layout | title |
---|---|
leaderboard |
German NLU 🇩🇪 |
Include merged models
Model ID | Parameters | Vocabulary size | Context | Commercial | Speed | Rank | GermEval | SB10k | ScaLA-de | GermanQuAD | GermEval version | SB10k version | ScaLA-de version | GermanQuAD version |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
deepset/gbert-large | 337 | 31 | 512 | True | 19,109 ± 3,442 / 4,438 ± 1,468 | 1.19 | 80.30 ± 0.94 / 79.06 ± 1.05 | 65.12 ± 1.34 / 76.67 ± 0.90 | 75.12 ± 1.07 / 87.22 ± 0.63 | 28.91 ± 1.58 / 56.61 ± 1.98 | 12.8.0 | 12.8.0 | 12.8.0 | 12.7.0 |
FacebookAI/xlm-roberta-large | 561 | 250 | 512 | True | 17,897 ± 3,921 / 3,463 ± 1,141 | 1.38 | 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 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
google/rembert | 575 | 250 | 512 | True | 11,736 ± 2,822 / 2,102 ± 677 | 1.39 | 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 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
intfloat/multilingual-e5-large-instruct | 560 | 250 | 514 | True | 5,947 ± 1,301 / 1,129 ± 374 | 1.48 | 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 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
intfloat/multilingual-e5-large | 560 | 250 | 512 | True | 6,732 ± 1,273 / 1,633 ± 523 | 1.52 | 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 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
gpt-4-0613 (few-shot, val) | unknown | 100 | 8220 | True | 597 ± 197 / 93 ± 33 | 1.53 | 69.48 ± 2.32 / 54.66 ± 2.17 | 64.91 ± 1.86 / 75.96 ± 1.59 | 50.23 ± 4.16 / 74.54 ± 2.10 | 33.17 ± 1.86 / 65.14 ± 1.53 | 12.10.0 | 12.10.0 | 12.10.0 | 12.10.0 |
sentence-transformers/use-cmlm-multilingual | 472 | 501 | 512 | True | 30,231 ± 8,171 / 4,863 ± 1,598 | 1.53 | 77.03 ± 1.06 / 76.61 ± 1.13 | 59.50 ± 1.14 / 72.91 ± 0.76 | 59.30 ± 1.32 / 78.31 ± 0.74 | 26.67 ± 0.90 / 50.81 ± 0.88 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
meta-llama/Meta-Llama-3-70B (few-shot, val) | 70554 | 128 | 8221 | True | 312 ± 55 / 177 ± 51 | 1.59 | 69.04 ± 2.51 / 61.10 ± 3.39 | 63.51 ± 2.57 / 75.01 ± 1.74 | 37.41 ± 2.43 / 67.63 ± 1.05 | 38.29 ± 3.54 / 69.69 ± 2.78 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
gwlms/deberta-base-dewiki-v1 | 112 | 32 | 512 | True | 18,084 ± 2,413 / 5,561 ± 1,826 | 1.66 | 79.67 ± 1.47 / 78.63 ± 1.31 | 50.90 ± 2.77 / 66.61 ± 2.07 | 75.16 ± 1.45 / 87.41 ± 0.72 | 18.57 ± 2.14 / 41.99 ± 2.69 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
gpt-4-1106-preview (few-shot, val) | unknown | 100 | 128000 | True | 576 ± 221 / 81 ± 28 | 1.70 | 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 | 12.6.1 | 12.10.2 | 12.10.2 | 12.6.1 |
setu4993/LaBSE | 471 | 501 | 512 | True | 25,418 ± 6,435 / 4,536 ± 1,452 | 1.70 | 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 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
upstage/SOLAR-10.7B-v1.0 (few-shot) | 10732 | 32 | 4096 | True | 3,780 ± 906 / 799 ± 261 | 1.71 | 68.11 ± 1.32 / 56.25 ± 1.65 | 59.79 ± 1.60 / 71.47 ± 1.54 | 35.45 ± 3.06 / 66.13 ± 1.28 | 37.27 ± 1.23 / 68.54 ± 1.94 | 12.5.3 | 12.5.3 | 12.5.3 | 12.5.3 |
gwlms/teams-base-dewiki-v1-discriminator | 111 | 32 | 512 | True | 30,608 ± 4,466 / 8,477 ± 2,725 | 1.75 | 79.59 ± 0.89 / 78.76 ± 0.74 | 47.85 ± 2.41 / 64.86 ± 1.71 | 68.48 ± 2.29 / 83.93 ± 1.25 | 19.90 ± 1.38 / 41.74 ± 2.30 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
microsoft/mdeberta-v3-base | 278 | 251 | 512 | True | 20,637 ± 3,925 / 4,497 ± 1,502 | 1.79 | 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 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
mistralai/Mistral-Nemo-Instruct-2407 (few-shot) | 12248 | 131 | 1024032 | True | 7,095 ± 2,193 / 1,063 ± 344 | 1.83 | 66.27 ± 1.13 / 49.86 ± 1.62 | 57.70 ± 2.68 / 71.63 ± 1.94 | 35.54 ± 4.25 / 60.12 ± 5.53 | 34.45 ± 1.61 / 66.90 ± 2.58 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
dbmdz/bert-base-german-cased | 111 | 31 | 512 | True | 37,150 ± 6,555 / 8,659 ± 2,843 | 1.85 | 78.54 ± 1.02 / 77.24 ± 0.95 | 53.91 ± 1.63 / 69.21 ± 1.06 | 59.23 ± 3.17 / 78.21 ± 2.03 | 13.71 ± 1.48 / 32.14 ± 2.81 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
