| microsoft/deberta-v3-large |
434 |
128 |
512 |
True |
2,521 ± 639 / 440 ± 143 |
1.09 |
91.88 ± 0.70 / 91.67 ± 0.56 |
64.04 ± 1.59 / 67.00 ± 1.56 |
75.10 ± 1.18 / 87.34 ± 0.67 |
74.47 ± 1.03 / 85.54 ± 0.79 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| microsoft/deberta-v3-base |
184 |
128 |
512 |
True |
5,367 ± 1,408 / 892 ± 292 |
1.28 |
91.57 ± 0.52 / 91.20 ± 0.41 |
61.66 ± 0.85 / 60.80 ± 2.63 |
68.74 ± 1.72 / 83.85 ± 1.05 |
68.69 ± 0.56 / 80.29 ± 0.36 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| google/electra-base-discriminator |
109 |
31 |
512 |
True |
9,977 ± 2,342 / 1,855 ± 603 |
1.39 |
89.83 ± 0.47 / 88.64 ± 0.50 |
63.55 ± 1.20 / 60.22 ± 2.49 |
67.87 ± 1.58 / 83.57 ± 0.86 |
58.27 ± 1.71 / 69.68 ± 1.34 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| FacebookAI/roberta-large |
354 |
50 |
512 |
True |
4,542 ± 1,120 / 845 ± 267 |
1.44 |
91.53 ± 0.85 / 91.21 ± 0.76 |
62.92 ± 1.84 / 62.60 ± 3.18 |
48.77 ± 15.71 / 71.46 ± 10.95 |
71.23 ± 0.84 / 81.98 ± 0.65 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| gpt-4-0613 (few-shot, val) |
unknown |
100 |
8191 |
True |
597 ± 197 / 93 ± 33 |
1.45 |
78.06 ± 2.73 / 70.76 ± 3.80 |
69.06 ± 2.20 / 76.04 ± 1.60 |
55.76 ± 3.84 / 76.34 ± 1.44 |
67.35 ± 1.98 / 85.76 ± 0.77 |
12.2.0 |
12.1.0 |
12.2.0 |
12.2.0 |
| intfloat/multilingual-e5-large |
560 |
250 |
512 |
True |
6,732 ± 1,273 / 1,633 ± 523 |
1.48 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| FacebookAI/roberta-base |
124 |
50 |
512 |
True |
13,354 ± 3,334 / 2,451 ± 777 |
1.51 |
91.00 ± 0.40 / 90.70 ± 0.31 |
59.54 ± 1.98 / 59.76 ± 3.06 |
57.29 ± 2.88 / 77.93 ± 1.57 |
62.75 ± 0.77 / 73.75 ± 0.74 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| microsoft/mdeberta-v3-base |
278 |
251 |
512 |
True |
20,637 ± 3,925 / 4,497 ± 1,502 |
1.52 |
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 |
| google-bert/bert-large-cased |
333 |
29 |
512 |
True |
5,051 ± 981 / 1,147 ± 372 |
1.54 |
89.84 ± 0.48 / 89.25 ± 0.46 |
58.19 ± 1.32 / 58.14 ± 1.69 |
63.62 ± 1.90 / 80.92 ± 1.03 |
55.17 ± 0.92 / 67.33 ± 0.89 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| meta-llama/Meta-Llama-3-70B (few-shot, val) |
70554 |
128 |
8192 |
True |
312 ± 55 / 177 ± 51 |
1.55 |
79.06 ± 2.34 / 74.41 ± 2.24 |
65.53 ± 2.61 / 68.71 ± 2.08 |
46.28 ± 4.01 / 72.38 ± 2.33 |
75.20 ± 1.68 / 86.90 ± 1.14 |
12.7.0 |
12.7.0 |
12.7.0 |
12.7.0 |
| VAGOsolutions/SauerkrautLM-7b-LaserChat (few-shot) |
7242 |
32 |
8192 |
False |
2,387 ± 456 / 717 ± 226 |
1.56 |
71.91 ± 1.16 / 62.61 ± 2.72 |
69.68 ± 0.91 / 69.92 ± 0.73 |
46.89 ± 2.30 / 72.87 ± 1.01 |
