 37.26 ± 2.60 / 66.04 ± 1.95 | 86.51 ± 2.01 / 85.01 ± 2.45 | 38.22 ± 8.49 / 52.33 ± 6.78 | 35.09 ± 5.70 / 65.72 ± 3.27 | 58.65 ± 3.25 / 81.93 ± 2.20 | 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 | 13.2.0 | 12.10.2 | 12.5.1 | 12.5.1 | 13.3.0 | 12.5.1 | 13.0.0 | 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 |
microsoft/mdeberta-v3-base | 279 | 251 | 512 | True | 20,637 ± 3,925 / 4,497 ± 1,502 | 1.66 | 1.60 | 1.35 | 1.38 | 1.33 | 2.43 | 1.65 | 2.19 | 1.35 | 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 | 45.30 ± 1.76 / 62.84 ± 1.27 | 54.11 ± 2.40 / 76.46 ± 1.28 | 30.93 ± 0.96 / 56.17 ± 1.10 | 88.60 ± 0.60 / 89.37 ± 0.54 | 6.70 ± 4.85 / 25.36 ± 7.25 | 46.81 ± 2.12 / 72.76 ± 1.40 | 20.96 ± 1.19 / 30.59 ± 1.61 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
gpt-4o-2024-05-13 (few-shot, val) | unknown | 200 | 128000 | True | 916 ± 329 / 114 ± 38 | 1.69 | 1.33 | 1.37 | 1.18 | 1.27 | 3.08 | 1.67 | 2.15 | 1.43 | 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 | 49.86 ± 5.14 / 64.51 ± 3.68 | 51.10 ± 5.09 / 73.25 ± 3.42 | 29.64 ± 2.12 / 55.46 ± 1.12 | 81.86 ± 2.08 / 67.98 ± 3.64 | 27.30 ± 11.60 / 55.31 ± 9.21 | -0.97 ± 2.82 / 33.64 ± 0.85 | 56.45 ± 2.88 / 78.76 ± 1.86 | 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 | 13.2.0 | 12.10.2 | 12.10.0 | 12.10.0 | 13.3.0 | 12.10.0 | 13.0.0 | 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 |
google/rembert | 576 | 250 | 256 | True | 11,736 ± 2,822 / 2,102 ± 677 | 1.72 | 1.53 | 1.27 | 1.34 | 1.63 | 3.13 | 1.20 | 2.28 | 1.39 | 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 | 36.87 ± 3.38 / 56.59 ± 2.94 | 48.29 ± 2.59 / 73.54 ± 1.99 | 29.38 ± 1.81 / 52.42 ± 3.00 | 87.35 ± 0.94 / 87.65 ± 0.94 | 0.04 ± 3.09 / 17.28 ± 2.02 | 14.65 ± 11.12 / 46.36 ± 10.23 | 36.10 ± 1.91 / 48.41 ± 2.09 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
setu4993/LaBSE | 471 | 501 | 512 | True | 25,418 ± 6,435 / 4,536 ± 1,452 | 1.78 | 1.75 | 1.57 | 1.52 | 2.12 | 2.74 | 1.53 | 1.43 | 1.58 | 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 | 46.40 ± 1.18 / 63.25 ± 0.79 | 36.92 ± 7.62 / 66.07 ± 3.89 | 11.75 ± 0.66 / 46.17 ± 1.42 | 89.16 ± 0.66 / 89.62 ± 0.62 | 21.57 ± 4.96 / 45.40 ± 4.23 | 22.76 ± 10.57 / 60.04 ± 5.76 | 30.55 ± 1.05 / 41.85 ± 1.13 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
intfloat/multilingual-e5-large | 560 | 250 | 512 | True | 6,732 ± 1,273 / 1,633 ± 523 | 1.80 | 1.51 | 1.47 | 1.38 | 2.65 | 3.41 | 1.33 | 1.35 | 1.29 | 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 | 48.52 ± 1.18 / 64.38 ± 1.18 | 10.78 ± 7.04 / 53.28 ± 3.97 | 13.79 ± 0.96 / 54.20 ± 1.31 | 88.39 ± 0.86 / 88.75 ± 0.75 | 18.28 ± 3.38 / 39.08 ± 2.62 | 2.85 ± 1.32 / 48.43 ± 2.29 | 31.03 ± 1.94 / 43.72 ± 2.89 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
ThatsGroes/gemma-2-27b-it-FP8-Dynamic (few-shot) | 28411 | 256 | 4096 | True | 3,633 ± 1,236 / 777 ± 220 | 1.86 | 1.39 | 1.92 | 1.50 | 2.35 | 2.27 | 1.70 | 2.30 | 1.45 | 66.50 ± 2.00 / 45.33 ± 2.92 | 58.93 ± 1.72 / 72.70 ± 1.38 | 57.27 ± 1.30 / 78.52 ± 0.62 | 55.02 ± 0.88 / 64.14 ± 0.46 | 76.25 ± 1.39 / 60.31 ± 3.22 | 77.91 ± 0.47 / 61.81 ± 3.84 | 40.54 ± 0.72 / 39.96 ± 0.60 | 59.75 ± 1.66 / 78.91 ± 1.21 | 47.82 ± 2.00 / 73.51 ± 1.21 | 40.99 ± 1.38 / 69.77 ± 1.17 | 62.91 ± 1.46 / 47.13 ± 3.48 | 79.51 ± 0.63 / 79.57 ± 0.65 | 60.28 ± 1.19 / 79.99 ± 0.66 | 55.44 ± 0.92 / 64.81 ± 0.62 | 67.23 ± 2.77 / 45.61 ± 4.86 | 50.38 ± 1.18 / 66.21 ± 1.00 | 20.01 ± 1.09 / 59.74 ± 0.60 | 21.18 ± 1.67 / 49.26 ± 0.93 | 81.30 ± 1.24 / 73.31 ± 3.51 | 60.99 ± 2.59 / 72.95 ± 1.68 | 12.49 ± 3.30 / 49.82 ± 2.65 | 48.47 ± 1.72 / 70.99 ± 1.42 | 73.31 ± 1.01 / 59.78 ± 2.14 | 58.02 ± 1.62 / 71.81 ± 1.10 | 45.12 ± 0.99 / 70.92 ± 0.38 | 24.67 ± 1.03 / 55.19 ± 1.27 | 68.17 ± 1.75 / 51.61 ± 2.73 | 10.56 ± 1.04 / 19.29 ± 0.63 | 56.89 ± 0.82 / 78.31 ± 0.43 | 53.05 ± 2.18 / 71.82 ± 0.84 | 81.06 ± 0.87 / 75.22 ± 1.31 | 68.92 ± 1.04 / 72.90 ± 0.74 | 49.06 ± 1.46 / 72.52 ± 0.82 | 61.27 ± 1.63 / 81.48 ± 0.86 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
intfloat/multilingual-e5-large-instruct | 560 | 250 | 514 | True | 5,947 ± 1,301 / 1,129 ± 374 | 1.90 | 1.79 | 1.74 | 1.45 | 2.67 | 3.36 | 1.33 | 1.59 | 1.26 | 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 | 50.10 ± 1.59 / 64.91 ± 2.07 | 8.11 ± 3.77 / 50.71 ± 3.73 | 13.93 ± 1.14 / 53.59 ± 1.62 | 88.64 ± 0.34 / 89.11 ± 0.29 | 23.63 ± 6.26 / 44.37 ± 7.53 | 2.05 ± 2.30 / 47.88 ± 2.17 | 24.09 ± 4.66 / 37.60 ± 4.39 | 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 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
FacebookAI/xlm-roberta-large | 560 | 250 | 512 | True | 17,897 ± 3,921 / 3,463 ± 1,141 | 1.94 | 1.58 | 1.43 | 1.55 | 2.16 | 3.81 | 1.27 | 2.02 | 1.68 | 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 | 48.41 ± 6.83 / 64.09 ± 6.26 | 22.78 ± 12.25 / 57.07 ± 8.18 | 15.72 ± 1.39 / 55.29 ± 1.30 | 87.85 ± 0.95 / 88.21 ± 0.87 | 5.14 ± 5.42 / 22.03 ± 5.69 | 1.17 ± 2.11 / 40.94 ± 5.07 | 27.72 ± 1.48 / 39.88 ± 2.04 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
gpt-4o-mini-2024-07-18 (few-shot, val) | unknown | 200 | 8191 | True | 784 ± 310 / 95 ± 28 | 2.01 | 1.87 | 1.99 | 1.96 | 1.85 | 2.67 | 1.88 | 2.27 | 1.61 | 59.96 ± 1.64 / 41.55 ± 2.90 | 56.91 ± 2.34 / 71.25 ± 1.60 | 67.13 ± 4.29 / 83.05 ± 2.24 | 17.52 ± 2.69 / 33.63 ± 2.10 | 72.74 ± 1.75 / 57.58 ± 4.14 | 69.17 ± 2.61 / 56.34 ± 3.95 | 67.45 ± 4.03 / 77.50 ± 2.90 | 74.27 ± 2.57 / 86.86 ± 1.43 | 54.83 ± 3.96 / 76.91 ± 1.98 | 3.67 ± 1.64 / 43.45 ± 1.90 | 62.45 ± 2.79 / 46.68 ± 4.08 | 77.69 ± 2.28 / 78.73 ± 2.17 | 68.93 ± 3.67 / 84.15 ± 2.01 | 12.11 ± 4.65 / 31.14 ± 3.37 | 64.69 ± 1.77 / 37.89 ± 3.23 | 56.18 ± 4.37 / 69.53 ± 2.97 | 45.52 ± 4.15 / 71.51 ± 2.48 | 15.80 ± 6.24 / 55.19 ± 4.14 | 73.80 ± 2.44 / 63.06 ± 3.84 | 39.45 ± 8.53 / 62.38 ± 6.69 | 34.78 ± 4.81 / 63.14 ± 2.83 | 0.87 ± 1.17 / 19.37 ± 1.52 | 65.51 ± 1.91 / 48.61 ± 3.73 | 55.16 ± 3.05 / 69.81 ± 1.96 | 44.60 ± 3.19 / 67.35 ± 2.53 | 21.87 ± 3.80 / 59.67 ± 2.67 | 68.71 ± 3.85 / 53.19 ± 4.36 | 20.33 ± 2.51 / 40.68 ± 1.79 | 49.52 ± 5.39 / 72.59 ± 3.64 | 34.06 ± 3.24 / 61.15 ± 2.69 | 77.38 ± 1.61 / 66.97 ± 2.42 | 66.75 ± 2.50 / 73.93 ± 1.51 | 52.43 ± 3.69 / 74.46 ± 2.17 | 41.03 ± 6.90 / 67.96 ± 4.99 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 |