gpt-4o-2024-05-13 (few-shot, val) | unknown | 200 | 127903 | True | 916 ± 329 / 114 ± 38 | 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 | 12.10.0 | 12.10.2 | 12.10.2 | 12.10.0 |
meta-llama/Llama-2-70b-hf (few-shot, val) | 68977 | 32 | 4125 | True | 1,892 ± 650 / 318 ± 105 | 1.86 | 63.71 ± 2.43 / 57.08 ± 2.70 | 58.17 ± 2.51 / 71.34 ± 1.62 | 36.33 ± 5.00 / 64.51 ± 3.38 | 36.06 ± 2.89 / 69.62 ± 2.81 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
dbmdz/bert-base-german-uncased | 111 | 31 | 512 | True | 36,020 ± 6,698 / 8,035 ± 2,647 | 1.87 | 77.55 ± 0.54 / 75.74 ± 0.56 | 56.48 ± 1.78 / 70.91 ± 1.23 | 63.49 ± 4.58 / 80.65 ± 2.60 | 12.39 ± 0.86 / 30.22 ± 1.38 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
152334H/miqu-1-70b-sf (few-shot, val) | 68977 | 32 | 32793 | True | 2,126 ± 676 / 319 ± 104 | 1.88 | 65.19 ± 2.58 / 56.17 ± 3.57 | 59.80 ± 2.15 / 71.98 ± 1.46 | 41.86 ± 5.44 / 69.70 ± 2.31 | 25.51 ± 3.79 / 63.19 ± 2.48 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
deepset/gbert-base | 111 | 31 | 512 | True | 37,268 ± 6,577 / 8,719 ± 2,865 | 1.89 | 80.09 ± 0.84 / 78.71 ± 0.84 | 59.80 ± 2.24 / 73.18 ± 1.49 | 47.48 ± 7.30 / 70.97 ± 3.94 | 14.39 ± 0.71 / 32.78 ± 1.01 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
gwlms/bert-base-dewiki-v1 | 111 | 32 | 512 | True | 30,650 ± 4,495 / 8,500 ± 2,755 | 1.89 | 80.53 ± 1.03 / 79.35 ± 1.07 | 45.61 ± 1.73 / 63.19 ± 1.32 | 67.09 ± 2.48 / 82.65 ± 1.55 | 16.61 ± 0.99 / 35.77 ± 1.33 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
google/gemma-2-9b (few-shot) | 9242 | 256 | 8224 | True | 2,038 ± 406 / 566 ± 172 | 1.90 | 47.39 ± 1.96 / 34.14 ± 1.70 | 62.89 ± 2.21 / 74.51 ± 1.63 | 37.22 ± 4.67 / 67.37 ± 2.22 | 39.11 ± 2.14 / 67.67 ± 2.90 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
meta-llama/Meta-Llama-3-70B-Instruct (few-shot, val) | 70554 | 128 | 8221 | True | 1,673 ± 583 / 275 ± 85 | 1.93 | 75.20 ± 2.15 / 64.06 ± 3.60 | 54.38 ± 3.31 / 68.02 ± 2.21 | 36.59 ± 4.24 / 67.36 ± 1.77 | 26.90 ± 2.67 / 58.28 ± 2.22 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
intfloat/multilingual-e5-base | 278 | 250 | 512 | True | 14,965 ± 2,890 / 3,322 ± 1,074 | 1.94 | 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 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
google/gemma-2-9b-it (few-shot) | 9242 | 256 | 8224 | False | 2,062 ± 397 / 589 ± 178 | 1.95 | 50.35 ± 2.81 / 39.72 ± 2.62 | 58.60 ± 2.21 / 71.12 ± 1.12 | 45.78 ± 1.55 / 70.64 ± 0.61 | 30.46 ± 0.98 / 60.56 ± 2.25 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
VAGOsolutions/SauerkrautLM-7b-HerO (few-shot, val) | 7242 | 32 | 32768 | False | 2,477 ± 467 / 744 ± 232 | 1.98 | 59.70 ± 2.05 / 50.40 ± 2.63 | 60.22 ± 2.99 / 72.76 ± 2.10 | 35.99 ± 4.53 / 67.21 ± 2.14 | 29.68 ± 3.29 / 65.65 ± 3.10 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
meta-llama/Meta-Llama-3.1-8B (few-shot) | 8030 | 128 | 131104 | True | 2,439 ± 459 / 703 ± 219 | 1.98 | 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 | 12.11.0 | 12.11.0 | 12.11.0 | 13.0.0 |
VAGOsolutions/FC-SauerkrautLM-7b-beta (few-shot) | unknown | 32 | 8192 | False | 2,160 ± 514 / 668 ± 256 | 1.99 | 56.70 ± 1.55 / 41.89 ± 2.00 | 53.39 ± 1.89 / 67.16 ± 1.65 | 35.64 ± 1.50 / 66.83 ± 0.97 | 34.22 ± 1.43 / 67.00 ± 1.27 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
Nexusflow/Starling-LM-7B-beta (few-shot) | 7242 | 32 | 8192 | False | 5,876 ± 1,021 / 1,677 ± 546 | 2.00 | 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 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 |
VAGOsolutions/SauerkrautLM-7b-LaserChat (few-shot) | 7242 | 32 | 8192 | False | 2,387 ± 456 / 717 ± 226 | 2.00 | 64.73 ± 1.02 / 48.09 ± 2.90 | 51.08 ± 1.67 / 67.20 ± 1.34 | 36.46 ± 1.89 / 67.99 ± 0.80 | 33.30 ± 1.87 / 67.32 ± 1.73 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
gpt-3.5-turbo-0613 (few-shot, val) | unknown | 100 | 4095 | True | 921 ± 293 / 113 ± 37 | 2.01 | 61.50 ± 2.96 / 46.22 ± 3.41 | 55.50 ± 2.58 / 68.96 ± 2.00 | 38.96 ± 4.39 / 68.89 ± 2.54 | 30.20 ± 1.59 / 56.58 ± 1.78 | 0.0.0 | 0.0.0 | 0.0.0 | 0.0.0 |