76.21 ± 1.03 / 89.02 ± 0.61 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| AI-Sweden-Models/roberta-large-1160k |
354 |
50 |
512 |
True |
5,741 ± 987 / 1,554 ± 494 |
1.57 |
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 |
| google/rembert |
575 |
250 |
512 |
True |
11,736 ± 2,822 / 2,102 ± 677 |
1.57 |
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 |
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 |
1.61 |
71.81 ± 1.02 / 59.93 ± 2.52 |
69.98 ± 1.00 / 69.79 ± 0.76 |
45.34 ± 2.51 / 72.10 ± 1.10 |
72.49 ± 1.57 / 87.51 ± 0.74 |
12.5.2 |
12.5.2 |
12.5.2 |
12.5.2 |
| AI-Sweden-Models/roberta-large-1350k |
354 |
50 |
512 |
True |
5,744 ± 969 / 1,539 ± 492 |
1.63 |
89.48 ± 0.86 / 89.32 ± 0.69 |
51.88 ± 6.25 / 56.03 ± 4.61 |
50.69 ± 4.90 / 73.54 ± 2.97 |
69.46 ± 1.02 / 80.82 ± 0.75 |
10.0.1 |
10.0.1 |
10.0.1 |
10.0.1 |
| google-bert/bert-large-uncased |
334 |
31 |
512 |
True |
4,711 ± 1,074 / 933 ± 302 |
1.65 |
88.80 ± 0.53 / 87.48 ± 0.71 |
57.94 ± 1.17 / 58.50 ± 2.31 |
59.27 ± 2.55 / 79.17 ± 1.35 |
52.38 ± 0.93 / 63.79 ± 1.19 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| upstage/SOLAR-10.7B-v1.0 (few-shot) |
10732 |
32 |
4096 |
True |
3,780 ± 906 / 799 ± 261 |
1.66 |
69.50 ± 1.14 / 63.41 ± 0.77 |
70.01 ± 0.93 / 59.77 ± 0.59 |
41.35 ± 2.01 / 70.11 ± 0.82 |
76.79 ± 0.43 / 89.35 ± 0.19 |
12.5.3 |
12.5.3 |
12.5.3 |
12.5.3 |
| VAGOsolutions/FC-SauerkrautLM-7b-beta (few-shot) |
unknown |
32 |
8192 |
False |
2,160 ± 514 / 668 ± 256 |
1.70 |
70.15 ± 0.85 / 60.29 ± 2.28 |
69.36 ± 0.87 / 67.37 ± 0.89 |
37.09 ± 2.04 / 68.05 ± 1.30 |
77.39 ± 1.14 / 89.74 ± 0.41 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| intfloat/multilingual-e5-base |
278 |
250 |
512 |
True |
14,965 ± 2,890 / 3,322 ± 1,074 |
1.70 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
| meta-llama/Llama-2-70b-hf (few-shot, val) |
68977 |
32 |
4221 |
True |
1,892 ± 650 / 318 ± 105 |
1.70 |
72.38 ± 1.28 / 66.44 ± 1.74 |
60.98 ± 2.19 / 68.64 ± 2.17 |
43.12 ± 5.21 / 70.12 ± 2.87 |
74.50 ± 3.41 / 86.22 ± 1.70 |
12.7.0 |
12.7.0 |
12.7.0 |
12.7.0 |
| distilbert/distilroberta-base |
82 |
50 |
512 |
True |
17,448 ± 4,387 / 3,147 ± 998 |
1.75 |
90.04 ± 0.53 / 89.35 ± 0.53 |
56.08 ± 1.30 / 57.56 ± 1.96 |
54.90 ± 2.47 / 76.59 ± 1.47 |
49.36 ± 1.22 / 59.73 ± 1.02 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| gpt-3.5-turbo-0613 (few-shot, val) |
unknown |
100 |
4095 |
True |
921 ± 293 / 113 ± 37 |
1.76 |
71.48 ± 2.47 / 69.71 ± 1.59 |
66.41 ± 2.66 / 68.72 ± 1.87 |
41.43 ± 2.57 / 70.34 ± 1.35 |
67.90 ± 1.61 / 85.57 ± 0.84 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| setu4993/LaBSE |