intfloat/multilingual-e5-base | 278 | 250 | 512 | True | 14,965 ± 2,890 / 3,322 ± 1,074 | 2.12 | 1.86 | 1.98 | 1.68 | 2.66 | 3.50 | 1.79 | 1.98 | 1.51 | 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 | 42.08 ± 1.98 / 59.90 ± 1.47 | 15.21 ± 8.62 / 54.40 ± 5.57 | 10.82 ± 0.92 / 43.65 ± 2.51 | 87.44 ± 0.35 / 88.01 ± 0.28 | 10.97 ± 3.84 / 30.74 ± 5.68 | 7.38 ± 6.28 / 47.69 ± 4.51 | 14.80 ± 3.56 / 22.12 ± 5.23 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 12.6.1 | 13.3.0 | 12.6.1 | 13.0.0 | 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 |
AI-Sweden-Models/roberta-large-1160k | 355 | 50 | 512 | True | 14,014 ± 2,384 / 3,625 ± 1,146 | 2.16 | 1.29 | 1.09 | 1.18 | 3.03 | 3.54 | 2.59 | 3.24 | 1.34 | 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 | 38.53 ± 2.56 / 56.94 ± 2.26 | 2.06 ± 2.43 / 37.04 ± 4.14 | 11.47 ± 0.96 / 48.11 ± 0.94 | 88.24 ± 0.58 / 88.48 ± 0.54 | 6.42 ± 5.53 / 24.34 ± 7.55 | 1.73 ± 1.70 / 42.32 ± 5.16 | 35.08 ± 2.58 / 47.03 ± 3.42 | 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 | 13.3.0 | 10.0.1 | 10.0.1 | 10.0.1 | 13.3.0 | 10.0.1 | 13.0.0 | 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 |
meta-llama/Llama-3.1-8B (few-shot) | 8030 | 128 | 131072 | True | 2,610 ± 751 / 176 ± 66 | 2.22 | 2.15 | 2.12 | 2.04 | 2.56 | 2.96 | 1.83 | 2.38 | 1.73 | 50.92 ± 1.88 / 34.24 ± 2.85 | 50.45 ± 2.11 / 65.71 ± 2.12 | 26.35 ± 3.31 / 53.58 ± 4.93 | 48.38 ± 5.07 / 55.27 ± 4.71 | 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 | 62.19 ± 2.34 / 43.29 ± 4.62 | 80.79 ± 0.65 / 79.90 ± 1.03 | 27.38 ± 3.04 / 52.74 ± 4.07 | 42.78 ± 7.55 / 49.56 ± 7.91 | 52.97 ± 1.54 / 38.17 ± 4.65 | 43.06 ± 1.23 / 60.01 ± 1.16 | 8.13 ± 2.53 / 43.02 ± 4.58 | 31.99 ± 2.60 / 60.26 ± 1.51 | 65.65 ± 3.31 / 63.81 ± 2.72 | 47.04 ± 2.85 / 62.76 ± 2.51 | 3.55 ± 2.37 / 38.16 ± 3.37 | 45.01 ± 1.79 / 65.74 ± 1.54 | 60.46 ± 1.26 / 47.72 ± 1.69 | 58.57 ± 2.53 / 71.30 ± 1.70 | 26.25 ± 5.90 / 61.41 ± 3.94 | 34.85 ± 3.43 / 64.05 ± 3.68 | 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 | 14.0.3 | 14.0.3 | 14.0.3 | 14.0.3 | 12.11.0 | 12.11.0 | 12.11.0 | 12.11.0 | 12.11.0 | 13.0.0 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 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 |
meta-llama/Meta-Llama-3-8B-Instruct (few-shot) | 8030 | 128 | 8192 | True | 1,007 ± 316 / 162 ± 45 | 2.24 | 2.13 | 2.14 | 2.07 | 2.63 | 2.76 | 1.89 | 2.49 | 1.79 | 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 | 60.20 ± 2.76 / 40.38 ± 4.22 | 38.09 ± 2.38 / 54.51 ± 2.16 | 9.14 ± 0.98 / 49.56 ± 2.11 | 28.66 ± 1.28 / 58.93 ± 1.41 | 70.61 ± 1.12 / 68.27 ± 1.76 | 45.78 ± 2.05 / 47.72 ± 1.15 | 4.58 ± 2.43 / 36.78 ± 1.86 | 50.67 ± 1.56 / 72.73 ± 1.11 | 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 | 14.0.1 | 14.0.1 | 14.0.1 | 14.0.1 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 | 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-3.1-8B-Instruct (few-shot) | 8030 | 128 | 131072 | True | 1,005 ± 330 / 196 ± 74 | 2.26 | 1.95 | 2.25 | 1.98 | 2.80 | 2.92 | 1.89 | 2.45 | 1.81 | 54.70 ± 1.69 / 38.11 ± 2.31 | 54.81 ± 1.51 / 67.88 ± 1.39 | 32.11 ± 1.93 / 63.11 ± 1.61 | 48.87 ± 1.18 / 59.47 ± 0.67 | 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 | 55.80 ± 2.68 / 34.65 ± 1.98 | 79.23 ± 0.48 / 76.86 ± 0.80 | 32.67 ± 2.18 / 63.89 ± 1.49 | 46.88 ± 1.47 / 58.66 ± 0.84 | 46.48 ± 1.98 / 24.57 ± 1.73 | 39.91 ± 2.35 / 57.39 ± 1.64 | 11.72 ± 1.81 / 51.67 ± 1.45 | 25.91 ± 0.99 / 53.39 ± 1.83 | 67.67 ± 1.31 / 59.86 ± 2.12 | 48.54 ± 2.43 / 49.17 ± 1.48 | 3.89 ± 2.71 / 36.33 ± 1.50 | 47.07 ± 2.63 / 69.50 ± 1.68 | 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 | 14.0.3 | 14.0.3 | 14.0.3 | 14.0.3 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.1 | 14.0.1 | 14.0.1 | 14.0.1 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
meta-llama/Meta-Llama-3-8B (few-shot) | 8030 | 128 | 8192 | True | 1,046 ± 295 / 180 ± 60 | 2.33 | 2.08 | 2.24 | 1.91 | 2.54 | 3.47 | 2.01 | 2.55 | 1.80 | 49.46 ± 1.88 / 32.11 ± 2.41 | 51.26 ± 1.89 / 67.20 ± 1.48 | 31.94 ± 3.31 / 62.34 ± 3.59 | 49.75 ± 5.10 / 56.13 ± 4.89 | 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 | 59.92 ± 2.46 / 40.98 ± 4.90 | 80.51 ± 0.82 / 80.98 ± 0.60 | 34.87 ± 2.21 / 62.39 ± 3.23 | 47.69 ± 6.29 / 54.30 ± 6.65 | 50.45 ± 1.95 / 37.62 ± 3.95 | 43.85 ± 1.31 / 60.58 ± 1.20 | 10.82 ± 1.73 / 48.66 ± 3.57 | 31.94 ± 2.16 / 59.26 ± 1.50 | 61.11 ± 4.21 / 58.55 ± 4.19 | 19.96 ± 5.17 / 31.78 ± 5.62 | 2.02 ± 1.68 / 39.88 ± 3.56 | 50.34 ± 1.74 / 71.74 ± 1.27 | 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 | 14.0.3 | 14.0.3 | 14.0.3 | 14.0.3 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.1 | 14.0.1 | 14.0.1 | 14.0.1 | 12.6.1 | 13.3.0 | 12.6.1 | 13.0.0 | 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 | 12.6.1 | 12.6.1 | 12.6.1 |
mistralai/Ministral-8B-Instruct-2410 (few-shot) | 8020 | 131 | 32768 | True | 912 ± 238 / 179 ± 70 | 2.33 | 2.22 | 2.18 | 2.10 | 3.00 | 3.29 | 1.80 | 2.36 | 1.67 | 55.49 ± 2.05 / 34.11 ± 1.79 | 49.18 ± 1.89 / 65.27 ± 1.69 | 7.40 ± 1.81 / 35.19 ± 0.73 | 57.72 ± 0.54 / 64.99 ± 0.45 | 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 | 54.76 ± 1.82 / 31.21 ± 2.67 | 73.32 ± 1.59 / 75.58 ± 1.15 | 16.17 ± 2.98 / 42.93 ± 2.72 | 57.94 ± 0.58 / 65.27 ± 0.58 | 47.10 ± 1.90 / 22.63 ± 2.03 | 24.43 ± 2.98 / 39.27 ± 3.37 | 7.19 ± 2.76 / 44.62 ± 3.61 | 28.73 ± 1.45 / 54.38 ± 2.28 | 65.55 ± 1.39 / 51.57 ± 3.35 | 29.49 ± 2.40 / 47.06 ± 2.82 | 2.05 ± 1.58 / 35.92 ± 2.05 | 47.72 ± 2.10 / 65.78 ± 1.43 | 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 | 14.0.3 | 14.0.3 | 14.0.3 | 14.0.3 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.0 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