facebook/xlm-v-base | 778 | 902 | 512 | True | 25,396 ± 6,394 / 4,534 ± 1,421 | 2.02 | 76.45 ± 1.57 / 76.50 ± 1.16 | 58.25 ± 2.98 / 72.01 ± 1.97 | 34.43 ± 16.58 / 61.45 ± 12.19 | 21.08 ± 1.57 / 41.84 ± 1.98 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
meta-llama/Meta-Llama-3-8B-Instruct (few-shot) | 8030 | 128 | 8192 | True | 4,909 ± 1,215 / 978 ± 319 | 2.02 | 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 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
meta-llama/Meta-Llama-3.1-8B-Instruct (few-shot) | 8030 | 128 | 131104 | True | 2,411 ± 465 / 686 ± 215 | 2.02 | 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 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
gpt-4o-mini-2024-07-18 (few-shot) | unknown | 200 | 128030 | True | 1,171 ± 378 / 120 ± 39 | 2.05 | 67.90 ± 1.07 / 45.53 ± 3.11 | 51.88 ± 5.19 / 67.24 ± 3.71 | 46.77 ± 2.33 / 69.48 ± 2.55 | 24.70 ± 1.31 / 56.87 ± 0.77 | 12.11.0 | 12.11.0 | 12.11.0 | 12.11.0 |
cstr/Spaetzle-v8-7b (few-shot, val) | 7242 | 32 | 32768 | False | 5,980 ± 1,031 / 1,714 ± 552 | 2.10 | 58.90 ± 2.30 / 45.55 ± 3.30 | 61.34 ± 1.90 / 72.98 ± 1.30 | 31.58 ± 4.39 / 65.51 ± 2.23 | 24.91 ± 3.98 / 60.88 ± 3.31 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 |
meta-llama/Llama-2-70b-chat-hf (few-shot, val) | 68977 | 32 | 4125 | True | 1,979 ± 621 / 320 ± 105 | 2.12 | 62.39 ± 2.72 / 50.86 ± 2.31 | 53.16 ± 3.17 / 64.24 ± 3.42 | 31.81 ± 5.15 / 62.15 ± 4.02 | 28.99 ± 2.22 / 60.53 ± 2.92 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
meta-llama/Meta-Llama-3-8B (few-shot) | 8030 | 128 | 8192 | True | 4,687 ± 1,121 / 967 ± 313 | 2.12 | 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 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
mlabonne/NeuralBeagle14-7B (few-shot, val) | 7242 | 32 | 8192 | False | 2,549 ± 472 / 784 ± 245 | 2.13 | 64.81 ± 3.03 / 53.01 ± 3.41 | 59.60 ± 2.81 / 72.42 ± 1.83 | 27.06 ± 4.53 / 63.33 ± 2.30 | 25.22 ± 3.84 / 60.93 ± 2.99 | 9.3.2 | 9.3.2 | 9.3.2 | 12.5.2 |
microsoft/Phi-3-mini-4k-instruct (few-shot) | 3821 | 32 | 4096 | True | 5,224 ± 1,371 / 1,063 ± 358 | 2.15 | 59.68 ± 0.41 / 48.00 ± 2.44 | 54.75 ± 2.36 / 68.54 ± 1.62 | 30.22 ± 2.94 / 64.51 ± 1.55 | 29.27 ± 1.03 / 59.19 ± 2.46 | 12.10.5 | 12.10.5 | 12.10.5 | 12.10.5 |
occiglot/occiglot-7b-de-en-instruct (few-shot) | 7242 | 32 | 32768 | False | 1,584 ± 217 / 635 ± 178 | 2.15 | 55.76 ± 1.16 / 40.04 ± 3.21 | 55.91 ± 2.49 / 70.31 ± 1.76 | 22.47 ± 3.37 / 56.77 ± 3.69 | 35.95 ± 1.89 / 66.86 ± 2.33 | 12.5.2 | 12.3.1 | 12.3.1 | 12.4.0 |
google-bert/bert-base-multilingual-uncased | 168 | 106 | 512 | True | 13,993 ± 3,217 / 2,752 ± 893 | 2.16 | 77.50 ± 0.62 / 75.76 ± 0.94 | 43.25 ± 2.74 / 61.05 ± 2.91 | 51.74 ± 4.31 / 74.76 ± 2.15 | 17.83 ± 1.29 / 39.43 ± 1.61 | 12.10.1 | 12.10.1 | 12.10.1 | 12.10.1 |
google/gemma-7b (few-shot) | 8538 | 256 | 8096 | True | 1,378 ± 260 / 387 ± 119 | 2.16 | 39.88 ± 2.56 / 35.40 ± 2.63 | 56.23 ± 3.17 / 68.87 ± 2.73 | 32.71 ± 1.60 / 64.55 ± 1.54 | 36.58 ± 2.81 / 64.92 ± 2.97 | 12.9.1 | 12.9.1 | 12.9.1 | 12.9.1 |
ZurichNLP/unsup-simcse-xlm-roberta-base | 277 | 250 | 512 | True | 34,520 ± 7,443 / 6,730 ± 2,224 | 2.22 | 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 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
senseable/WestLake-7B-v2 (few-shot) | 7242 | 32 | 32768 | False | 5,993 ± 1,028 / 1,742 ± 561 | 2.22 | 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 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
jhu-clsp/bernice | 277 | 250 | 128 | True | 5,567 ± 450 / 2,483 ± 798 | 2.24 | 72.25 ± 1.06 / 71.08 ± 1.17 | 62.00 ± 2.11 / 74.40 ± 1.38 | 48.10 ± 4.34 / 71.95 ± 3.29 | 0.00 ± 0.00 / 0.00 ± 0.00 | 0.0.0 | 0.0.0 | 0.0.0 | 0.0.0 |
mistralai/Mistral-7B-v0.1 (few-shot) | 7242 | 32 | 32768 | True | 2,657 ± 524 / 880 ± 278 | 2.25 | 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 | 9.1.2 | 9.1.2 | 9.1.2 | 12.5.1 |
google-bert/bert-base-multilingual-cased | 179 | 120 | 512 | True | 14,083 ± 3,264 / 2,738 ± 889 | 2.28 | 79.11 ± 0.83 / 77.83 ± 0.76 | 42.97 ± 2.64 / 61.71 ± 1.79 | 42.66 ± 6.60 / 69.03 ± 3.13 | 14.98 ± 0.98 / 35.52 ± 1.24 | 12.10.1 | 12.10.1 | 12.10.1 | 12.10.1 |