471 |
501 |
512 |
True |
25,418 ± 6,435 / 4,536 ± 1,452 |
1.77 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| google-bert/bert-base-uncased |
109 |
31 |
512 |
True |
10,296 ± 2,425 / 1,918 ± 624 |
1.81 |
87.62 ± 0.60 / 86.68 ± 0.57 |
54.01 ± 1.49 / 54.63 ± 2.14 |
56.97 ± 2.20 / 77.43 ± 1.23 |
42.37 ± 2.12 / 53.78 ± 2.04 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| meta-llama/Meta-Llama-3-70B-Instruct (few-shot, val) |
70554 |
128 |
8317 |
True |
1,673 ± 583 / 275 ± 85 |
1.85 |
81.30 ± 1.35 / 76.64 ± 1.77 |
66.18 ± 2.04 / 72.85 ± 1.27 |
38.10 ± 2.32 / 68.58 ± 1.40 |
53.31 ± 3.61 / 77.76 ± 1.59 |
12.7.0 |
12.7.0 |
12.7.0 |
12.7.0 |
| 152334H/miqu-1-70b-sf (few-shot, val) |
68977 |
32 |
32889 |
True |
2,126 ± 676 / 319 ± 104 |
1.86 |
71.83 ± 1.48 / 65.37 ± 1.62 |
62.99 ± 3.04 / 69.81 ± 1.86 |
39.97 ± 3.89 / 69.38 ± 1.87 |
64.42 ± 3.17 / 80.97 ± 1.54 |
12.7.0 |
12.7.0 |
12.7.0 |
12.7.0 |
| FacebookAI/xlm-roberta-large |
559 |
250 |
512 |
True |
17,897 ± 3,921 / 3,463 ± 1,141 |
1.86 |
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 |
| google/electra-large-discriminator |
334 |
31 |
512 |
True |
4,700 ± 1,068 / 930 ± 301 |
1.86 |
67.87 ± 20.05 / 67.30 ± 19.58 |
48.08 ± 14.91 / 53.81 ± 10.11 |
55.46 ± 13.66 / 75.80 ± 8.43 |
70.66 ± 0.80 / 81.84 ± 0.57 |
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 |
1.88 |
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 |
9.1.2 |
9.1.2 |
9.1.2 |
12.5.1 |
| alpindale/Mistral-7B-v0.2-hf (few-shot) |
7242 |
32 |
32768 |
True |
1,841 ± 297 / 651 ± 193 |
1.94 |
61.02 ± 2.70 / 55.57 ± 2.50 |
67.10 ± 0.81 / 70.66 ± 0.76 |
29.82 ± 5.18 / 62.86 ± 4.72 |
73.50 ± 1.67 / 84.26 ± 1.30 |
12.5.2 |
12.5.2 |
12.5.2 |
12.5.2 |
| meta-llama/Meta-Llama-3-8B-Instruct (few-shot) |
8030 |
128 |
8192 |
True |
4,909 ± 1,215 / 978 ± 319 |
1.94 |
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 |
| VAGOsolutions/SauerkrautLM-7b-HerO (few-shot, val) |
7242 |
32 |
32768 |
False |
2,477 ± 467 / 744 ± 232 |
1.96 |
69.26 ± 2.17 / 57.48 ± 2.92 |
68.63 ± 2.65 / 73.31 ± 1.74 |
29.87 ± 3.02 / 63.64 ± 1.60 |
60.92 ± 2.44 / 80.40 ± 1.26 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| meta-llama/Llama-2-70b-chat-hf (few-shot, val) |
68977 |
32 |
4221 |
True |
1,979 ± 621 / 320 ± 105 |
1.96 |
72.80 ± 1.65 / 64.88 ± 3.12 |
63.76 ± 2.53 / 71.14 ± 1.90 |
28.37 ± 4.76 / 62.85 ± 3.04 |
64.70 ± 2.69 / 81.80 ± 1.41 |
12.7.0 |
12.7.0 |
12.7.0 |
12.7.0 |
| meta-llama/Meta-Llama-3-8B (few-shot) |
8030 |
128 |
8192 |
True |
4,687 ± 1,121 / 967 ± 313 |
1.96 |
66.31 ± 2.09 / 58.68 ± 1.95 |
64.30 ± 0.65 / 69.26 ± 0.50 |