Nexusflow/Starling-LM-7B-beta (few-shot) | 7242 | 32 | 4096 | False | 1,629 ± 573 / 262 ± 149 | 2.37 | 2.24 | 2.13 | 2.11 | 3.18 | 3.67 | 1.85 | 2.19 | 1.62 | 51.94 ± 2.00 / 27.59 ± 1.79 | 51.97 ± 1.36 / 68.62 ± 0.93 | 29.99 ± 0.73 / 60.05 ± 1.33 | 38.99 ± 2.82 / 52.38 ± 2.25 | 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 | 56.28 ± 1.55 / 28.71 ± 3.39 | 77.51 ± 0.55 / 76.88 ± 0.58 | 23.25 ± 2.19 / 50.00 ± 2.40 | 47.09 ± 2.61 / 59.76 ± 2.06 | 42.23 ± 4.22 / 25.96 ± 4.27 | 27.93 ± 2.80 / 48.93 ± 1.43 | 6.38 ± 0.99 / 49.63 ± 1.47 | 19.39 ± 3.38 / 53.87 ± 1.59 | 62.20 ± 1.42 / 45.92 ± 2.03 | 26.68 ± 6.93 / 47.94 ± 8.20 | 7.07 ± 2.30 / 44.94 ± 2.71 | 11.97 ± 3.61 / 31.80 ± 3.65 | 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 | 72.77 ± 1.02 / 57.29 ± 1.58 | 70.12 ± 0.78 / 74.54 ± 0.50 | 44.68 ± 0.97 / 71.05 ± 0.52 | 57.17 ± 2.60 / 80.36 ± 1.40 | 14.0.3 | 14.0.3 | 14.0.3 | 14.0.3 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.3 | 14.0.3 | 14.0.3 | 14.0.3 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
ZurichNLP/unsup-simcse-xlm-roberta-base | 278 | 250 | 512 | True | 34,520 ± 7,443 / 6,730 ± 2,224 | 2.37 | 2.32 | 2.16 | 1.93 | 3.03 | 3.65 | 2.10 | 1.84 | 1.94 | 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 | 46.33 ± 1.12 / 62.80 ± 1.39 | 3.47 ± 1.14 / 47.14 ± 3.33 | 7.67 ± 0.80 / 32.31 ± 0.81 | 84.14 ± 0.67 / 84.82 ± 0.64 | 21.20 ± 3.85 / 43.97 ± 3.72 | 1.33 ± 2.18 / 48.85 ± 1.23 | 14.20 ± 1.78 / 22.95 ± 2.71 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 12.6.1 | 13.3.0 | 12.6.1 | 13.0.0 | 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 |
cardiffnlp/twitter-xlm-roberta-base | 278 | 250 | 512 | True | 34,475 ± 7,465 / 6,712 ± 2,223 | 2.45 | 2.07 | 2.02 | 1.84 | 2.72 | 4.23 | 2.23 | 2.29 | 2.21 | 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 | 35.62 ± 1.32 / 55.40 ± 1.15 | 28.72 ± 5.29 / 60.29 ± 3.57 | 8.46 ± 0.51 / 31.01 ± 0.72 | 83.96 ± 0.80 / 84.63 ± 0.76 | 5.16 ± 3.25 / 23.12 ± 4.48 | 1.05 ± 1.66 / 41.31 ± 4.91 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
mistralai/Mistral-7B-v0.1 (few-shot) | 7242 | 32 | 32768 | True | 1,446 ± 354 / 295 ± 100 | 2.49 | 2.37 | 2.60 | 2.12 | 2.89 | 3.40 | 2.10 | 2.71 | 1.74 | 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 | 50.69 ± 3.67 / 41.90 ± 4.06 | 33.20 ± 1.84 / 48.48 ± 3.03 | 3.97 ± 2.04 / 48.88 ± 2.25 | 27.11 ± 3.11 / 51.14 ± 2.22 | 62.63 ± 3.44 / 57.85 ± 3.72 | 25.47 ± 3.14 / 45.73 ± 4.68 | 2.84 ± 1.84 / 42.62 ± 4.53 | 44.06 ± 1.93 / 60.40 ± 2.37 | 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 | 14.0.3 | 14.0.3 | 14.0.3 | 14.0.3 | 9.1.2 | 13.3.0 | 9.1.2 | 13.0.0 | 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 |
CohereForAI/aya-expanse-8b (few-shot) | 8028 | 256 | 8192 | False | 1,018 ± 326 / 189 ± 73 | 2.50 | 2.16 | 2.58 | 2.07 | 3.39 | 3.32 | 2.03 | 2.67 | 1.78 | 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 | 19.83 ± 4.76 / 41.64 ± 3.64 | 4.93 ± 1.06 / 49.69 ± 2.65 | 24.72 ± 2.22 / 54.41 ± 1.43 | 64.72 ± 1.73 / 47.25 ± 4.90 | 28.57 ± 4.08 / 50.22 ± 2.92 | 5.12 ± 1.16 / 51.09 ± 0.89 | 38.83 ± 3.81 / 56.89 ± 3.51 | 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 | 67.33 ± 1.57 / 53.00 ± 0.88 | 68.67 ± 0.74 / 66.23 ± 0.49 | 31.18 ± 1.63 / 65.23 ± 0.69 | 68.33 ± 2.04 / 84.26 ± 1.04 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
ibm-granite/granite-3.0-8b-base (few-shot) | 8171 | 49 | 4097 | True | 973 ± 251 / 174 ± 59 | 2.50 | 2.19 | 2.49 | 2.06 | 3.69 | 3.31 | 2.03 | 2.42 | 1.84 | 44.58 ± 2.62 / 33.50 ± 2.75 | 47.16 ± 1.36 / 64.63 ± 1.18 | 19.20 ± 2.44 / 53.44 ± 4.36 | 58.41 ± 1.36 / 63.32 ± 0.89 | 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 | 2.60 ± 2.91 / 15.68 ± 0.75 | -0.12 ± 1.31 / 33.78 ± 0.32 | 21.59 ± 2.22 / 47.09 ± 1.09 | 61.47 ± 1.57 / 58.60 ± 2.31 | 31.99 ± 3.03 / 50.94 ± 2.59 | 1.44 ± 1.85 / 34.71 ± 1.84 | 41.54 ± 1.49 / 58.90 ± 1.24 | 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 | 55.76 ± 2.15 / 52.69 ± 1.24 | 66.89 ± 1.09 / 69.50 ± 0.96 | 36.47 ± 2.07 / 67.43 ± 1.29 | 67.55 ± 1.46 / 80.25 ± 1.22 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
CohereForAI/aya-23-8B (few-shot) | 8028 | 256 | 8192 | False | 1,121 ± 288 / 205 ± 68 | 2.54 | 2.31 | 2.76 | 2.09 | 3.30 | 3.52 | 1.84 | 2.64 | 1.90 | 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 | 19.77 ± 6.04 / 34.40 ± 4.93 | 3.84 ± 1.27 / 40.06 ± 3.79 | 21.75 ± 2.21 / 48.25 ± 2.02 | 62.22 ± 2.10 / 58.79 ± 2.20 | 25.58 ± 9.25 / 44.11 ± 9.87 | 0.01 ± 2.43 / 37.74 ± 4.20 | 38.70 ± 1.22 / 54.70 ± 0.93 | 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 | 56.16 ± 3.59 / 51.12 ± 2.58 | 68.27 ± 0.53 / 60.37 ± 0.57 | 23.88 ± 2.16 / 60.87 ± 1.62 | 74.23 ± 1.31 / 85.11 ± 0.73 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
ibm-granite/granite-3.0-8b-instruct (few-shot) | 8171 | 49 | 4096 | True | 1,118 ± 302 / 184 ± 63 | 2.54 | 2.30 | 2.50 | 2.12 | 3.56 | 3.41 | 2.08 | 2.70 | 1.65 | 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 | 9.95 ± 3.78 / 30.20 ± 5.91 | 1.11 ± 1.45 / 34.61 ± 0.82 | 22.25 ± 2.78 / 49.58 ± 2.19 | 59.96 ± 2.42 / 58.61 ± 2.57 | 28.33 ± 7.70 / 49.72 ± 6.84 | 2.24 ± 1.78 / 41.32 ± 3.70 | 39.52 ± 1.83 / 57.16 ± 2.10 | 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 | 66.17 ± 1.74 / 57.76 ± 1.30 | 68.03 ± 0.81 / 69.65 ± 1.18 | 39.76 ± 2.51 / 69.54 ± 1.18 | 71.21 ± 1.53 / 84.07 ± 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 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
mistralai/Mistral-7B-v0.3 (few-shot) | 7248 | 33 | 32768 | True | 1,364 ± 343 / 266 ± 90 | 2.55 | 2.32 | 2.67 | 2.13 | 3.04 | 3.52 | 2.10 | 2.82 | 1.81 | 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 | 46.73 ± 3.51 / 38.01 ± 4.18 | 34.59 ± 2.13 / 51.03 ± 3.22 | 1.90 ± 1.69 / 48.24 ± 2.70 | 25.17 ± 3.82 / 50.14 ± 2.43 | 61.32 ± 4.26 / 59.28 ± 4.43 | 23.30 ± 4.23 / 39.80 ± 3.89 | 1.30 ± 1.64 / 45.10 ± 3.27 | 44.98 ± 1.62 / 62.38 ± 1.68 | 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 | 14.0.3 | 14.0.2 | 14.0.3 | 14.0.3 | 12.10.4 | 13.3.0 | 12.10.4 | 13.0.0 | 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 |