microsoft/Phi-3-mini-128k-instruct (few-shot) | 3821 | 32 | 130976 | True | 7,312 ± 1,668 / 1,609 ± 525 | 2.29 | 55.36 ± 0.81 / 36.14 ± 1.96 | 53.05 ± 2.34 / 65.57 ± 1.92 | 23.08 ± 1.54 / 58.65 ± 2.04 | 31.55 ± 1.09 / 62.02 ± 2.17 | 12.9.1 | 12.9.1 | 12.9.1 | 12.9.1 |
mistralai/Mistral-7B-v0.3 (few-shot) | 7248 | 33 | 32768 | True | 4,120 ± 976 / 926 ± 306 | 2.29 | 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 | 12.10.4 | 12.10.4 | 12.10.4 | 12.10.5 |
microsoft/xlm-align-base | 277 | 250 | 512 | True | 14,744 ± 2,870 / 3,265 ± 1,053 | 2.31 | 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 | 0.0.0 | 0.0.0 | 0.0.0 | 0.0.0 |
mlabonne/AlphaMonarch-7B (few-shot, val) | 7242 | 32 | 8192 | False | 5,340 ± 1,262 / 1,157 ± 375 | 2.32 | 63.36 ± 2.68 / 51.59 ± 3.44 | 59.80 ± 3.18 / 72.32 ± 2.23 | 22.98 ± 8.11 / 60.88 ± 3.98 | 20.96 ± 3.59 / 57.36 ± 2.94 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 |
alpindale/Mistral-7B-v0.2-hf (few-shot) | 7242 | 32 | 32768 | True | 1,841 ± 297 / 651 ± 193 | 2.34 | 55.32 ± 1.55 / 48.33 ± 1.45 | 52.49 ± 2.16 / 67.50 ± 1.61 | 24.34 ± 2.29 / 59.66 ± 2.93 | 31.54 ± 3.00 / 59.96 ± 3.89 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 |
cardiffnlp/twitter-xlm-roberta-base | 277 | 250 | 512 | True | 34,475 ± 7,465 / 6,712 ± 2,223 | 2.37 | 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 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
meta-llama/Llama-2-13b-chat-hf (few-shot) | 13016 | 32 | 4096 | True | 2,849 ± 622 / 723 ± 229 | 2.37 | 57.57 ± 1.46 / 44.84 ± 2.12 | 49.40 ± 2.11 / 63.02 ± 2.68 | 23.32 ± 2.20 / 59.16 ± 2.36 | 30.24 ± 1.18 / 61.10 ± 1.87 | 12.11.0 | 12.10.4 | 12.10.4 | 12.11.0 |
occiglot/occiglot-7b-eu5-instruct (few-shot) | 7242 | 32 | 32768 | False | 2,088 ± 352 / 706 ± 214 | 2.37 | 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 | 12.5.2 | 12.2.0 | 12.3.1 | 12.4.0 |
occiglot/occiglot-7b-de-en (few-shot) | 7242 | 32 | 32768 | True | 1,992 ± 319 / 706 ± 211 | 2.38 | 48.11 ± 2.01 / 39.66 ± 3.29 | 54.96 ± 2.69 / 69.64 ± 2.09 | 21.57 ± 4.18 / 55.63 ± 4.56 | 31.49 ± 3.11 / 61.33 ± 3.41 | 12.3.2 | 12.3.1 | 12.3.1 | 12.3.1 |
Twitter/twhin-bert-base | 279 | 250 | 512 | True | 11,514 ± 2,041 / 2,862 ± 918 | 2.40 | 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 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
VAGOsolutions/SauerkrautLM-Gemma-7b (few-shot) | 8538 | 256 | 8221 | False | 1,410 ± 299 / 370 ± 127 | 2.41 | 41.41 ± 2.64 / 26.93 ± 1.92 | 52.78 ± 4.59 / 66.87 ± 4.26 | 27.75 ± 1.14 / 63.54 ± 0.69 | 29.24 ± 2.44 / 58.33 ± 3.45 | 12.10.0 | 12.10.0 | 12.10.0 | 12.10.0 |
seedboxai/KafkaLM-7B-German-V0.1-DPO (few-shot) | 7242 | 32 | 4096 | False | 6,070 ± 1,042 / 1,769 ± 573 | 2.42 | 48.92 ± 2.76 / 38.62 ± 2.42 | 52.57 ± 1.74 / 61.25 ± 2.84 | 20.74 ± 3.20 / 56.59 ± 3.27 | 32.87 ± 1.83 / 62.31 ± 2.13 | 12.5.2 | 12.3.2 | 12.3.2 | 12.4.0 |
seedboxai/KafkaLM-7B-German-V0.1 (few-shot) | 7242 | 32 | 32768 | True | 6,065 ± 1,038 / 1,766 ± 570 | 2.42 | 48.35 ± 2.96 / 38.58 ± 2.35 | 52.51 ± 1.72 / 61.27 ± 2.77 | 20.36 ± 3.59 / 56.14 ± 3.61 | 32.88 ± 1.78 / 62.19 ± 2.05 | 12.5.2 | 12.3.2 | 12.3.2 | 12.3.2 |
occiglot/occiglot-7b-eu5 (few-shot) | 7242 | 32 | 32768 | True | 2,219 ± 427 / 717 ± 224 | 2.44 | 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 | 12.5.2 | 12.1.0 | 12.1.0 | 12.1.0 |
clips/mfaq | 277 | 250 | 128 | True | 5,591 ± 187 / 3,349 ± 1,105 | 2.45 | 76.68 ± 0.91 / 76.46 ± 0.98 | 59.51 ± 1.54 / 72.84 ± 1.06 | 32.54 ± 11.48 / 60.57 ± 7.28 | 1.53 ± 0.96 / 2.39 ± 1.52 | 0.0.0 | 0.0.0 | 0.0.0 | 0.0.0 |
meta-llama/Llama-2-13b-hf (few-shot) | 13016 | 32 | 4000 | True | 2,898 ± 637 / 736 ± 236 | 2.45 | 52.08 ± 1.86 / 46.67 ± 1.17 | 46.38 ± 2.70 / 60.32 ± 2.80 | 22.39 ± 3.96 / 57.26 ± 4.22 | 33.43 ± 2.38 / 62.65 ± 2.83 | 12.10.5 | 12.10.4 | 12.10.4 | 12.10.5 |
timpal0l/Mistral-7B-v0.1-flashback-v2 (few-shot) | 7242 | 32 | 32768 | True | 5,054 ± 1,200 / 1,056 ± 339 | 2.45 | 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 | 12.5.3 | 12.5.3 | 12.5.3 | 12.5.3 |
Twitter/twhin-bert-large | 562 | 250 | 512 | True | 9,707 ± 1,664 / 2,549 ± 831 | 2.46 | 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 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