28.18 ± 3.96 / 58.97 ± 4.03 |
70.38 ± 3.51 / 82.95 ± 2.38 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| robinsmits/Qwen1.5-7B-Dutch-Chat-Sft-Bf16 (few-shot) |
7719 |
152 |
32768 |
False |
2,413 ± 463 / 700 ± 220 |
1.96 |
67.52 ± 1.19 / 59.09 ± 2.64 |
63.10 ± 1.92 / 70.11 ± 0.80 |
37.75 ± 2.52 / 67.53 ± 1.75 |
64.88 ± 1.60 / 82.23 ± 0.72 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| occiglot/occiglot-7b-de-en-instruct (few-shot) |
7242 |
32 |
32768 |
False |
1,584 ± 217 / 635 ± 178 |
2.01 |
60.90 ± 3.17 / 53.69 ± 2.67 |
66.54 ± 1.42 / 69.26 ± 0.83 |
23.60 ± 3.72 / 57.65 ± 4.08 |
75.14 ± 1.51 / 87.25 ± 0.61 |
12.5.2 |
12.3.1 |
12.3.1 |
12.4.0 |
| timpal0l/Mistral-7B-v0.1-flashback-v2 (few-shot) |
7242 |
32 |
32768 |
True |
5,054 ± 1,200 / 1,056 ± 339 |
2.05 |
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 |
| RuterNorway/Llama-2-13b-chat-norwegian (few-shot) |
unknown |
32 |
4096 |
False |
7,778 ± 1,755 / 1,703 ± 552 |
2.06 |
64.93 ± 2.24 / 57.95 ± 1.24 |
64.14 ± 1.61 / 68.00 ± 1.67 |
28.08 ± 3.86 / 62.71 ± 2.98 |
62.09 ± 1.68 / 79.57 ± 0.96 |
9.3.1 |
9.3.1 |
9.3.1 |
9.3.1 |
| google-bert/bert-base-multilingual-cased |
177 |
120 |
512 |
True |
14,083 ± 3,264 / 2,738 ± 889 |
2.07 |
89.32 ± 0.47 / 88.95 ± 0.35 |
41.89 ± 1.50 / 47.23 ± 0.75 |
38.34 ± 12.84 / 67.51 ± 6.66 |
55.19 ± 1.66 / 66.42 ± 1.46 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| occiglot/occiglot-7b-de-en (few-shot) |
7242 |
32 |
32768 |
True |
1,992 ± 319 / 706 ± 211 |
2.07 |
56.07 ± 4.01 / 51.66 ± 3.99 |
65.29 ± 1.43 / 69.38 ± 0.73 |
25.78 ± 2.57 / 61.50 ± 2.24 |
73.13 ± 4.05 / 83.85 ± 2.69 |
12.3.2 |
12.3.1 |
12.3.1 |
12.3.1 |
| 01-ai/Yi-6B (few-shot) |
6061 |
64 |
4096 |
True |
2,786 ± 532 / 784 ± 250 |
2.08 |
52.70 ± 2.29 / 48.83 ± 2.24 |
68.66 ± 0.92 / 58.34 ± 0.37 |
25.29 ± 4.29 / 54.31 ± 5.45 |
75.89 ± 1.84 / 85.86 ± 1.03 |
9.3.2 |
10.0.0 |
10.0.0 |
12.5.1 |
| senseable/WestLake-7B-v2 (few-shot) |
7242 |
32 |
32768 |
False |
5,993 ± 1,028 / 1,742 ± 561 |
2.08 |
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 |
| mistralai/Mistral-7B-Instruct-v0.1 (few-shot) |
7242 |
32 |
32768 |
False |
5,443 ± 1,273 / 1,144 ± 364 |
2.09 |
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 |
| cstr/Spaetzle-v8-7b (few-shot, val) |
7242 |
32 |
32768 |
False |
5,980 ± 1,031 / 1,714 ± 552 |
2.10 |
69.40 ± 1.47 / 54.63 ± 3.27 |
65.39 ± 2.32 / 73.11 ± 1.62 |
26.69 ± 3.88 / 62.82 ± 2.19 |
49.74 ± 2.61 / 75.27 ± 0.99 |
12.5.2 |
12.5.2 |
12.5.2 |
12.5.2 |
| mlabonne/NeuralBeagle14-7B (few-shot, val) |
7242 |
32 |
8192 |
False |
2,549 ± 472 / 784 ± 245 |
2.10 |
69.16 ± 2.80 / 57.28 ± 2.82 |