utter-project/EuroLLM-9B-Instruct (few-shot) | 9152 | 128 | 4096 | False | 1,483 ± 321 / 379 ± 158 | 2.58 | 2.11 | 2.62 | 2.07 | 3.64 | 3.44 | 2.08 | 2.60 | 2.09 | 34.00 ± 2.69 / 25.49 ± 2.06 | 53.97 ± 1.21 / 68.40 ± 1.28 | 32.21 ± 4.81 / 56.97 ± 5.83 | 57.10 ± 0.99 / 63.73 ± 0.85 | 40.91 ± 2.56 / 33.22 ± 1.88 | 42.91 ± 2.34 / 35.61 ± 2.22 | 52.62 ± 2.01 / 68.10 ± 2.25 | 9.70 ± 4.22 / 36.58 ± 1.69 | 11.98 ± 2.76 / 39.37 ± 2.76 | 47.36 ± 4.28 / 72.71 ± 4.10 | 40.59 ± 1.98 / 28.19 ± 1.47 | 76.02 ± 2.40 / 77.86 ± 1.70 | 33.98 ± 5.90 / 57.44 ± 6.59 | 56.98 ± 0.58 / 63.97 ± 0.66 | 24.92 ± 3.54 / 23.09 ± 3.30 | 9.76 ± 7.16 / 26.68 ± 6.80 | 0.15 ± 0.29 / 33.01 ± 0.31 | 28.18 ± 1.51 / 54.08 ± 0.71 | 54.79 ± 2.33 / 46.30 ± 4.57 | 35.84 ± 8.64 / 48.22 ± 7.58 | 0.00 ± 0.00 / 33.26 ± 0.54 | 41.94 ± 2.59 / 62.06 ± 2.17 | 40.85 ± 2.21 / 34.64 ± 2.00 | 56.53 ± 2.49 / 69.48 ± 1.70 | 24.74 ± 4.45 / 56.60 ± 5.56 | 38.20 ± 1.47 / 67.94 ± 2.19 | 43.06 ± 1.89 / 30.50 ± 1.45 | 11.95 ± 2.25 / 33.40 ± 1.41 | 40.85 ± 3.31 / 68.94 ± 2.23 | 63.42 ± 0.63 / 74.62 ± 0.52 | 44.81 ± 2.07 / 39.51 ± 1.62 | 62.54 ± 2.18 / 68.78 ± 1.18 | 28.10 ± 4.55 / 62.46 ± 4.36 | 71.71 ± 2.21 / 84.31 ± 1.69 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.3.0 | 13.1.0 | 13.1.0 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 |
senseable/WestLake-7B-v2 (few-shot) | 7242 | 32 | 32768 | False | 5,993 ± 1,028 / 1,742 ± 561 | 2.60 | 2.25 | 2.46 | 2.24 | 3.38 | 3.98 | 2.06 | 2.55 | 1.92 | 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 | 7.92 ± 3.63 / 32.79 ± 2.05 | 3.44 ± 2.02 / 50.18 ± 1.14 | 21.55 ± 2.79 / 54.79 ± 2.02 | 67.42 ± 2.21 / 60.87 ± 3.22 | 20.01 ± 4.67 / 38.23 ± 3.04 | 7.02 ± 1.56 / 49.32 ± 2.91 | 0.65 ± 0.17 / 7.03 ± 0.26 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 12.6.1 | 13.3.0 | 12.6.1 | 13.0.0 | 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 | 12.6.1 | 12.6.1 | 12.6.1 |
microsoft/xlm-align-base | 278 | 250 | 512 | True | 14,744 ± 2,870 / 3,265 ± 1,053 | 2.64 | 2.36 | 2.01 | 2.19 | 2.94 | 4.19 | 2.15 | 2.68 | 2.62 | 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 | 38.76 ± 2.04 / 56.09 ± 2.02 | 5.92 ± 1.91 / 46.95 ± 3.38 | 10.47 ± 1.42 / 43.32 ± 3.55 | 85.97 ± 1.12 / 86.52 ± 1.08 | 2.54 ± 4.09 / 19.42 ± 4.54 | 0.02 ± 1.38 / 44.65 ± 2.65 | 0.72 ± 0.93 / 1.00 ± 1.31 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
timpal0l/Mistral-7B-v0.1-flashback-v2 (few-shot) | 7242 | 32 | 32768 | True | 5,054 ± 1,200 / 1,056 ± 339 | 2.67 | 2.32 | 2.57 | 1.97 | 3.47 | 3.78 | 2.29 | 3.03 | 1.93 | 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 | 16.08 ± 4.33 / 34.46 ± 4.77 | 2.54 ± 1.29 / 50.66 ± 0.62 | 18.66 ± 4.26 / 38.73 ± 3.66 | 58.96 ± 2.05 / 52.20 ± 2.50 | 15.18 ± 6.92 / 36.01 ± 7.24 | 0.00 ± 0.00 / 33.26 ± 0.34 | 39.20 ± 1.10 / 54.89 ± 1.25 | 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 | 13.3.0 | 12.5.3 | 12.5.3 | 12.5.3 | 13.3.0 | 12.5.3 | 13.0.0 | 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 | 2.69 | 2.43 | 2.52 | 1.99 | 3.02 | 4.15 | 2.24 | 2.94 | 2.20 | 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 | 40.22 ± 1.03 / 58.56 ± 1.02 | 11.09 ± 6.94 / 51.60 ± 5.19 | 7.67 ± 0.74 / 30.52 ± 0.52 | 84.00 ± 1.30 / 84.83 ± 1.28 | 3.05 ± 3.68 / 27.70 ± 4.19 | 1.94 ± 2.58 / 46.27 ± 2.74 | 0.02 ± 0.05 / 0.02 ± 0.05 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 12.6.1 | 13.3.0 | 12.6.1 | 13.0.0 | 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 |
ibm-granite/granite-8b-code-base-4k (few-shot) | 8055 | 49 | 4096 | True | 2,313 ± 423 / 682 ± 210 | 2.70 | 2.52 | 2.73 | 2.28 | 3.61 | 3.55 | 2.28 | 2.74 | 1.86 | 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 | 9.18 ± 3.91 / 27.61 ± 4.83 | 0.50 ± 0.94 / 33.77 ± 0.30 | 17.43 ± 3.38 / 41.32 ± 3.18 | 66.82 ± 2.36 / 65.84 ± 2.35 | 26.68 ± 4.88 / 47.93 ± 2.75 | -0.36 ± 1.67 / 37.57 ± 3.35 | 36.47 ± 0.96 / 51.89 ± 1.05 | 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 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 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 | 2,370 ± 416 / 711 ± 242 | 2.70 | 2.30 | 2.76 | 2.36 | 3.64 | 3.34 | 2.35 | 2.79 | 2.07 | 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 | 34.80 ± 1.37 / 24.03 ± 2.32 | 17.64 ± 3.40 / 40.55 ± 3.17 | 5.46 ± 1.31 / 51.42 ± 1.10 | 12.66 ± 2.33 / 45.06 ± 2.27 | 61.28 ± 2.98 / 54.02 ± 3.55 | 32.07 ± 3.55 / 51.69 ± 3.46 | 1.68 ± 1.41 / 50.06 ± 1.22 | 39.00 ± 1.21 / 59.78 ± 1.14 | 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 | 14.0.3 | 14.0.3 | 14.0.3 | 14.0.3 | 9.2.0 | 13.3.0 | 9.3.1 | 13.0.0 | 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 |
sentence-transformers/paraphrase-xlm-r-multilingual-v1 | 278 | 250 | 512 | True | 20,154 ± 4,438 / 3,890 ± 1,256 | 2.73 | 2.41 | 2.64 | 2.27 | 3.30 | 4.11 | 2.54 | 2.34 | 2.21 | 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 | 33.26 ± 1.68 / 52.59 ± 1.73 | 1.15 ± 1.57 / 49.60 ± 0.88 | 9.56 ± 0.42 / 27.88 ± 0.44 | 80.92 ± 0.59 / 81.63 ± 0.56 | 12.97 ± 2.96 / 31.99 ± 2.53 | 1.19 ± 2.37 / 43.13 ± 4.70 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 12.6.1 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
sentence-transformers/stsb-xlm-r-multilingual | 278 | 250 | 512 | True | 15,040 ± 2,953 / 3,417 ± 1,100 | 2.74 | 2.51 | 2.65 | 2.22 | 3.22 | 3.89 | 2.48 | 2.78 | 2.16 | 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 | 37.79 ± 2.49 / 56.10 ± 1.91 | 0.04 ± 0.78 / 45.96 ± 2.83 | 10.04 ± 0.99 / 28.66 ± 0.92 | 82.97 ± 0.83 / 83.62 ± 0.81 | 18.07 ± 4.85 / 39.76 ± 3.32 | 2.93 ± 1.96 / 46.51 ± 4.19 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
occiglot/occiglot-7b-eu5-instruct (few-shot) | 7242 | 32 | 32768 | False | 2,088 ± 352 / 706 ± 214 | 2.77 | 2.59 | 2.79 | 2.28 | 3.50 | 3.85 | 2.21 | 2.91 | 2.06 | 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 | 14.70 ± 7.78 / 36.09 ± 6.06 | 0.71 ± 2.00 / 36.90 ± 2.10 | 20.66 ± 3.67 / 45.91 ± 3.45 | 60.37 ± 3.60 / 59.38 ± 3.85 | 8.21 ± 5.06 / 27.79 ± 5.76 | 0.00 ± 0.00 / 33.26 ± 0.34 | 43.69 ± 2.03 / 60.55 ± 1.76 | 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 | 13.3.0 | 12.3.1 | 12.4.0 | 12.5.2 | 13.3.0 | 12.3.1 | 13.0.0 | 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 |
Twitter/twhin-bert-large | 561 | 250 | 512 | True | 9,707 ± 1,664 / 2,549 ± 831 | 2.79 | 2.53 | 2.88 | 2.31 | 3.25 | 4.20 | 2.26 | 2.89 | 2.00 | 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 | 32.07 ± 2.95 / 50.25 ± 3.47 | 2.20 ± 2.00 / 43.42 ± 4.87 | 8.19 ± 0.76 / 33.02 ± 1.85 | 84.73 ± 1.49 / 85.19 ± 1.59 | -0.64 ± 3.87 / 22.47 ± 3.96 | 1.37 ± 2.46 / 39.78 ± 3.24 | 4.15 ± 4.39 / 5.74 ± 6.06 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