seedboxai/KafkaLM-13B-German-V0.1-DPO (few-shot) | 13016 | 32 | 8221 | False | 789 ± 78 / 346 ± 102 | 2.46 | 52.45 ± 2.98 / 47.91 ± 2.37 | 49.73 ± 2.78 / 63.68 ± 2.80 | 20.72 ± 4.25 / 53.77 ± 5.69 | 30.18 ± 4.61 / 60.07 ± 5.86 | 12.7.0 | 12.10.4 | 12.7.0 | 12.7.0 |
RuterNorway/Llama-2-13b-chat-norwegian (few-shot) | unknown | 32 | 4125 | False | 3,254 ± 1,068 / 484 ± 173 | 2.49 | 57.02 ± 1.39 / 47.95 ± 2.09 | 49.75 ± 2.02 / 62.41 ± 3.30 | 19.80 ± 3.22 / 52.76 ± 5.45 | 27.86 ± 2.01 / 57.65 ± 2.01 | 12.9.0 | 12.9.0 | 12.9.0 | 12.9.0 |
ibm-granite/granite-8b-code-base-4k (few-shot) | 8055 | 49 | 4096 | True | 2,313 ± 423 / 682 ± 210 | 2.50 | 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 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
mistralai/Mistral-7B-Instruct-v0.2 (few-shot) | 7242 | 32 | 32768 | False | 634 ± 179 / 110 ± 35 | 2.54 | 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 | 12.9.0 | 12.9.0 | 12.9.0 | 12.9.0 |
meta-llama/Llama-2-7b-hf (few-shot) | 6738 | 32 | 4125 | True | 930 ± 310 / 128 ± 43 | 2.61 | 43.02 ± 1.93 / 32.69 ± 1.98 | 50.21 ± 2.43 / 65.81 ± 1.82 | 15.79 ± 2.35 / 53.25 ± 4.45 | 28.57 ± 5.09 / 55.54 ± 6.14 | 12.8.0 | 12.8.0 | 12.8.0 | 12.8.0 |
Geotrend/distilbert-base-25lang-cased | 109 | 85 | 512 | True | 26,099 ± 5,881 / 5,178 ± 1,665 | 2.63 | 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 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
mistralai/Mistral-7B-Instruct-v0.1 (few-shot) | 7242 | 32 | 32797 | False | 634 ± 179 / 110 ± 35 | 2.63 | 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 | 12.9.0 | 12.9.0 | 12.9.0 | 12.9.0 |
01-ai/Yi-1.5-6B (few-shot) | 6061 | 64 | 4128 | True | 2,867 ± 550 / 793 ± 253 | 2.64 | 48.20 ± 1.57 / 39.04 ± 2.38 | 47.12 ± 4.20 / 59.69 ± 4.45 | 12.39 ± 1.39 / 45.13 ± 3.93 | 30.50 ± 3.67 / 57.48 ± 4.51 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
mayflowergmbh/Wiedervereinigung-7b-dpo (few-shot, val) | 7242 | 32 | 32768 | False | 2,374 ± 432 / 744 ± 230 | 2.64 | 52.17 ± 2.87 / 40.26 ± 2.43 | 51.92 ± 3.19 / 67.12 ± 2.11 | 29.06 ± 5.04 / 62.77 ± 2.22 | 14.59 ± 2.77 / 50.41 ± 3.79 | 12.5.2 | 12.1.0 | 12.1.0 | 12.4.0 |
DiscoResearch/DiscoLM_German_7b_v1 (few-shot) | 7242 | 32 | 32768 | False | 1,972 ± 315 / 689 ± 204 | 2.65 | 42.39 ± 2.43 / 32.42 ± 1.53 | 48.67 ± 3.85 / 59.21 ± 4.18 | 8.72 ± 2.15 / 43.37 ± 3.69 | 36.12 ± 2.35 / 66.54 ± 2.34 | 12.5.2 | 12.0.0 | 12.1.0 | 12.4.0 |
meta-llama/Llama-3.2-3B (few-shot) | 3213 | 128 | 131104 | True | 3,713 ± 877 / 836 ± 267 | 2.66 | 49.85 ± 1.96 / 41.04 ± 2.44 | 54.65 ± 1.58 / 65.94 ± 2.42 | 3.17 ± 5.20 / 36.54 ± 5.71 | 29.37 ± 3.48 / 58.09 ± 4.16 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
sentence-transformers/stsb-xlm-r-multilingual | 277 | 250 | 512 | True | 15,040 ± 2,953 / 3,417 ± 1,100 | 2.67 | 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 | 12.8.0 | 12.8.0 | 12.8.0 | 0.0.0 |
sentence-transformers/paraphrase-xlm-r-multilingual-v1 | 278 | 250 | 512 | True | 20,154 ± 4,438 / 3,890 ± 1,256 | 2.70 | 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 | 12.8.0 | 12.8.0 | 12.8.0 | 12.8.0 |
google/gemma-2-2b-it (few-shot) | 2614 | 256 | 8224 | False | 6,789 ± 2,167 / 981 ± 327 | 2.71 | 37.72 ± 2.33 / 31.43 ± 2.08 | 45.86 ± 2.52 / 63.18 ± 1.66 | 23.65 ± 1.37 / 60.93 ± 0.32 | 27.96 ± 1.91 / 59.70 ± 2.05 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
meta-llama/Llama-2-7b-chat-hf (few-shot) | 6738 | 32 | 4125 | False | 2,643 ± 455 / 800 ± 247 | 2.71 | 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 | 12.9.0 | 12.9.0 | 12.10.0 | 12.10.0 |
meta-llama/Llama-3.2-3B-Instruct (few-shot) | 3213 | 128 | 131104 | False | 3,602 ± 855 / 779 ± 245 | 2.76 | 55.42 ± 1.99 / 46.19 ± 2.30 | 50.29 ± 2.09 / 62.31 ± 2.47 | 8.97 ± 3.25 / 42.52 ± 3.62 | 20.74 ± 3.25 / 47.89 ± 5.28 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
microsoft/infoxlm-base | 277 | 250 | 512 | True | 34,735 ± 7,558 / 6,846 ± 2,312 | 2.77 | 77.84 ± 0.92 / 77.81 ± 1.05 | 59.16 ± 2.05 / 72.70 ± 1.38 | 3.66 ± 2.14 / 49.63 ± 2.38 | 3.67 ± 2.18 / 10.66 ± 4.52 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