63.85 ± 2.16 / 72.40 ± 1.71 |
28.40 ± 3.60 / 62.70 ± 1.51 |
52.69 ± 2.21 / 76.37 ± 1.27 |
9.3.2 |
9.3.2 |
9.3.2 |
12.5.2 |
| danish-foundation-models/munin-7b-v0.1dev0 (few-shot) |
7242 |
32 |
8192 |
True |
6,113 ± 1,044 / 1,790 ± 579 |
2.11 |
56.38 ± 2.95 / 50.80 ± 2.82 |
66.04 ± 1.68 / 65.21 ± 1.48 |
22.15 ± 3.57 / 57.71 ± 4.24 |
71.32 ± 1.41 / 83.70 ± 0.93 |
12.5.2 |
12.5.0 |
12.5.0 |
12.5.0 |
| ZurichNLP/unsup-simcse-xlm-roberta-base |
277 |
250 |
512 |
True |
34,520 ± 7,443 / 6,730 ± 2,224 |
2.13 |
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 |
12.6.1 |
| distilbert/distilbert-base-cased |
65 |
29 |
512 |
True |
19,667 ± 3,904 / 4,323 ± 1,422 |
2.13 |
84.75 ± 0.61 / 84.65 ± 0.45 |
50.94 ± 1.56 / 53.60 ± 2.13 |
53.47 ± 1.86 / 75.70 ± 1.27 |
24.93 ± 1.75 / 35.60 ± 2.05 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| Qwen/Qwen1.5-4B-Chat (few-shot) |
3950 |
152 |
32768 |
False |
4,347 ± 893 / 1,135 ± 365 |
2.14 |
58.56 ± 1.99 / 54.14 ± 2.01 |
59.62 ± 1.29 / 68.55 ± 0.56 |
28.55 ± 3.97 / 60.49 ± 4.25 |
70.04 ± 0.89 / 82.09 ± 0.84 |
12.5.2 |
10.0.1 |
12.1.0 |
12.5.2 |
| occiglot/occiglot-7b-eu5-instruct (few-shot) |
7242 |
32 |
32768 |
False |
2,088 ± 352 / 706 ± 214 |
2.14 |
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 |
| Qwen/Qwen1.5-4B (few-shot) |
3950 |
152 |
32768 |
True |
3,248 ± 739 / 761 ± 252 |
2.15 |
55.45 ± 1.61 / 49.72 ± 1.27 |
60.55 ± 1.54 / 68.53 ± 0.71 |
28.60 ± 3.36 / 60.31 ± 4.06 |
70.49 ± 0.74 / 82.68 ± 0.52 |
12.5.2 |
10.0.1 |
12.1.0 |
12.1.0 |
| Twitter/twhin-bert-large |
562 |
250 |
512 |
True |
9,707 ± 1,664 / 2,549 ± 831 |
2.16 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| meta-llama/Llama-2-7b-chat-hf (few-shot) |
6738 |
32 |
4096 |
False |
2,643 ± 455 / 800 ± 247 |
2.20 |
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 |
| meta-llama/Llama-2-7b-hf (few-shot) |
6738 |
32 |
4096 |
True |
2,648 ± 467 / 799 ± 250 |
2.20 |
55.27 ± 2.79 / 50.25 ± 2.12 |
65.16 ± 1.21 / 66.86 ± 1.32 |
20.43 ± 3.69 / 55.98 ± 4.88 |
69.82 ± 2.49 / 81.43 ± 1.73 |
9.2.0 |
9.2.0 |
9.2.0 |
12.5.1 |
| mistralai/Mistral-7B-Instruct-v0.2 (few-shot) |
7242 |
32 |
32768 |
False |
2,538 ± 415 / 821 ± 253 |
2.20 |
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 |
9.3.1 |
9.2.0 |
9.3.1 |
12.4.0 |
| mlabonne/AlphaMonarch-7B (few-shot, val) |
7242 |
32 |
8192 |
False |
5,340 ± 1,262 / 1,157 ± 375 |
2.20 |
69.19 ± 2.03 / 55.64 ± 3.53 |
63.77 ± 2.55 / 71.13 ± 1.83 |
28.43 ± 3.97 / 62.28 ± 1.86 |
44.39 ± 2.68 / 71.79 ± 1.25 |
12.5.2 |
12.5.2 |
12.5.2 |
12.5.2 |
| occiglot/occiglot-7b-eu5 (few-shot) |
7242 |
32 |
32768 |