Geotrend/distilbert-base-25lang-cased | 109 | 85 | 512 | True | 26,099 ± 5,881 / 5,178 ± 1,665 | 2.81 | 2.61 | 2.58 | 2.30 | 3.41 | 4.14 | 2.41 | 2.77 | 2.27 | 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 | 29.56 ± 1.49 / 50.69 ± 1.62 | 2.08 ± 1.89 / 48.68 ± 2.96 | 6.81 ± 0.33 / 30.96 ± 0.65 | 83.21 ± 0.53 / 83.81 ± 0.45 | 3.90 ± 4.05 / 25.25 ± 5.25 | 2.37 ± 4.63 / 48.46 ± 3.19 | 1.35 ± 1.03 / 2.54 ± 1.88 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 12.6.1 | 13.3.0 | 12.6.1 | 13.0.0 | 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 |
ibm-granite/granite-8b-code-instruct-4k (few-shot) | 8055 | 49 | 4096 | True | 5,617 ± 995 / 1,623 ± 540 | 2.81 | 2.62 | 2.77 | 2.31 | 3.79 | 3.67 | 2.50 | 2.85 | 1.96 | 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 | 2.54 ± 2.60 / 17.05 ± 2.70 | 0.00 ± 0.00 / 33.69 ± 0.28 | 14.28 ± 2.94 / 38.21 ± 2.38 | 60.46 ± 2.53 / 58.29 ± 2.53 | 21.59 ± 6.94 / 40.68 ± 5.50 | 0.51 ± 0.78 / 36.20 ± 2.37 | 33.54 ± 1.00 / 49.02 ± 0.91 | 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 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
occiglot/occiglot-7b-eu5 (few-shot) | 7242 | 32 | 32768 | True | 2,219 ± 427 / 717 ± 224 | 2.81 | 2.60 | 2.82 | 2.23 | 3.63 | 3.86 | 2.23 | 3.00 | 2.11 | 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 | 15.49 ± 6.74 / 34.45 ± 5.64 | 1.59 ± 1.86 / 39.93 ± 4.19 | 15.98 ± 3.74 / 39.67 ± 3.36 | 58.67 ± 3.95 / 58.47 ± 3.96 | 13.60 ± 5.67 / 34.63 ± 7.58 | 0.00 ± 0.00 / 33.26 ± 0.34 | 40.95 ± 1.80 / 55.82 ± 1.95 | 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 | 13.3.0 | 12.1.0 | 12.1.0 | 12.5.2 | 13.3.0 | 12.1.0 | 13.0.0 | 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 |
mistralai/Mistral-7B-Instruct-v0.1 (few-shot) | 7242 | 32 | 32768 | False | 634 ± 179 / 110 ± 35 | 2.82 | 2.49 | 2.79 | 2.33 | 3.71 | 3.85 | 2.45 | 3.02 | 1.95 | 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 | 12.93 ± 5.42 / 30.40 ± 3.15 | -0.36 ± 1.36 / 33.94 ± 0.32 | 18.06 ± 3.16 / 42.57 ± 2.89 | 55.42 ± 2.12 / 46.41 ± 2.50 | 15.85 ± 6.84 / 36.28 ± 7.13 | 1.11 ± 2.41 / 36.79 ± 4.00 | 33.54 ± 1.29 / 50.80 ± 1.31 | 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 | 13.3.0 | 9.3.1 | 12.4.0 | 9.3.1 | 13.3.0 | 9.3.1 | 13.0.0 | 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 |
meta-llama/Llama-3.2-3B-Instruct (few-shot) | 3213 | 128 | 131073 | False | 10,424 ± 2,641 / 2,081 ± 666 | 2.86 | 2.51 | 3.03 | 2.35 | 3.69 | 3.69 | 2.63 | 3.05 | 1.93 | 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 | 10.07 ± 5.45 / 28.32 ± 4.30 | -1.39 ± 1.30 / 34.40 ± 1.96 | 22.98 ± 2.48 / 50.74 ± 1.59 | 58.24 ± 3.73 / 47.44 ± 4.83 | 13.76 ± 2.27 / 33.66 ± 4.22 | 1.77 ± 2.13 / 45.44 ± 4.00 | 45.13 ± 1.12 / 64.71 ± 0.74 | 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 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 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-chat-hf (few-shot) | 6738 | 32 | 4096 | False | 2,643 ± 455 / 800 ± 247 | 2.91 | 2.51 | 3.01 | 2.51 | 3.65 | 3.93 | 2.58 | 3.02 | 2.06 | 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 | 13.59 ± 6.27 / 36.87 ± 4.51 | -1.07 ± 2.09 / 44.83 ± 2.20 | 16.13 ± 2.52 / 39.51 ± 1.98 | 59.77 ± 3.38 / 56.97 ± 4.30 | 13.24 ± 5.37 / 38.49 ± 4.97 | -0.54 ± 1.61 / 36.94 ± 2.79 | 31.87 ± 2.20 / 46.21 ± 1.15 | 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 | 13.3.0 | 9.3.1 | 12.4.0 | 9.3.1 | 13.3.0 | 9.3.1 | 13.0.0 | 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 |
MaLA-LM/emma-500-llama2-7b (few-shot) | 6738 | 32 | 4096 | True | 6,275 ± 1,193 / 1,755 ± 578 | 3.09 | 2.93 | 3.08 | 2.39 | 3.61 | 3.91 | 3.20 | 3.29 | 2.29 | 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 | 19.61 ± 6.74 / 33.96 ± 6.93 | 3.63 ± 1.69 / 44.49 ± 3.89 | 16.72 ± 7.29 / 46.83 ± 5.93 | 40.18 ± 3.60 / 39.95 ± 3.38 | 14.19 ± 8.12 / 28.15 ± 8.15 | 0.31 ± 1.71 / 41.35 ± 4.05 | 41.60 ± 2.49 / 60.78 ± 2.12 | 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 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 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 | 3.10 | 2.91 | 3.16 | 2.58 | 4.11 | 4.32 | 2.51 | 3.06 | 2.14 | 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 | 5.07 ± 2.69 / 27.01 ± 2.31 | 0.18 ± 1.67 / 33.93 ± 0.34 | 14.15 ± 2.49 / 36.10 ± 1.65 | 45.56 ± 1.92 / 42.78 ± 1.78 | 7.44 ± 3.71 / 28.90 ± 5.97 | 0.92 ± 2.19 / 40.29 ± 3.87 | 20.82 ± 1.22 / 31.49 ± 1.49 | 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 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 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 | 3.11 | 3.01 | 3.04 | 2.66 | 3.43 | 4.15 | 3.09 | 2.68 | 2.85 | 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 | 33.10 ± 1.86 / 52.77 ± 1.64 | 1.02 ± 0.94 / 47.05 ± 2.13 | 6.48 ± 0.37 / 27.44 ± 0.44 | 82.91 ± 0.89 / 83.43 ± 0.87 | 9.77 ± 3.39 / 32.64 ± 2.55 | 1.67 ± 2.22 / 46.20 ± 3.31 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
ibm-granite/granite-3b-code-base-2k (few-shot) | 3483 | 49 | 2048 | True | 2,732 ± 868 / 662 ± 238 | 3.14 | 2.88 | 3.56 | 2.45 | 3.86 | 4.21 | 2.96 | 3.08 | 2.14 | 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 | 5.15 ± 4.46 / 21.10 ± 4.20 | 0.00 ± 0.00 / 33.69 ± 0.28 | 12.94 ± 2.60 / 36.06 ± 2.17 | 60.88 ± 2.03 / 60.02 ± 1.84 | 6.24 ± 4.69 / 31.19 ± 4.00 | -0.35 ± 1.18 / 34.50 ± 1.25 | 18.54 ± 1.93 / 29.79 ± 1.35 | 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 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
ibm-granite/granite-3b-code-instruct-2k (few-shot) | 3483 | 49 | 2048 | True | 9,059 ± 1,947 / 2,201 ± 728 | 3.19 | 2.92 | 3.22 | 2.57 | 4.10 | 4.36 | 2.85 | 3.23 | 2.27 | 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 | 0.60 ± 2.01 / 16.42 ± 1.16 | 0.00 ± 0.00 / 33.69 ± 0.28 | 11.27 ± 2.38 / 33.54 ± 1.64 | 56.88 ± 2.51 / 57.68 ± 2.14 | 3.80 ± 5.87 / 28.41 ± 4.70 | -0.21 ± 2.20 / 34.20 ± 1.19 | 13.72 ± 2.56 / 24.11 ± 2.40 | 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 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 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 | 3.19 | 3.01 | 3.04 | 2.66 | 3.47 | 4.15 | 3.09 | 3.25 | 2.85 | 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 | 33.10 ± 1.86 / 52.77 ± 1.64 | 0.80 ± 1.69 / 45.59 ± 3.23 | 6.14 ± 0.74 / 28.02 ± 0.58 | 82.91 ± 0.89 / 83.43 ± 0.87 | 9.77 ± 3.39 / 32.64 ± 2.55 | 1.67 ± 2.22 / 46.20 ± 3.31 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 | 118 | 250 | 512 | True | 29,201 ± 6,282 / 6,045 ± 2,027 | 3.19 | 2.64 | 2.81 | 2.45 | 3.51 | 4.09 | 3.02 | 4.05 | 2.93 | 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 | 31.32 ± 1.98 / 51.09 ± 1.51 | 1.91 ± 1.14 / 46.54 ± 2.46 | 3.69 ± 0.48 / 27.48 ± 0.49 | 82.24 ± 0.85 / 82.84 ± 0.78 | 6.35 ± 5.07 / 29.58 ± 4.89 | 2.84 ± 1.41 / 50.47 ± 1.13 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