sentence-transformers/paraphrase-multilingual-mpnet-base-v2 | 278 | 250 | 512 | True | 15,100 ± 3,019 / 3,369 ± 1,103 | 2.80 | 65.28 ± 0.73 / 64.04 ± 0.52 | 60.29 ± 1.25 / 73.42 ± 0.83 | 16.83 ± 13.26 / 56.96 ± 5.68 | 0.11 ± 0.09 / 0.60 ± 0.52 | 12.10.1 | 12.10.1 | 12.10.1 | 12.10.1 |
AI-Sweden-Models/roberta-large-1160k | 355 | 50 | 512 | True | 14,014 ± 2,384 / 3,625 ± 1,146 | 2.81 | 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 | 12.10.0 | 12.10.0 | 12.10.0 | 12.10.0 |
DiscoResearch/Llama3-German-8B (few-shot) | 8030 | 128 | 8192 | True | 2,383 ± 462 / 673 ± 210 | 2.81 | 54.34 ± 2.04 / 46.23 ± 2.24 | 58.32 ± 1.14 / 70.24 ± 0.99 | 25.70 ± 5.38 / 58.58 ± 4.44 | 0.50 ± 0.11 / 35.35 ± 1.23 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
Qwen/Qwen1.5-4B-Chat (few-shot) | 3950 | 152 | 32768 | False | 4,347 ± 893 / 1,135 ± 365 | 2.81 | 42.08 ± 1.65 / 36.90 ± 2.00 | 41.52 ± 3.53 / 57.69 ± 3.35 | 12.78 ± 3.75 / 46.43 ± 5.48 | 29.35 ± 2.51 / 59.90 ± 2.80 | 12.5.2 | 10.0.1 | 12.1.0 | 12.5.2 |
AI-Sweden-Models/roberta-large-1350k | 354 | 50 | 512 | True | 5,744 ± 969 / 1,539 ± 492 | 2.83 | 67.24 ± 1.51 / 66.01 ± 1.32 | 45.84 ± 2.11 / 63.35 ± 1.48 | 2.28 ± 1.62 / 35.18 ± 2.11 | 18.17 ± 1.85 / 33.37 ± 2.80 | 10.0.1 | 10.0.1 | 10.0.1 | 10.0.1 |
allenai/OLMo-1.7-7B-hf (few-shot) | 6888 | 50 | 4096 | True | 3,371 ± 876 / 561 ± 184 | 2.85 | 39.41 ± 2.30 / 36.17 ± 2.32 | 49.42 ± 4.33 / 61.57 ± 5.43 | 6.02 ± 2.53 / 46.41 ± 4.35 | 27.69 ± 4.39 / 54.92 ± 5.38 | 12.10.5 | 12.10.4 | 12.10.4 | 12.10.5 |
stabilityai/stablelm-2-1_6b (few-shot) | 1645 | 100 | 4096 | True | 7,259 ± 2,120 / 1,240 ± 432 | 2.98 | 34.81 ± 2.51 / 30.33 ± 2.95 | 51.01 ± 2.18 / 65.35 ± 2.23 | 0.00 ± 0.00 / 33.34 ± 0.31 | 25.40 ± 3.91 / 49.38 ± 4.65 | 12.10.8 | 12.10.8 | 12.10.8 | 12.10.8 |
google/gemma-2-2b (few-shot) | 2614 | 256 | 8224 | True | 5,235 ± 1,226 / 1,154 ± 366 | 3.02 | 19.69 ± 4.71 / 19.53 ± 3.13 | 50.36 ± 2.83 / 60.36 ± 3.45 | 9.07 ± 2.41 / 44.45 ± 4.37 | 27.06 ± 4.74 / 53.36 ± 6.20 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
ibm-granite/granite-7b-base (few-shot) | 6738 | 32 | 2048 | True | 4,405 ± 1,098 / 1,032 ± 345 | 3.02 | 37.68 ± 1.26 / 33.74 ± 1.78 | 46.00 ± 3.63 / 61.88 ± 2.94 | 0.83 ± 0.84 / 33.38 ± 0.28 | 26.65 ± 4.01 / 53.15 ± 4.26 | 12.10.5 | 12.10.5 | 12.10.5 | 12.10.5 |
dbmdz/bert-base-historic-multilingual-cased | 111 | 32 | 512 | True | 20,047 ± 4,407 / 3,844 ± 1,259 | 3.04 | 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 | 12.8.0 | 12.8.0 | 12.8.0 | 12.8.0 |
google/gemma-7b-it (few-shot) | 8538 | 256 | 8221 | False | 1,792 ± 249 / 668 ± 203 | 3.05 | 54.20 ± 1.00 / 48.58 ± 1.53 | 15.43 ± 3.70 / 43.11 ± 2.77 | 17.49 ± 1.23 / 57.46 ± 1.12 | 28.68 ± 5.36 / 60.07 ± 4.46 | 12.10.0 | 12.10.0 | 12.10.0 | 12.10.0 |
EuropeanParliament/EUBERT | 94 | 66 | 512 | True | 20,070 ± 3,977 / 4,400 ± 1,435 | 3.09 | 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 | 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 | 3.12 | 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 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
Qwen/Qwen1.5-4B (few-shot) | 3950 | 152 | 32768 | True | 3,248 ± 739 / 761 ± 252 | 3.14 | 31.52 ± 2.96 / 29.20 ± 1.88 | 39.91 ± 3.29 / 53.66 ± 3.20 | 3.27 ± 2.51 / 34.30 ± 1.29 | 27.55 ± 3.12 / 57.60 ± 3.34 | 12.5.2 | 10.0.1 | 12.1.0 | 12.1.0 |
sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 | 118 | 250 | 512 | True | 29,201 ± 6,282 / 6,045 ± 2,027 | 3.15 | 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 | 12.8.0 | 12.8.0 | 12.8.0 | 12.8.0 |
dbmdz/bert-medium-historic-multilingual-cased | 42 | 32 | 512 | True | 24,291 ± 4,887 / 5,096 ± 1,655 | 3.16 | 61.09 ± 1.60 / 58.40 ± 1.55 | 39.91 ± 2.58 / 59.74 ± 1.80 | 17.16 ± 2.71 / 53.58 ± 1.55 | 3.26 ± 0.68 / 12.02 ± 2.33 | 12.10.1 | 12.10.1 | 12.10.1 | 12.10.1 |
01-ai/Yi-6B (few-shot) | 6061 | 64 | 4125 | True | 6,435 ± 1,316 / 1,632 ± 549 | 3.18 | 0.00 ± 0.00 / 0.00 ± 0.00 | 52.66 ± 2.45 / 67.63 ± 1.87 | 7.33 ± 2.53 / 37.69 ± 2.51 | 30.05 ± 1.59 / 57.13 ± 2.48 | 12.10.0 | 12.10.0 | 12.10.0 | 12.10.0 |