True |
2,219 ± 427 / 717 ± 224 |
2.25 |
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 |
| microsoft/phi-2 (few-shot) |
2780 |
51 |
2048 |
True |
3,472 ± 885 / 728 ± 239 |
2.35 |
49.16 ± 3.09 / 43.10 ± 2.58 |
62.41 ± 1.51 / 67.24 ± 1.18 |
12.31 ± 2.96 / 48.73 ± 5.08 |
75.79 ± 1.88 / 86.40 ± 1.10 |
12.5.2 |
12.2.0 |
12.0.0 |
12.0.0 |
| Rijgersberg/GEITje-7B (few-shot) |
7242 |
32 |
32768 |
True |
10,401 ± 2,529 / 2,123 ± 690 |
2.36 |
53.39 ± 2.97 / 47.76 ± 2.67 |
65.21 ± 1.35 / 65.73 ± 1.61 |
12.63 ± 2.60 / 50.10 ± 3.87 |
65.74 ± 2.31 / 77.95 ± 1.84 |
9.3.1 |
9.3.1 |
9.3.1 |
9.3.1 |
| sentence-transformers/paraphrase-xlm-r-multilingual-v1 |
278 |
250 |
512 |
True |
20,154 ± 4,438 / 3,890 ± 1,256 |
2.36 |
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 |
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 |
2.36 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| Twitter/twhin-bert-base |
279 |
250 |
512 |
True |
11,514 ± 2,041 / 2,862 ± 918 |
2.37 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
| cardiffnlp/twitter-xlm-roberta-base |
277 |
250 |
512 |
True |
34,475 ± 7,465 / 6,712 ± 2,223 |
2.40 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| distilbert/distilbert-base-multilingual-cased |
135 |
120 |
512 |
True |
26,355 ± 5,946 / 5,266 ± 1,714 |
2.44 |
87.70 ± 0.68 / 87.67 ± 0.59 |
36.48 ± 3.00 / 45.07 ± 1.32 |
40.79 ± 2.42 / 68.71 ± 2.04 |
29.00 ± 0.89 / 40.37 ± 0.77 |
0.0.0 |
0.0.0 |
0.0.0 |
0.0.0 |
| AI-Sweden-Models/gpt-sw3-20b-instruct (few-shot) |
20918 |
64 |
2048 |
True |
1,831 ± 587 / 268 ± 90 |
2.50 |
39.21 ± 1.52 / 34.08 ± 1.88 |
65.58 ± 1.59 / 57.86 ± 1.13 |
7.82 ± 1.43 / 51.19 ± 1.75 |
72.25 ± 2.19 / 83.08 ± 1.30 |
9.3.1 |
9.3.1 |
9.3.1 |
9.3.1 |
| Geotrend/distilbert-base-25lang-cased |
109 |
85 |
512 |
True |
26,099 ± 5,881 / 5,178 ± 1,665 |
2.50 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| AI-Sweden-Models/gpt-sw3-20b (few-shot) |
20918 |
64 |
2048 |
True |
4,880 ± 1,052 / 1,181 ± 380 |
2.51 |
45.86 ± 3.18 / 40.23 ± 2.41 |
62.08 ± 3.29 / 55.11 ± 1.68 |
6.62 ± 2.43 / 48.79 ± 3.77 |
65.29 ± 1.81 / 77.71 ± 0.98 |
9.3.1 |
9.3.1 |
9.3.1 |
9.3.1 |
| Qwen/Qwen1.5-1.8B (few-shot) |
1837 |
152 |
32768 |
True |
5,666 ± 1,328 / 1,256 ± 408 |
2.56 |
37.22 ± 3.24 / 34.07 ± 3.11 |
64.34 ± 1.18 / 62.90 ± 1.36 |
15.30 ± 1.17 / 55.67 ± 1.16 |
64.41 ± 1.29 / 75.79 ± 0.97 |
12.5.2 |
10.0.1 |
12.1.0 |
12.1.0 |
| Qwen/Qwen1.5-1.8B-Chat (few-shot) |
1837 |
152 |
32768 |
False |
8,304 ± 1,846 / 1,933 ± 617 |
2.73 |
40.89 ± 2.63 / 37.44 ± 2.39 |
55.33 ± 1.77 / 64.53 ± 0.70 |
11.23 ± 1.81 / 52.85 ± 2.65 |
60.69 ± 1.44 / 74.24 ± 0.82 |