dbmdz/bert-base-historic-multilingual-cased | 111 | 32 | 512 | True | 20,047 ± 4,407 / 3,844 ± 1,259 | 3.23 | 3.19 | 3.10 | 2.34 | 3.70 | 4.25 | 2.90 | 3.44 | 2.91 | 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 | 24.79 ± 3.07 / 45.25 ± 3.48 | -1.21 ± 1.45 / 47.43 ± 1.67 | 6.01 ± 0.45 / 29.08 ± 1.30 | 80.45 ± 1.48 / 81.32 ± 1.42 | 0.90 ± 2.61 / 26.49 ± 2.31 | 2.52 ± 1.88 / 47.78 ± 1.67 | 0.58 ± 0.81 / 1.12 ± 1.62 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
EuropeanParliament/EUBERT | 94 | 66 | 512 | True | 20,070 ± 3,977 / 4,400 ± 1,435 | 3.33 | 3.10 | 3.52 | 3.02 | 3.70 | 4.43 | 2.91 | 3.10 | 2.86 | 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 | 36.28 ± 1.79 / 56.00 ± 1.23 | 2.71 ± 1.10 / 49.68 ± 1.24 | 6.50 ± 0.42 / 27.51 ± 0.99 | 59.50 ± 1.56 / 58.98 ± 1.55 | 0.94 ± 4.40 / 23.64 ± 4.57 | 3.25 ± 2.04 / 49.77 ± 1.40 | 5.56 ± 1.52 / 10.14 ± 2.41 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 12.6.1 | 13.3.0 | 12.6.1 | 13.0.0 | 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 |
ibm-granite/granite-3.0-3b-a800m-base (few-shot) | 3374 | 49 | 4096 | True | 10,504 ± 3,028 / 1,678 ± 559 | 3.34 | 3.37 | 3.35 | 2.78 | 4.23 | 4.50 | 3.03 | 3.21 | 2.29 | 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 | 1.67 ± 1.99 / 20.92 ± 3.22 | -0.72 ± 1.22 / 33.96 ± 0.50 | 12.27 ± 2.81 / 30.66 ± 1.47 | 41.27 ± 4.31 / 40.85 ± 4.31 | 4.35 ± 3.94 / 26.17 ± 3.53 | -0.20 ± 2.17 / 43.01 ± 3.39 | 19.69 ± 2.66 / 29.77 ± 2.80 | 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 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
openGPT-X/Teuken-7B-instruct-research-v0.4 (few-shot) | 7453 | 251 | 4096 | False | 1,254 ± 328 / 243 ± 83 | 3.36 | 3.06 | 3.48 | 2.80 | 3.96 | 4.15 | 3.07 | 3.39 | 2.96 | 34.66 ± 1.19 / 21.37 ± 1.52 | 21.93 ± 3.72 / 31.67 ± 4.68 | 1.50 ± 1.04 / 33.84 ± 0.24 | 52.36 ± 0.70 / 60.53 ± 0.63 | 37.36 ± 1.61 / 24.19 ± 1.65 | 42.83 ± 1.41 / 28.06 ± 1.69 | 16.02 ± 6.40 / 30.81 ± 5.11 | -0.08 ± 0.82 / 33.74 ± 0.41 | 2.29 ± 1.78 / 35.36 ± 1.11 | 31.60 ± 1.36 / 56.15 ± 1.66 | 35.02 ± 2.08 / 17.87 ± 0.89 | 51.80 ± 4.28 / 57.15 ± 4.66 | 6.15 ± 0.86 / 36.62 ± 0.84 | 50.85 ± 0.74 / 60.00 ± 0.48 | 28.74 ± 2.37 / 19.43 ± 1.48 | 4.30 ± 1.28 / 19.35 ± 2.86 | 0.06 ± 1.39 / 34.20 ± 1.30 | 17.41 ± 2.45 / 45.55 ± 1.65 | 46.64 ± 1.91 / 35.58 ± 2.47 | 16.72 ± 4.87 / 41.68 ± 4.39 | -1.54 ± 2.60 / 36.21 ± 2.51 | 18.69 ± 5.12 / 38.94 ± 4.72 | 39.39 ± 2.50 / 23.55 ± 1.34 | 23.60 ± 3.12 / 34.73 ± 3.27 | 7.68 ± 1.29 / 36.93 ± 0.75 | 25.30 ± 0.79 / 52.63 ± 1.81 | 39.24 ± 2.43 / 24.25 ± 1.34 | 4.25 ± 1.28 / 18.15 ± 3.08 | 11.48 ± 1.02 / 52.86 ± 2.43 | 54.18 ± 0.98 / 65.58 ± 0.62 | 50.73 ± 2.64 / 38.64 ± 1.60 | 27.52 ± 3.38 / 31.81 ± 3.98 | 2.96 ± 2.64 / 35.23 ± 1.82 | 63.42 ± 1.34 / 76.38 ± 1.18 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
utter-project/EuroLLM-1.7B-Instruct (few-shot) | 1657 | 128 | 4096 | True | 15,009 ± 4,072 / 2,702 ± 878 | 3.42 | 3.05 | 3.34 | 2.76 | 4.29 | 4.74 | 3.14 | 3.47 | 2.60 | 19.61 ± 2.68 / 17.44 ± 2.64 | 37.92 ± 1.74 / 46.23 ± 1.91 | 2.81 ± 1.13 / 38.15 ± 2.81 | 50.05 ± 1.02 / 56.82 ± 0.77 | 31.43 ± 1.78 / 30.82 ± 2.35 | 36.92 ± 1.75 / 37.80 ± 1.67 | 30.63 ± 1.48 / 37.24 ± 1.90 | 0.98 ± 1.59 / 42.00 ± 2.28 | 1.67 ± 1.96 / 34.92 ± 1.93 | 33.24 ± 2.51 / 55.11 ± 2.82 | 27.41 ± 2.70 / 24.45 ± 3.82 | 72.24 ± 0.82 / 68.89 ± 2.63 | 0.13 ± 1.85 / 36.22 ± 3.14 | 49.77 ± 0.63 / 56.59 ± 0.54 | 13.29 ± 2.33 / 14.72 ± 2.11 | 6.83 ± 5.62 / 31.41 ± 4.70 | 0.92 ± 1.51 / 42.09 ± 3.39 | 7.49 ± 1.26 / 24.16 ± 1.95 | 33.53 ± 3.87 / 35.41 ± 3.77 | 4.25 ± 5.04 / 26.21 ± 4.24 | -2.32 ± 2.11 / 45.19 ± 2.78 | 15.41 ± 2.05 / 25.07 ± 1.98 | 28.49 ± 2.30 / 24.73 ± 1.76 | 43.18 ± 2.89 / 58.22 ± 3.50 | 2.92 ± 1.40 / 44.65 ± 3.51 | 23.26 ± 3.37 / 48.47 ± 3.57 | 32.45 ± 2.17 / 30.83 ± 2.31 | 7.03 ± 2.08 / 34.16 ± 1.83 | 5.58 ± 1.32 / 44.79 ± 3.28 | 51.18 ± 1.19 / 61.82 ± 1.19 | 37.47 ± 1.64 / 32.39 ± 2.53 | 58.61 ± 2.46 / 62.78 ± 1.22 | 5.30 ± 1.43 / 46.95 ± 3.51 | 63.26 ± 0.73 / 74.41 ± 0.65 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 |
HuggingFaceTB/SmolLM2-1.7B-Instruct (few-shot) | 1711 | 49 | 8192 | True | 15,971 ± 3,654 / 3,609 ± 1,197 | 3.45 | 3.26 | 3.58 | 2.78 | 4.00 | 4.64 | 3.31 | 3.82 | 2.19 | 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 | 6.86 ± 5.25 / 23.96 ± 4.13 | 2.69 ± 1.42 / 45.61 ± 2.69 | 10.84 ± 2.59 / 28.57 ± 2.09 | 40.28 ± 3.29 / 42.15 ± 2.85 | 3.94 ± 3.10 / 30.51 ± 3.43 | -0.26 ± 1.92 / 38.29 ± 4.03 | 10.68 ± 1.75 / 17.52 ± 1.85 | 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 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 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 | 3.47 | 3.34 | 3.52 | 3.07 | 3.70 | 4.17 | 3.48 | 3.21 | 3.25 | 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 | 35.18 ± 2.10 / 55.52 ± 1.45 | 1.14 ± 1.81 / 48.47 ± 1.64 | 1.63 ± 0.33 / 21.45 ± 1.39 | 75.63 ± 1.41 / 76.23 ± 1.36 | 9.82 ± 2.60 / 36.40 ± 2.64 | 3.65 ± 1.93 / 48.34 ± 1.78 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 12.6.1 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
sentence-transformers/distiluse-base-multilingual-cased | 135 | 120 | 512 | True | 19,206 ± 4,451 / 3,658 ± 1,187 | 3.49 | 3.67 | 3.43 | 3.09 | 3.69 | 4.08 | 3.31 | 3.43 | 3.22 | 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 | 33.35 ± 1.84 / 53.45 ± 3.04 | 2.64 ± 2.11 / 49.47 ± 1.79 | 1.27 ± 0.46 / 12.20 ± 2.90 | 77.16 ± 0.93 / 78.00 ± 0.91 | 10.41 ± 3.80 / 34.36 ± 3.61 | 4.09 ± 2.27 / 47.26 ± 3.09 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 12.6.1 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