meta-llama/Llama-3.2-1B-Instruct (few-shot) | 1236 | 128 | 131104 | False | 7,436 ± 1,846 / 1,508 ± 479 | 3.18 | 42.51 ± 1.31 / 37.05 ± 1.59 | 38.26 ± 2.34 / 55.52 ± 2.66 | 5.48 ± 1.36 / 48.23 ± 2.44 | 19.43 ± 3.10 / 41.82 ± 3.29 | 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 | 3.21 | 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 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
sentence-transformers/distilbert-multilingual-nli-stsb-quora-ranking | 135 | 120 | 512 | True | 33,753 ± 8,349 / 5,937 ± 1,946 | 3.22 | 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 | 12.8.0 | 12.8.0 | 12.8.0 | 12.8.0 |
Rijgersberg/GEITje-7B (few-shot) | 7242 | 32 | 32797 | True | 5,887 ± 1,087 / 1,600 ± 522 | 3.31 | 0.00 ± 0.00 / 0.00 ± 0.00 | 47.67 ± 2.82 / 60.09 ± 3.28 | 9.67 ± 2.79 / 46.35 ± 4.48 | 26.23 ± 3.79 / 53.16 ± 4.52 | 12.10.0 | 12.10.0 | 12.10.0 | 12.10.0 |
meta-llama/Llama-3.2-1B (few-shot) | 1236 | 128 | 131104 | True | 7,577 ± 1,884 / 1,555 ± 492 | 3.34 | 24.79 ± 6.48 / 22.92 ± 5.74 | 47.65 ± 2.85 / 63.11 ± 2.17 | 2.39 ± 1.46 / 39.92 ± 4.38 | 13.39 ± 4.13 / 33.76 ± 5.50 | 13.0.0 | 13.0.0 | 13.0.0 | 13.0.0 |
LumiOpen/Viking-13B (few-shot) | 14030 | 131 | 4128 | True | 840 ± 79 / 400 ± 124 | 3.36 | 34.53 ± 1.24 / 29.89 ± 1.96 | 42.90 ± 2.66 / 56.64 ± 4.71 | 1.51 ± 1.64 / 43.36 ± 4.05 | 15.83 ± 1.42 / 29.77 ± 2.54 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 |
NorwAI/NorwAI-Mistral-7B (few-shot) | 7537 | 68 | 4096 | True | 3,035 ± 503 / 911 ± 300 | 3.36 | 19.29 ± 5.77 / 20.20 ± 3.59 | 43.88 ± 3.42 / 61.04 ± 2.69 | 5.63 ± 1.32 / 49.95 ± 1.54 | 17.02 ± 2.10 / 36.47 ± 2.53 | 12.10.4 | 12.10.4 | 12.10.4 | 12.10.4 |
AI-Sweden-Models/gpt-sw3-20b-instruct (few-shot) | 20918 | 64 | 2077 | True | 1,831 ± 587 / 268 ± 90 | 3.39 | 24.35 ± 1.72 / 21.90 ± 0.85 | 43.35 ± 3.81 / 60.49 ± 3.18 | 2.38 ± 1.21 / 37.27 ± 1.09 | 15.56 ± 2.24 / 34.68 ± 3.15 | 12.7.0 | 12.7.0 | 12.7.0 | 12.7.0 |
VAGOsolutions/SauerkrautLM-Gemma-2b (few-shot) | 2506 | 256 | 8192 | False | 3,607 ± 565 / 1,212 ± 349 | 3.39 | 12.21 ± 2.76 / 11.93 ± 2.08 | 44.84 ± 2.70 / 57.27 ± 3.65 | 2.02 ± 2.19 / 37.47 ± 3.26 | 24.59 ± 2.70 / 49.79 ± 2.96 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
sentence-transformers/distiluse-base-multilingual-cased-v2 | 135 | 120 | 512 | True | 33,247 ± 8,123 / 6,017 ± 1,977 | 3.42 | 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 | 12.8.0 | 12.8.0 | 12.8.0 | 12.8.0 |
sentence-transformers/distiluse-base-multilingual-cased | 135 | 120 | 512 | True | 19,206 ± 4,451 / 3,658 ± 1,187 | 3.42 | 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 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
Qwen/Qwen1.5-1.8B-Chat (few-shot) | 1837 | 152 | 32768 | False | 8,304 ± 1,846 / 1,933 ± 617 | 3.43 | 28.04 ± 2.71 / 24.08 ± 1.58 | 36.21 ± 3.42 / 54.82 ± 3.32 | 3.12 ± 1.42 / 46.21 ± 2.93 | 16.33 ± 3.22 / 41.91 ± 4.34 | 12.5.2 | 11.0.0 | 12.1.0 | 12.5.0 |
google/gemma-2b-it (few-shot) | 2506 | 256 | 8192 | False | 6,471 ± 1,142 / 1,961 ± 584 | 3.43 | 36.62 ± 1.56 / 28.22 ± 1.66 | 28.54 ± 2.70 / 50.10 ± 1.65 | 1.15 ± 1.66 / 38.16 ± 2.78 | 23.39 ± 1.00 / 51.61 ± 1.04 | 12.5.2 | 12.1.0 | 12.1.0 | 12.4.0 |
allenai/OLMo-7B (few-shot) | 6888 | 50 | 2080 | True | 5,403 ± 1,133 / 1,294 ± 423 | 3.46 | 30.85 ± 4.69 / 24.38 ± 3.10 | 49.77 ± 2.81 / 64.87 ± 2.42 | 2.67 ± 1.77 / 41.55 ± 4.54 | 4.09 ± 1.94 / 12.70 ± 2.66 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 |
google/gemma-2b (few-shot) | 2506 | 256 | 8192 | True | 6,087 ± 1,046 / 1,902 ± 563 | 3.46 | 16.95 ± 2.96 / 15.80 ± 2.16 | 44.96 ± 3.30 / 61.27 ± 2.88 | 0.77 ± 1.22 / 33.68 ± 0.59 | 17.92 ± 4.72 / 40.68 ± 6.34 | 12.5.2 | 12.1.0 | 12.1.0 | 12.1.0 |
AI-Sweden-Models/gpt-sw3-20b (few-shot) | 20918 | 64 | 2077 | True | 1,875 ± 673 / 261 ± 91 | 3.51 | 36.17 ± 2.52 / 27.29 ± 1.74 | 34.17 ± 7.08 / 46.97 ± 8.28 | 2.21 ± 1.64 / 38.29 ± 3.56 | 13.60 ± 3.04 / 30.89 ± 4.33 | 12.9.0 | 12.9.0 | 12.9.0 | 12.9.0 |
sentence-transformers/distiluse-base-multilingual-cased-v1 | 135 | 120 | 512 | True | 34,042 ± 8,482 / 5,951 ± 1,950 | 3.53 | 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 | 12.8.0 | 12.8.0 | 12.8.0 | 12.8.0 |