12.5.2 |
11.0.0 |
12.1.0 |
12.5.0 |
| allenai/OLMo-7B (few-shot) |
6888 |
50 |
2176 |
True |
5,403 ± 1,133 / 1,294 ± 423 |
2.77 |
38.23 ± 3.10 / 36.38 ± 2.60 |
60.70 ± 1.80 / 66.82 ± 1.12 |
-0.19 ± 2.28 / 38.77 ± 3.32 |
61.93 ± 1.98 / 73.71 ± 1.57 |
12.5.2 |
12.5.2 |
12.5.2 |
12.5.2 |
| google/gemma-2b (few-shot) |
2506 |
256 |
8192 |
True |
6,087 ± 1,046 / 1,902 ± 563 |
2.80 |
19.65 ± 5.96 / 18.64 ± 5.49 |
62.14 ± 1.16 / 67.81 ± 0.65 |
8.30 ± 1.63 / 45.01 ± 3.82 |
66.30 ± 1.42 / 77.75 ± 0.63 |
12.5.2 |
12.1.0 |
12.1.0 |
12.1.0 |
| VAGOsolutions/SauerkrautLM-Gemma-2b (few-shot) |
2506 |
256 |
8192 |
False |
3,607 ± 565 / 1,212 ± 349 |
2.83 |
23.28 ± 6.45 / 21.81 ± 5.61 |
61.91 ± 2.08 / 67.80 ± 1.12 |
6.92 ± 2.36 / 44.29 ± 3.87 |
64.68 ± 1.06 / 76.60 ± 0.51 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| allenai/OLMo-7B-Twin-2T (few-shot) |
6888 |
50 |
2176 |
True |
5,484 ± 1,125 / 1,317 ± 425 |
2.87 |
25.36 ± 8.05 / 24.05 ± 7.34 |
56.91 ± 2.41 / 66.15 ± 1.54 |
7.10 ± 2.89 / 49.36 ± 4.03 |
58.60 ± 5.37 / 70.37 ± 4.71 |
12.5.2 |
12.5.2 |
12.5.2 |
12.5.2 |
| google/gemma-2b-it (few-shot) |
2506 |
256 |
8192 |
False |
6,471 ± 1,142 / 1,961 ± 584 |
2.87 |
40.05 ± 2.56 / 33.77 ± 1.94 |
48.83 ± 1.00 / 60.88 ± 0.70 |
5.83 ± 1.52 / 50.74 ± 1.73 |
63.77 ± 1.40 / 76.59 ± 0.77 |
12.5.2 |
12.1.0 |
12.1.0 |
12.4.0 |
| microsoft/xlm-align-base |
277 |
250 |
512 |
True |
14,744 ± 2,870 / 3,265 ± 1,053 |
2.88 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| LumiOpen/Viking-13B (few-shot) |
14030 |
131 |
4224 |
True |
3,480 ± 727 / 822 ± 274 |
2.91 |
47.70 ± 2.71 / 44.98 ± 2.69 |
51.87 ± 6.35 / 49.40 ± 3.66 |
0.14 ± 1.67 / 46.80 ± 2.63 |
50.83 ± 1.05 / 61.39 ± 1.03 |
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 |
2.99 |
33.86 ± 2.16 / 32.80 ± 2.21 |
55.41 ± 2.17 / 54.48 ± 1.65 |
1.15 ± 1.81 / 34.47 ± 1.12 |
53.34 ± 1.21 / 64.09 ± 1.26 |
12.5.2 |
11.0.0 |
12.1.0 |
12.5.0 |
| sentence-transformers/distilbert-multilingual-nli-stsb-quora-ranking |
135 |
120 |
512 |
True |
33,753 ± 8,349 / 5,937 ± 1,946 |
3.00 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| sentence-transformers/quora-distilbert-multilingual |
135 |
120 |
512 |
True |
26,458 ± 5,992 / 5,274 ± 1,731 |
3.00 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| Qwen/Qwen1.5-0.5B (few-shot) |
620 |
152 |
32768 |
True |
11,371 ± 2,924 / 2,122 ± 692 |
3.03 |
37.51 ± 1.56 / 33.24 ± 2.24 |
57.15 ± 2.35 / 52.82 ± 1.40 |
2.94 ± 2.00 / 44.53 ± 3.65 |
42.57 ± 1.97 / 55.17 ± 1.29 |
12.5.2 |
10.0.1 |
12.1.0 |
12.1.0 |
| sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 |
118 |
250 |
512 |
True |
29,201 ± 6,282 / 6,045 ± 2,027 |
3.03 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| allenai/OLMo-1B (few-shot) |
1177 |
50 |
2176 |
True |
8,536 ± 1,926 / 1,940 ± 619 |
3.05 |
26.47 ± 6.25 / 28.27 ± 5.35 |
60.05 ± 3.94 / 56.18 ± 1.90 |
0.72 ± 1.90 / 42.84 ± 3.50 |
43.87 ± 2.49 / 55.59 ± 2.44 |
12.5.2 |
12.1.0 |
12.1.0 |
12.1.0 |
| EuropeanParliament/EUBERT |
94 |
66 |
512 |
True |
20,070 ± 3,977 / 4,400 ± 1,435 |
3.06 |
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 |
| dbmdz/bert-base-historic-multilingual-cased |
111 |
32 |
512 |
True |
20,047 ± 4,407 / 3,844 ± 1,259 |
3.09 |
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 |
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 |
3.35 |
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 |
| sentence-transformers/distiluse-base-multilingual-cased |
135 |
120 |
512 |
True |
19,206 ± 4,451 / 3,658 ± 1,187 |
3.35 |
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 |
| sentence-transformers/distiluse-base-multilingual-cased-v1 |
135 |
120 |
512 |
True |
34,042 ± 8,482 / 5,951 ± 1,950 |
3.40 |
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 |
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 |
3.55 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
| RuterNorway/Llama-2-7b-chat-norwegian (few-shot) |
unknown |
32 |
4096 |
False |
10,890 ± 2,686 / 2,186 ± 750 |
3.76 |
18.69 ± 7.23 / 18.50 ± 6.51 |
21.95 ± 6.30 / 33.38 ± 4.79 |
0.01 ± 1.91 / 39.40 ± 3.94 |
36.51 ± 2.07 / 50.66 ± 1.90 |
9.3.1 |
9.3.1 |
9.3.1 |
12.5.2 |
| 3ebdola/Dialectal-Arabic-XLM-R-Base |
277 |
250 |
512 |
True |
12,783 ± 2,537 / 2,712 ± 885 |
3.81 |
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 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| fresh-xlm-roberta-base |
277 |
250 |
512 |
True |
2,214 ± 94 / 1,494 ± 229 |
4.29 |
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 |
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 |
4.36 |
30.77 ± 0.92 / 30.14 ± 1.03 |
0.58 ± 1.45 / 20.82 ± 1.74 |
-0.17 ± 0.47 / 37.18 ± 3.93 |
0.46 ± 0.14 / 6.16 ± 0.24 |
12.6.1 |
12.6.1 |
12.6.1 |
12.6.1 |
| ai-forever/mGPT (few-shot) |
unknown |
100 |
1024 |
True |
13,551 ± 4,259 / 2,563 ± 838 |
4.64 |
1.55 ± 1.98 / 1.45 ± 1.82 |
3.71 ± 3.16 / 22.09 ± 2.08 |
-0.42 ± 1.56 / 40.58 ± 3.74 |
5.58 ± 3.10 / 11.12 ± 4.66 |
9.3.1 |
10.0.1 |
11.0.0 |
12.5.1 |
| RJuro/kanelsnegl-v0.1 (few-shot) |
7242 |
32 |
512 |
True |
9,757 ± 2,047 / 2,200 ± 705 |
4.76 |
0.00 ± 0.00 / 0.00 ± 0.00 |
0.00 ± 0.00 / 19.61 ± 0.22 |
0.41 ± 0.55 / 33.46 ± 0.37 |
0.00 ± 0.00 / 3.68 ± 0.43 |
9.3.1 |
9.3.1 |
9.3.1 |
12.5.1 |