openGPT-X/Teuken-7B-instruct-commercial-v0.4 (few-shot) | 7453 | 251 | 4096 | True | 1,438 ± 410 / 233 ± 79 | 3.54 | 3.28 | 3.51 | 3.26 | 4.01 | 4.23 | 3.46 | 3.65 | 2.96 | 29.49 ± 2.73 / 21.57 ± 2.07 | 13.77 ± 3.72 / 23.78 ± 3.10 | 0.00 ± 0.00 / 33.49 ± 0.27 | 51.53 ± 1.01 / 59.23 ± 0.88 | 34.78 ± 2.34 / 27.42 ± 1.71 | 39.00 ± 3.24 / 31.27 ± 2.29 | 10.69 ± 5.81 / 26.94 ± 3.14 | 6.17 ± 1.50 / 50.50 ± 1.78 | 5.90 ± 1.38 / 49.15 ± 2.88 | 31.25 ± 2.01 / 55.30 ± 2.29 | 37.17 ± 2.59 / 25.25 ± 1.61 | 20.20 ± 4.93 / 21.73 ± 5.47 | 6.13 ± 1.52 / 39.55 ± 1.91 | 46.66 ± 1.19 / 56.90 ± 1.10 | 26.58 ± 1.47 / 22.13 ± 2.38 | -0.79 ± 2.98 / 26.06 ± 1.66 | 0.63 ± 1.36 / 43.80 ± 3.59 | 15.14 ± 2.49 / 44.23 ± 2.12 | 39.78 ± 1.79 / 31.09 ± 2.58 | 16.03 ± 6.81 / 39.68 ± 7.16 | -0.48 ± 1.85 / 33.39 ± 0.49 | 20.04 ± 4.63 / 38.93 ± 4.09 | 38.81 ± 2.72 / 27.14 ± 1.94 | 10.59 ± 3.02 / 21.22 ± 2.19 | 0.91 ± 1.67 / 33.45 ± 0.28 | 22.54 ± 1.17 / 48.13 ± 1.67 | 42.35 ± 2.49 / 29.29 ± 1.66 | 0.78 ± 0.93 / 8.63 ± 0.29 | -0.02 ± 1.29 / 38.46 ± 1.55 | 47.61 ± 1.96 / 59.25 ± 1.42 | 44.48 ± 3.17 / 36.31 ± 2.23 | 23.69 ± 3.36 / 25.98 ± 3.59 | 8.52 ± 2.60 / 51.57 ± 2.62 | 56.97 ± 1.53 / 71.38 ± 1.28 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
sentence-transformers/distiluse-base-multilingual-cased-v2 | 135 | 120 | 512 | True | 33,247 ± 8,123 / 6,017 ± 1,977 | 3.55 | 3.67 | 3.43 | 3.09 | 3.64 | 4.15 | 3.31 | 3.90 | 3.22 | 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 | 34.19 ± 1.88 / 53.26 ± 3.44 | 2.64 ± 2.11 / 49.47 ± 1.79 | 1.22 ± 0.49 / 12.16 ± 3.00 | 77.00 ± 1.08 / 77.85 ± 1.05 | 9.59 ± 3.69 / 32.95 ± 3.64 | 4.09 ± 2.27 / 47.26 ± 3.09 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 12.6.1 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
HuggingFaceTB/SmolLM2-1.7B (few-shot) | 1711 | 49 | 8192 | True | 16,249 ± 3,690 / 3,689 ± 1,226 | 3.58 | 3.59 | 3.75 | 2.72 | 4.08 | 4.69 | 3.52 | 3.83 | 2.49 | 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 | 8.08 ± 2.30 / 27.38 ± 2.88 | 0.83 ± 1.65 / 45.84 ± 2.02 | 10.84 ± 2.45 / 28.36 ± 1.48 | 27.91 ± 4.97 / 30.98 ± 4.28 | 3.16 ± 1.14 / 23.85 ± 3.17 | -0.48 ± 0.89 / 33.97 ± 1.00 | 16.56 ± 1.66 / 26.11 ± 1.42 | 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 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 |
PleIAs/Pleias-1.2b-Preview (few-shot) | 1195 | 66 | 2048 | True | 10,756 ± 3,589 / 1,157 ± 670 | 3.70 | 3.27 | 3.84 | 3.23 | 4.08 | 4.72 | 3.60 | 3.60 | 3.22 | 28.30 ± 2.45 / 22.93 ± 1.82 | 29.87 ± 2.56 / 38.75 ± 2.17 | 1.08 ± 1.47 / 39.26 ± 4.67 | 36.39 ± 0.84 / 43.32 ± 0.77 | 38.96 ± 2.67 / 36.82 ± 3.28 | 40.42 ± 2.43 / 38.81 ± 2.83 | 17.73 ± 2.31 / 30.50 ± 1.59 | 1.50 ± 1.05 / 42.49 ± 3.93 | 1.19 ± 1.46 / 40.96 ± 4.07 | 4.70 ± 1.89 / 8.66 ± 3.16 | 36.29 ± 4.00 / 31.64 ± 3.95 | 43.31 ± 11.42 / 47.97 ± 7.92 | 1.76 ± 1.39 / 36.32 ± 2.61 | 32.64 ± 1.84 / 38.42 ± 1.95 | 22.56 ± 3.90 / 22.69 ± 3.50 | 4.55 ± 4.58 / 23.47 ± 3.83 | 0.96 ± 1.50 / 40.24 ± 3.70 | 11.77 ± 1.87 / 31.39 ± 2.24 | 38.91 ± 4.57 / 39.53 ± 3.74 | -0.86 ± 1.99 / 16.64 ± 3.32 | 0.65 ± 1.57 / 39.51 ± 3.55 | 4.82 ± 3.70 / 7.41 ± 5.58 | 34.68 ± 3.56 / 30.00 ± 2.82 | 18.34 ± 4.59 / 33.99 ± 4.94 | 1.93 ± 1.94 / 46.12 ± 3.22 | 14.30 ± 0.97 / 30.11 ± 2.25 | 38.22 ± 3.45 / 35.62 ± 3.90 | 10.61 ± 0.65 / 23.58 ± 3.14 | 3.33 ± 1.86 / 41.46 ± 3.10 | 27.77 ± 1.34 / 36.19 ± 1.60 | 40.45 ± 3.27 / 37.90 ± 2.99 | 47.72 ± 3.58 / 56.94 ± 1.93 | -1.04 ± 1.90 / 39.17 ± 3.50 | 26.77 ± 5.45 / 35.60 ± 6.25 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
3ebdola/Dialectal-Arabic-XLM-R-Base | 278 | 250 | 512 | True | 12,783 ± 2,537 / 2,712 ± 885 | 3.78 | 3.71 | 3.80 | 3.46 | 3.66 | 4.42 | 3.67 | 3.89 | 3.66 | 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 | 20.94 ± 2.82 / 42.72 ± 2.88 | 1.40 ± 1.40 / 48.02 ± 2.05 | 10.48 ± 1.75 / 28.80 ± 1.59 | 73.34 ± 1.57 / 74.24 ± 1.56 | 1.49 ± 2.48 / 20.15 ± 3.56 | 0.97 ± 2.25 / 44.25 ± 3.12 | 0.00 ± 0.00 / 0.01 ± 0.02 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 12.6.1 | 13.3.0 | 12.6.1 | 13.0.0 | 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 |
dbmdz/bert-tiny-historic-multilingual-cased | 5 | 32 | 512 | True | 78,027 ± 15,466 / 17,064 ± 5,335 | 3.83 | 3.83 | 3.84 | 3.60 | 4.04 | 4.41 | 3.68 | 3.89 | 3.37 | 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 | 9.46 ± 4.02 / 28.69 ± 4.13 | 0.04 ± 1.75 / 47.53 ± 1.60 | 6.13 ± 0.63 / 21.73 ± 0.95 | 72.08 ± 1.25 / 72.93 ± 1.20 | -1.81 ± 2.47 / 15.54 ± 0.87 | 2.65 ± 2.40 / 48.48 ± 1.87 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 12.6.1 | 12.6.1 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 |
PleIAs/Pleias-3b-Preview (few-shot) | 3212 | 66 | 4096 | True | 6,513 ± 1,241 / 1,282 ± 644 | 3.88 | 3.56 | 3.86 | 3.33 | 4.26 | 4.84 | 3.60 | 3.86 | 3.71 | 15.93 ± 3.91 / 14.68 ± 2.81 | 23.55 ± 2.61 / 43.37 ± 3.53 | -0.40 ± 1.32 / 36.29 ± 3.11 | 36.85 ± 1.28 / 41.96 ± 1.64 | 28.82 ± 3.76 / 28.03 ± 3.72 | 27.81 ± 4.34 / 26.00 ± 4.14 | 19.88 ± 1.83 / 34.91 ± 3.15 | -0.16 ± 1.68 / 41.17 ± 3.80 | -2.47 ± 1.02 / 38.85 ± 3.64 | 12.66 ± 1.66 / 21.98 ± 3.16 | 21.42 ± 6.21 / 20.27 ± 5.32 | 52.35 ± 5.28 / 53.31 ± 4.13 | 0.46 ± 1.58 / 41.75 ± 3.77 | 32.71 ± 2.02 / 37.44 ± 2.20 | 18.86 ± 5.30 / 18.63 ± 4.20 | 8.31 ± 2.60 / 29.29 ± 3.82 | -0.05 ± 1.44 / 46.60 ± 2.19 | 8.09 ± 1.59 / 26.19 ± 2.53 | 22.75 ± 5.63 / 23.52 ± 4.86 | 1.81 ± 3.98 / 23.54 ± 3.57 | 0.38 ± 1.31 / 44.56 ± 4.58 | 7.75 ± 1.53 / 12.38 ± 1.36 | 23.08 ± 4.90 / 21.68 ± 4.10 | 26.89 ± 6.20 / 46.94 ± 5.32 | -1.05 ± 1.09 / 41.41 ± 3.74 | 17.32 ± 1.06 / 33.36 ± 2.38 | 31.13 ± 3.71 / 29.34 ± 2.26 | 3.52 ± 1.71 / 30.44 ± 3.71 | -0.22 ± 1.05 / 43.79 ± 3.67 | 32.13 ± 0.85 / 39.28 ± 0.76 | 27.37 ± 4.57 / 26.50 ± 4.52 | 36.14 ± 7.74 / 45.63 ± 7.84 | -1.97 ± 1.83 / 43.64 ± 2.89 | 7.42 ± 2.13 / 16.44 ± 2.71 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