RuterNorway/Llama-2-7b-chat-norwegian (few-shot) | 6738 | 32 | 4096 | False | 10,890 ± 2,686 / 2,186 ± 750 | 3.54 | 27.22 ± 1.38 / 24.48 ± 1.76 | 33.61 ± 5.06 / 49.68 ± 5.74 | 0.45 ± 0.91 / 35.24 ± 3.71 | 20.44 ± 3.29 / 45.50 ± 3.33 | 9.3.1 | 12.10.0 | 9.3.1 | 12.5.2 |
DiscoResearch/DiscoLM-70b (few-shot, val) | 68977 | 32 | 8221 | False | 291 ± 23 / 163 ± 39 | 3.62 | 62.16 ± 2.83 / 48.46 ± 3.31 | 27.56 ± 3.62 / 47.04 ± 4.06 | 0.59 ± 1.16 / 32.41 ± 0.74 | 0.00 ± 0.00 / 4.44 ± 0.39 | 12.10.0 | 12.10.0 | 12.10.0 | 12.10.0 |
NorwAI/NorwAI-Llama2-7B (few-shot) | 7033 | 68 | 4096 | True | 4,438 ± 1,128 / 1,028 ± 346 | 3.62 | 25.69 ± 1.43 / 25.95 ± 1.23 | 33.48 ± 2.83 / 47.14 ± 4.43 | 3.73 ± 1.14 / 44.43 ± 4.17 | 14.82 ± 2.69 / 35.50 ± 3.15 | 12.10.4 | 12.10.4 | 12.10.4 | 12.10.4 |
Qwen/Qwen1.5-1.8B (few-shot) | 1837 | 152 | 32768 | True | 5,666 ± 1,328 / 1,256 ± 408 | 3.70 | 9.23 ± 4.86 / 10.43 ± 3.83 | 38.30 ± 2.90 / 56.94 ± 2.83 | 0.39 ± 1.17 / 33.47 ± 0.34 | 16.67 ± 3.02 / 41.61 ± 3.00 | 12.5.2 | 10.0.1 | 12.1.0 | 12.1.0 |
dbmdz/bert-mini-historic-multilingual-cased | 12 | 32 | 512 | True | 47,122 ± 9,661 / 9,714 ± 3,152 | 3.80 | 38.71 ± 2.23 / 36.92 ± 1.95 | 34.21 ± 2.42 / 55.54 ± 1.69 | 1.59 ± 1.31 / 49.57 ± 1.09 | 0.00 ± 0.00 / 0.00 ± 0.00 | 12.10.0 | 12.10.0 | 12.10.0 | 12.10.0 |
seedboxai/KafkaLM-70B-German-V0.1 (few-shot, val) | 68977 | 32 | 4125 | True | 294 ± 21 / 168 ± 42 | 3.80 | 59.23 ± 2.95 / 52.06 ± 3.03 | -5.01 ± 4.03 / 18.00 ± 0.71 | 3.19 ± 4.99 / 37.63 ± 3.16 | 19.84 ± 2.17 / 56.60 ± 3.00 | 12.10.0 | 12.10.0 | 12.10.0 | 12.10.0 |
dbmdz/bert-tiny-historic-multilingual-cased | 5 | 32 | 512 | True | 78,027 ± 15,466 / 17,064 ± 5,335 | 3.86 | 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 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
3ebdola/Dialectal-Arabic-XLM-R-Base | 277 | 250 | 512 | True | 12,783 ± 2,537 / 2,712 ± 885 | 3.88 | 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 | 12.8.0 | 12.8.0 | 12.8.0 | 12.8.0 |
allenai/OLMo-7B-Twin-2T (few-shot) | 6888 | 50 | 2080 | True | 5,484 ± 1,125 / 1,317 ± 425 | 4.01 | 14.06 ± 5.31 / 12.90 ± 4.52 | 28.07 ± 6.33 / 38.61 ± 7.42 | 2.31 ± 1.88 / 44.45 ± 4.23 | 6.89 ± 2.35 / 17.95 ± 3.37 | 12.5.2 | 12.5.2 | 12.5.2 | 12.5.2 |
Qwen/Qwen1.5-0.5B-Chat (few-shot) | 620 | 152 | 32768 | False | 11,740 ± 3,000 / 2,209 ± 721 | 4.10 | 24.67 ± 0.99 / 23.98 ± 0.73 | 9.31 ± 2.97 / 21.50 ± 2.70 | 1.11 ± 1.69 / 37.88 ± 4.05 | 13.60 ± 1.60 / 29.10 ± 1.94 | 12.5.2 | 11.0.0 | 12.1.0 | 12.5.0 |
Qwen/Qwen1.5-0.5B (few-shot) | 620 | 152 | 32768 | True | 11,371 ± 2,924 / 2,122 ± 692 | 4.14 | 27.34 ± 1.95 / 24.46 ± 1.25 | 10.64 ± 5.31 / 26.79 ± 4.73 | 0.33 ± 1.20 / 35.20 ± 2.45 | 11.81 ± 2.10 / 27.38 ± 2.49 | 12.5.2 | 10.0.1 | 12.1.0 | 12.1.0 |
allenai/OLMo-1B (few-shot) | 1177 | 50 | 2080 | True | 8,536 ± 1,926 / 1,940 ± 619 | 4.26 | 21.46 ± 2.04 / 20.83 ± 1.63 | 21.03 ± 6.33 / 38.33 ± 7.79 | 0.13 ± 1.48 / 43.17 ± 4.90 | 0.71 ± 0.53 / 6.02 ± 1.37 | 12.5.2 | 12.1.0 | 12.1.0 | 12.1.0 |
fresh-xlm-roberta-base | 277 | 250 | 512 | True | 2,214 ± 94 / 1,494 ± 229 | 4.30 | 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 | 12.6.1 | 12.6.1 | 12.6.1 | 12.6.1 |
fresh-electra-small | 13 | 31 | 512 | True | 7,840 ± 1,538 / 3,024 ± 438 | 4.42 | 9.53 ± 0.71 / 9.93 ± 0.76 | 13.29 ± 8.29 / 29.94 ± 8.32 | -0.15 ± 0.77 / 33.37 ± 0.37 | 0.00 ± 0.00 / 0.00 ± 0.00 | 12.8.0 | 12.8.0 | 12.8.0 | 12.8.0 |
NorwAI/NorwAI-Mistral-7B-pretrain (few-shot) | 7537 | 68 | 4096 | True | 3,024 ± 496 / 909 ± 301 | 4.75 | 5.80 ± 1.56 / 5.41 ± 1.56 | 4.45 ± 1.73 / 29.26 ± 3.66 | -0.48 ± 1.33 / 43.09 ± 3.56 | 0.08 ± 0.12 / 4.02 ± 1.17 | 12.10.4 | 12.10.4 | 12.10.4 | 12.10.4 |
RJuro/kanelsnegl-v0.1 (few-shot) | 7242 | 32 | 541 | True | 5,847 ± 1,029 / 1,640 ± 525 | 4.91 | 0.00 ± 0.00 / 0.00 ± 0.00 | 0.00 ± 0.00 / 17.05 ± 0.35 | 0.00 ± 0.00 / 33.34 ± 0.31 | 0.00 ± 0.00 / 14.17 ± 0.79 | 12.10.0 | 12.10.0 | 12.10.0 | 12.10.0 |
ai-forever/mGPT (few-shot) | unknown | 100 | 2077 | True | 11,734 ± 3,124 / 2,174 ± 720 | 4.91 | 0.00 ± 0.00 / 0.00 ± 0.00 | 0.19 ± 1.24 / 17.20 ± 1.22 | -0.12 ± 0.91 / 36.65 ± 3.92 | 0.00 ± 0.00 / 1.29 ± 0.49 | 12.10.0 | 12.10.0 | 12.10.0 | 12.10.0 |