PleIAs/Pleias-Nano (few-shot) | 1195 | 66 | 2048 | True | 2,519 ± 841 / 323 ± 104 | 3.93 | 3.47 | 3.97 | 3.61 | 4.33 | 4.99 | 3.80 | 3.90 | 3.37 | 16.17 ± 3.44 / 14.33 ± 1.92 | 28.09 ± 2.78 / 37.30 ± 2.40 | 0.80 ± 0.76 / 34.34 ± 1.41 | 34.80 ± 1.08 / 41.23 ± 1.18 | 27.47 ± 4.87 / 27.10 ± 3.15 | 23.82 ± 4.37 / 27.33 ± 3.71 | 21.11 ± 1.62 / 32.51 ± 0.75 | -0.20 ± 0.54 / 36.24 ± 2.88 | 0.22 ± 1.49 / 34.72 ± 1.86 | 2.48 ± 1.20 / 5.33 ± 1.94 | 14.09 ± 5.11 / 15.95 ± 3.72 | 32.88 ± 12.10 / 40.51 ± 7.40 | 0.55 ± 0.60 / 33.45 ± 0.32 | 32.00 ± 1.48 / 37.80 ± 1.63 | 9.90 ± 5.26 / 15.24 ± 2.90 | 4.38 ± 4.15 / 23.26 ± 3.74 | -1.71 ± 0.98 / 38.48 ± 3.71 | 10.64 ± 2.56 / 31.31 ± 1.47 | 20.76 ± 6.32 / 22.79 ± 5.85 | 1.13 ± 2.59 / 18.15 ± 4.81 | -0.53 ± 1.34 / 38.44 ± 3.34 | 3.58 ± 2.75 / 6.25 ± 4.69 | 24.32 ± 2.91 / 22.08 ± 1.97 | 24.51 ± 5.16 / 41.78 ± 5.86 | 1.26 ± 1.10 / 45.77 ± 2.88 | 6.82 ± 2.39 / 20.51 ± 3.06 | 23.58 ± 4.08 / 26.01 ± 4.43 | 8.26 ± 1.66 / 19.37 ± 4.54 | 0.01 ± 0.83 / 34.95 ± 2.53 | 26.11 ± 2.05 / 35.07 ± 1.64 | 21.60 ± 4.23 / 23.22 ± 3.33 | 45.04 ± 5.17 / 50.76 ± 4.28 | -0.60 ± 0.87 / 34.57 ± 1.70 | 33.46 ± 2.84 / 44.25 ± 3.38 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
HuggingFaceTB/SmolLM2-360M (few-shot) | 362 | 49 | 8192 | True | 22,023 ± 6,203 / 3,675 ± 1,231 | 4.07 | 4.00 | 4.19 | 3.94 | 4.53 | 4.90 | 3.89 | 4.02 | 3.08 | 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 | 1.77 ± 3.85 / 25.49 ± 2.99 | 1.14 ± 1.52 / 36.93 ± 3.69 | 3.71 ± 1.14 / 16.21 ± 2.86 | 28.14 ± 2.42 / 28.12 ± 2.55 | 3.06 ± 3.94 / 28.82 ± 2.17 | -0.06 ± 0.67 / 33.85 ± 0.68 | 2.43 ± 0.73 / 6.05 ± 0.59 | 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 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 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 | 4.08 | 4.12 | 4.21 | 3.91 | 4.51 | 4.92 | 3.96 | 4.07 | 2.92 | 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 | 3.12 ± 4.92 / 27.55 ± 4.21 | 0.28 ± 1.41 / 37.58 ± 4.34 | 4.09 ± 1.03 / 16.34 ± 2.86 | 26.85 ± 3.99 / 27.35 ± 3.60 | 3.07 ± 2.88 / 28.68 ± 2.63 | -0.12 ± 1.62 / 45.84 ± 3.59 | 1.39 ± 0.54 / 4.02 ± 0.64 | 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 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 |
PleIAs/Pleias-350m-Preview (few-shot) | 353 | 66 | 2048 | True | 10,242 ± 3,432 / 1,335 ± 484 | 4.15 | 3.92 | 4.14 | 3.72 | 4.59 | 4.88 | 3.85 | 4.24 | 3.83 | 13.84 ± 1.95 / 13.12 ± 1.60 | 14.35 ± 2.29 / 30.27 ± 3.16 | 0.64 ± 1.13 / 40.10 ± 4.84 | 22.10 ± 2.03 / 26.85 ± 2.16 | 26.59 ± 2.14 / 26.61 ± 2.49 | 26.78 ± 1.46 / 26.94 ± 1.92 | 11.04 ± 2.79 / 26.03 ± 2.69 | -0.15 ± 1.81 / 37.94 ± 4.04 | 0.39 ± 0.75 / 40.15 ± 4.70 | 0.65 ± 0.40 / 2.88 ± 1.01 | 22.09 ± 2.91 / 21.86 ± 2.85 | 33.63 ± 11.18 / 41.43 ± 7.35 | 0.59 ± 0.94 / 37.25 ± 4.09 | 21.60 ± 1.52 / 26.25 ± 1.48 | 17.73 ± 1.58 / 18.22 ± 1.53 | 1.92 ± 1.72 / 21.73 ± 3.24 | -1.34 ± 1.68 / 40.11 ± 4.04 | 1.59 ± 0.83 / 12.57 ± 3.10 | 31.99 ± 3.53 / 32.31 ± 3.75 | 0.22 ± 2.92 / 16.38 ± 3.08 | 0.67 ± 1.54 / 43.16 ± 3.51 | 0.29 ± 0.29 / 0.89 ± 0.74 | 25.30 ± 2.32 / 24.21 ± 2.13 | 17.44 ± 3.68 / 31.10 ± 3.93 | 0.72 ± 0.95 / 34.73 ± 1.58 | 6.12 ± 0.63 / 15.65 ± 1.66 | 24.47 ± 2.03 / 26.64 ± 2.70 | 5.47 ± 3.09 / 22.58 ± 6.19 | -1.52 ± 0.81 / 37.56 ± 3.95 | 10.18 ± 1.78 / 17.17 ± 2.17 | 31.79 ± 3.88 / 31.32 ± 2.81 | 18.45 ± 9.77 / 33.15 ± 6.93 | -0.28 ± 1.49 / 40.66 ± 3.99 | 12.35 ± 1.80 / 21.93 ± 1.63 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
PleIAs/Pleias-Pico (few-shot) | 353 | 66 | 2048 | True | 2,331 ± 787 / 301 ± 97 | 4.20 | 4.10 | 4.17 | 3.81 | 4.55 | 5.00 | 3.97 | 4.26 | 3.72 | 10.59 ± 2.24 / 10.29 ± 1.37 | 7.35 ± 4.15 / 22.63 ± 4.31 | 0.73 ± 1.22 / 41.27 ± 4.70 | 16.61 ± 2.60 / 20.46 ± 2.96 | 25.02 ± 2.09 / 25.54 ± 2.29 | 21.59 ± 3.84 / 21.51 ± 4.17 | 8.64 ± 3.04 / 23.90 ± 3.87 | 0.09 ± 1.03 / 39.03 ± 4.72 | 0.55 ± 0.67 / 37.42 ± 3.41 | 0.37 ± 0.29 / 2.47 ± 0.84 | 16.28 ± 4.73 / 16.34 ± 4.84 | 26.98 ± 10.16 / 37.60 ± 6.58 | 0.60 ± 1.43 / 38.74 ± 4.35 | 17.78 ± 2.45 / 22.13 ± 2.29 | 13.80 ± 3.19 / 14.46 ± 3.19 | 2.66 ± 3.26 / 22.80 ± 3.75 | -1.45 ± 0.92 / 38.65 ± 3.89 | 1.29 ± 0.69 / 10.96 ± 2.80 | 22.55 ± 5.84 / 22.62 ± 6.04 | 0.80 ± 1.84 / 17.47 ± 4.21 | 1.62 ± 2.20 / 43.44 ± 4.85 | 0.27 ± 0.26 / 0.91 ± 0.72 | 21.03 ± 2.96 / 21.02 ± 2.73 | 17.02 ± 3.53 / 32.70 ± 3.69 | 0.62 ± 0.78 / 33.97 ± 1.00 | 3.61 ± 0.37 / 11.45 ± 1.56 | 21.32 ± 2.14 / 22.20 ± 2.65 | 4.83 ± 2.76 / 18.20 ± 3.90 | 0.70 ± 1.17 / 35.71 ± 2.88 | 9.38 ± 1.20 / 15.78 ± 1.26 | 27.45 ± 4.13 / 27.11 ± 3.47 | 27.24 ± 8.04 / 39.08 ± 6.46 | 0.32 ± 0.85 / 43.07 ± 3.37 | 15.62 ± 2.29 / 26.76 ± 1.43 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 | 14.0.4 |
fresh-xlm-roberta-base | 278 | 250 | 512 | True | 2,214 ± 94 / 1,494 ± 229 | 4.23 | 4.12 | 4.13 | 3.91 | 4.24 | 4.64 | 4.16 | 4.57 | 4.09 | 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 | 25.25 ± 3.12 / 44.40 ± 4.52 | -0.06 ± 0.99 / 36.73 ± 3.00 | 1.02 ± 0.30 / 21.61 ± 1.10 | 48.70 ± 1.57 / 48.51 ± 1.57 | 1.07 ± 2.10 / 17.71 ± 4.10 | 2.37 ± 2.06 / 37.68 ± 3.25 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 0.0.0 | 0.0.0 | 0.0.0 | 13.3.0 | 0.0.0 | 13.0.0 | 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 | 4.33 | 4.20 | 4.16 | 4.24 | 4.52 | 4.95 | 4.41 | 4.54 | 3.63 | 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 | 2.10 ± 3.52 / 23.56 ± 3.05 | -0.25 ± 0.60 / 34.69 ± 3.02 | 1.35 ± 0.73 / 10.92 ± 2.52 | 25.51 ± 2.40 / 26.43 ± 1.77 | -0.56 ± 3.05 / 25.36 ± 4.29 | 0.46 ± 1.43 / 36.19 ± 3.30 | 0.15 ± 0.20 / 3.01 ± 0.44 | 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 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 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 | 4.36 | 4.24 | 4.37 | 4.19 | 4.56 | 4.93 | 4.36 | 4.58 | 3.68 | 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 | 3.01 ± 2.55 / 22.58 ± 2.22 | -0.83 ± 0.71 / 32.99 ± 0.27 | 0.94 ± 0.54 / 10.22 ± 2.52 | 23.22 ± 3.22 / 24.30 ± 2.81 | 3.78 ± 2.95 / 27.36 ± 2.62 | 0.41 ± 2.39 / 39.64 ± 3.47 | 0.54 ± 0.33 / 3.34 ± 0.61 | 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 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.3.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 | 13.1.0 |
ssmits/Falcon2-5.5B-multilingual (few-shot) | 5465 | 65 | 8192 | True | 7,692 ± 1,423 / 1,960 ± 644 | 4.78 | 4.68 | 4.61 | 4.75 | 4.85 | 5.33 | 4.63 | 4.84 | 4.56 | 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 / 18.79 ± 0.22 | 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 / 13.62 ± 0.62 | 0.00 ± 0.00 / 33.40 ± 0.34 | 0.00 ± 0.00 / 0.00 ± 0.00 | 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 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.3.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |