|
NbAiLab/nb-bert-base |
178 |
120 |
512 |
1.92 ± 0.02 |
|
|
|
|
|
|
|
|
83.08 ± 0.86 / 85.34 ± 1.10 |
46.32 ± 1.22 / 64.13 ± 0.85 |
66.41 ± 1.89 / 82.44 ± 1.42 |
45.41 ± 1.77 / 49.42 ± 1.72 |
89.36 ± 0.86 / 93.01 ± 0.68 |
84.38 ± 0.81 / 88.43 ± 0.78 |
60.84 ± 1.48 / 72.16 ± 1.38 |
73.89 ± 1.31 / 86.19 ± 0.93 |
72.10 ± 2.07 / 85.37 ± 1.33 |
42.74 ± 1.83 / 47.31 ± 1.87 |
75.35 ± 0.88 / 80.38 ± 0.99 |
71.21 ± 1.11 / 67.49 ± 2.90 |
64.03 ± 1.94 / 81.39 ± 1.29 |
42.61 ± 2.04 / 46.73 ± 1.80 |
|
pere/roberta-base-exp-8 |
278 |
250 |
512 |
1.90 ± 0.03 |
|
|
|
|
|
|
|
|
80.70 ± 0.75 / 83.17 ± 0.71 |
49.66 ± 0.99 / 66.21 ± 0.72 |
60.13 ± 13.57 / 78.92 ± 6.96 |
41.92 ± 2.65 / 45.68 ± 2.57 |
86.13 ± 1.08 / 88.99 ± 0.96 |
78.66 ± 1.85 / 82.99 ± 1.53 |
57.37 ± 1.31 / 70.45 ± 1.13 |
69.92 ± 2.01 / 83.51 ± 1.33 |
70.05 ± 1.76 / 84.13 ± 1.17 |
40.55 ± 2.53 / 45.32 ± 2.29 |
67.31 ± 3.11 / 73.44 ± 2.81 |
73.63 ± 1.53 / 68.42 ± 4.24 |
58.91 ± 17.49 / 77.13 ± 10.99 |
41.58 ± 0.99 / 46.09 ± 0.99 |
|
xlm-roberta-base |
278 |
250 |
512 |
1.93 ± 0.02 |
|
|
|
|
|
|
|
|
83.21 ± 0.69 / 84.95 ± 0.76 |
47.00 ± 2.24 / 64.25 ± 1.84 |
62.44 ± 2.23 / 80.48 ± 1.45 |
42.40 ± 2.03 / 46.87 ± 2.14 |
87.15 ± 0.66 / 89.55 ± 0.56 |
78.22 ± 3.18 / 81.94 ± 2.84 |
53.23 ± 2.59 / 65.99 ± 3.76 |
66.60 ± 2.68 / 82.12 ± 1.77 |
36.19 ± 15.09 / 65.08 ± 10.44 |
41.41 ± 2.97 / 46.52 ± 2.96 |
71.92 ± 1.86 / 78.21 ± 1.82 |
73.38 ± 2.23 / 68.86 ± 4.82 |
62.55 ± 9.85 / 79.88 ± 6.47 |
42.61 ± 2.73 / 47.66 ± 2.84 |
|
vesteinn/ScandiBERT |
124 |
50 |
512 |
1.90 ± 0.02 |
|
|
|
|
|
|
|
|
82.95 ± 1.10 / 84.55 ± 1.27 |
47.61 ± 1.40 / 65.02 ± 1.06 |
61.51 ± 7.24 / 79.84 ± 4.00 |
33.63 ± 3.31 / 37.61 ± 3.24 |
88.74 ± 0.88 / 91.35 ± 0.72 |
81.18 ± 1.55 / 84.78 ± 1.36 |
48.38 ± 3.15 / 57.53 ± 5.42 |
62.43 ± 13.74 / 78.73 ± 9.87 |
66.78 ± 3.05 / 82.50 ± 1.82 |
38.57 ± 1.69 / 43.17 ± 1.68 |
74.25 ± 0.88 / 80.45 ± 0.53 |
71.21 ± 1.00 / 64.47 ± 3.23 |
67.39 ± 2.68 / 82.65 ± 1.81 |
40.91 ± 2.41 / 45.52 ± 2.35 |
|
ltg/norbert2 |
125 |
50 |
512 |
1.49 ± 0.04 |
|
|
|
|
|
|
|
|
79.82 ± 0.49 / 81.40 ± 0.63 |
39.43 ± 0.70 / 59.43 ± 0.58 |
50.76 ± 8.45 / 74.57 ± 4.53 |
42.41 ± 1.47 / 47.05 ± 1.53 |
87.36 ± 0.53 / 90.29 ± 0.44 |
82.87 ± 0.96 / 86.56 ± 0.80 |
59.11 ± 1.55 / 71.03 ± 1.57 |
70.08 ± 1.57 / 83.73 ± 0.90 |
66.37 ± 1.22 / 82.38 ± 0.79 |
44.29 ± 1.27 / 49.15 ± 1.36 |
60.58 ± 0.99 / 65.97 ± 0.77 |
66.75 ± 0.88 / 65.54 ± 2.07 |
35.67 ± 2.41 / 66.12 ± 1.31 |
38.62 ± 1.02 / 43.24 ± 1.00 |
|
cardiffnlp/twitter-xlm-roberta-base |
278 |
250 |
512 |
1.91 ± 0.01 |
|
|
|
|
|
|
|
|
79.64 ± 0.79 / 81.61 ± 0.61 |
45.30 ± 2.03 / 63.22 ± 1.47 |
51.74 ± 2.53 / 74.31 ± 1.94 |
34.45 ± 3.71 / 39.04 ± 3.65 |
85.32 ± 0.94 / 87.70 ± 0.66 |
77.41 ± 1.57 / 81.41 ± 1.46 |
48.34 ± 2.10 / 60.68 ± 3.61 |
55.30 ± 2.89 / 75.77 ± 1.87 |
37.46 ± 2.69 / 67.68 ± 1.66 |
40.55 ± 3.63 / 45.20 ± 3.33 |
67.03 ± 1.55 / 72.49 ± 1.68 |
70.69 ± 1.08 / 67.03 ± 3.40 |
56.60 ± 3.25 / 76.70 ± 2.48 |
40.22 ± 1.78 / 45.25 ± 1.68 |
|
Geotrend/bert-base-en-fr-de-no-da-cased |
118 |
42 |
512 |
1.93 ± 0.01 |
|
|
|
|
|
|
|
|
79.98 ± 0.90 / 82.15 ± 0.75 |
34.78 ± 1.49 / 55.59 ± 0.92 |
41.08 ± 7.28 / 69.77 ± 3.75 |
48.92 ± 1.58 / 53.02 ± 1.48 |
84.88 ± 1.05 / 88.05 ± 0.85 |
79.06 ± 1.70 / 83.08 ± 1.50 |
35.34 ± 1.88 / 48.31 ± 2.28 |
31.45 ± 12.12 / 63.68 ± 6.21 |
36.12 ± 8.59 / 66.98 ± 4.91 |
47.27 ± 0.71 / 52.22 ± 0.67 |
70.38 ± 1.01 / 76.55 ± 1.28 |
61.60 ± 1.38 / 62.28 ± 3.13 |
37.44 ± 6.65 / 66.67 ± 4.88 |
46.37 ± 1.13 / 50.75 ± 1.44 |
|
bert-base-multilingual-cased |
178 |
120 |
512 |
1.91 ± 0.02 |
|
|
|
|
|
|
|
|
80.24 ± 1.75 / 82.18 ± 1.50 |
32.38 ± 1.72 / 53.30 ± 1.79 |
27.93 ± 11.48 / 61.91 ± 6.69 |
47.87 ± 1.91 / 52.09 ± 1.90 |
85.49 ± 0.92 / 88.72 ± 0.76 |
79.36 ± 1.38 / 83.08 ± 1.22 |
35.87 ± 1.85 / 48.94 ± 3.37 |
44.22 ± 3.29 / 70.31 ± 2.86 |
39.55 ± 7.01 / 68.65 ± 3.36 |
47.67 ± 1.66 / 52.37 ± 1.69 |
70.33 ± 1.16 / 76.29 ± 1.28 |
61.78 ± 1.21 / 60.94 ± 3.28 |
47.74 ± 7.69 / 72.98 ± 4.74 |
46.94 ± 1.72 / 51.74 ± 1.72 |
|
Geotrend/bert-base-25lang-cased |
151 |
85 |
512 |
1.92 ± 0.02 |
|
|
|
|
|
|
|
|
80.01 ± 1.17 / 82.25 ± 1.15 |
32.88 ± 1.24 / 53.56 ± 1.47 |
29.01 ± 11.25 / 61.89 ± 6.94 |
48.37 ± 2.12 / 52.22 ± 2.11 |
84.84 ± 1.42 / 87.99 ± 1.24 |
79.18 ± 1.45 / 83.10 ± 1.12 |
36.21 ± 1.82 / 49.48 ± 2.69 |
46.43 ± 1.81 / 71.65 ± 1.39 |
39.82 ± 2.81 / 68.68 ± 1.81 |
46.09 ± 1.69 / 50.70 ± 1.72 |
70.17 ± 1.46 / 75.62 ± 1.56 |
62.50 ± 1.10 / 60.57 ± 2.75 |
38.18 ± 7.03 / 66.99 ± 4.92 |
46.80 ± 1.96 / 51.53 ± 2.12 |
|
Geotrend/bert-base-en-da-cased |
111 |
33 |
512 |
1.92 ± 0.01 |
|
|
|
|
|
|
|
|
80.50 ± 0.78 / 82.80 ± 0.89 |
33.67 ± 1.54 / 54.48 ± 1.19 |
35.79 ± 9.58 / 65.87 ± 5.46 |
48.59 ± 1.17 / 52.44 ± 1.14 |
85.29 ± 1.04 / 88.55 ± 0.85 |
79.27 ± 1.21 / 83.09 ± 1.06 |
35.16 ± 1.75 / 48.41 ± 2.71 |
31.82 ± 8.92 / 62.98 ± 6.52 |
32.94 ± 5.88 / 64.36 ± 4.59 |
46.26 ± 1.33 / 50.79 ± 1.39 |
69.57 ± 1.83 / 74.88 ± 1.45 |
61.89 ± 0.90 / 60.17 ± 3.06 |
40.22 ± 2.03 / 68.89 ± 2.06 |
47.03 ± 1.09 / 51.72 ± 1.06 |
|
jonfd/electra-small-nordic |
22 |
96 |
128 |
27.28 ± 0.54 |
|
|
|
|
|
|
|
|
75.15 ± 1.19 / 77.97 ± 0.99 |
34.43 ± 4.13 / 51.90 ± 6.17 |
67.27 ± 1.04 / 83.37 ± 0.64 |
9.93 ± 4.98 / 10.82 ± 5.47 |
81.68 ± 0.65 / 84.95 ± 0.58 |
74.62 ± 1.92 / 79.57 ± 1.49 |
40.15 ± 1.15 / 46.26 ± 0.47 |
72.87 ± 1.11 / 85.86 ± 0.63 |
63.77 ± 1.27 / 81.62 ± 0.65 |
8.06 ± 4.19 / 8.88 ± 4.62 |
65.46 ± 1.28 / 71.07 ± 1.59 |
66.42 ± 0.72 / 57.57 ± 1.23 |
69.19 ± 0.66 / 84.26 ± 0.36 |
13.64 ± 4.75 / 15.11 ± 5.29 |
|
KB/bert-base-swedish-cased |
125 |
50 |
512 |
1.95 ± 0.01 |
|
|
|
|
|
|
|
|
78.99 ± 0.83 / 81.64 ± 0.84 |
33.28 ± 1.65 / 54.37 ± 1.44 |
33.15 ± 7.14 / 64.69 ± 4.47 |
37.84 ± 2.23 / 41.60 ± 2.22 |
83.05 ± 1.29 / 85.91 ± 0.98 |
76.00 ± 2.01 / 79.67 ± 1.62 |
38.70 ± 2.53 / 50.88 ± 3.38 |
39.13 ± 2.97 / 67.97 ± 1.68 |
24.13 ± 6.88 / 60.76 ± 3.29 |
39.41 ± 1.54 / 43.68 ± 1.69 |
76.66 ± 1.60 / 81.95 ± 1.55 |
75.58 ± 1.17 / 73.35 ± 2.22 |
78.86 ± 0.83 / 89.07 ± 0.50 |
46.05 ± 1.99 / 51.22 ± 2.02 |
|
Twitter/twhin-bert-base |
279 |
250 |
512 |
1.44 ± 0.01 |
|
|
|
|
|
|
|
|
74.61 ± 1.54 / 76.16 ± 1.71 |
42.17 ± 1.64 / 61.25 ± 1.45 |
29.43 ± 13.02 / 62.08 ± 7.77 |
39.59 ± 1.12 / 43.21 ± 1.02 |
81.35 ± 1.22 / 84.11 ± 1.00 |
73.67 ± 2.26 / 77.22 ± 1.99 |
37.02 ± 1.09 / 47.88 ± 2.50 |
35.42 ± 12.32 / 66.30 ± 6.78 |
6.87 ± 6.85 / 50.70 ± 3.62 |
38.00 ± 2.82 / 42.08 ± 2.79 |
64.19 ± 1.42 / 70.17 ± 0.99 |
66.62 ± 1.71 / 61.90 ± 2.61 |
46.72 ± 3.65 / 72.15 ± 2.62 |
40.62 ± 1.44 / 44.78 ± 1.50 |
|
NbAiLab/nb-bert-large |
355 |
50 |
512 |
0.47 ± 0.01 |
|
|
|
|
|
|
|
|
81.83 ± 0.67 / 84.58 ± 0.73 |
49.07 ± 1.23 / 65.38 ± 1.16 |
72.02 ± 2.15 / 85.74 ± 1.17 |
54.66 ± 1.12 / 59.50 ± 0.96 |
87.09 ± 1.01 / 91.32 ± 0.90 |
83.06 ± 1.22 / 87.29 ± 0.74 |
63.40 ± 1.38 / 74.60 ± 1.12 |
78.43 ± 1.47 / 88.75 ± 0.86 |
79.59 ± 1.72 / 89.56 ± 0.88 |
53.42 ± 1.53 / 58.22 ± 1.40 |
72.77 ± 1.11 / 78.39 ± 0.90 |
75.86 ± 1.35 / 72.14 ± 4.29 |
74.75 ± 0.75 / 87.18 ± 0.41 |
53.78 ± 1.16 / 59.32 ± 1.10 |
|
xlm-roberta-large |
560 |
250 |
512 |
0.52 ± 0.00 |
|
|
|
|
|
|
|
|
84.28 ± 1.22 / 85.84 ± 1.24 |
48.33 ± 4.44 / 63.94 ± 5.16 |
57.30 ± 14.90 / 76.82 ± 8.67 |
51.80 ± 1.96 / 56.71 ± 1.65 |
89.34 ± 1.62 / 91.66 ± 1.24 |
82.86 ± 1.29 / 86.19 ± 0.97 |
50.25 ± 15.36 / 63.55 ± 13.05 |
55.51 ± 18.28 / 74.00 ± 13.38 |
43.89 ± 14.81 / 68.88 ± 10.32 |
54.20 ± 1.16 / 59.00 ± 1.25 |
75.03 ± 3.79 / 80.33 ± 2.50 |
76.63 ± 0.98 / 74.25 ± 3.20 |
49.72 ± 19.88 / 69.94 ± 13.64 |
51.69 ± 1.27 / 57.28 ± 1.06 |
|
microsoft/mdeberta-v3-base |
279 |
251 |
512 |
1.22 ± 0.01 |
|
|
|
|
|
|
|
|
83.31 ± 1.00 / 85.31 ± 1.04 |
43.38 ± 3.20 / 60.05 ± 4.33 |
67.05 ± 1.41 / 83.18 ± 0.80 |
50.91 ± 1.30 / 55.81 ± 1.02 |
89.55 ± 0.57 / 91.90 ± 0.54 |
83.46 ± 1.68 / 86.81 ± 1.35 |
53.69 ± 4.28 / 63.69 ± 6.95 |
70.55 ± 1.64 / 84.79 ± 0.86 |
61.21 ± 1.20 / 79.87 ± 0.76 |
50.15 ± 1.28 / 55.64 ± 1.28 |
72.86 ± 2.04 / 78.84 ± 2.19 |
75.24 ± 0.99 / 72.06 ± 2.67 |
72.30 ± 1.04 / 85.77 ± 0.65 |
50.91 ± 1.27 / 56.23 ± 0.91 |
|
setu4993/LaBSE |
471 |
501 |
512 |
1.92 ± 0.02 |
|
|
|
|
|
|
|
|
82.86 ± 1.19 / 84.09 ± 1.13 |
46.50 ± 1.57 / 64.31 ± 1.21 |
52.92 ± 4.42 / 75.11 ± 3.22 |
46.54 ± 2.39 / 51.17 ± 2.34 |
87.84 ± 1.00 / 90.58 ± 0.91 |
81.57 ± 1.30 / 85.21 ± 1.05 |
54.26 ± 1.75 / 67.25 ± 1.47 |
59.44 ± 1.47 / 78.80 ± 1.00 |
49.30 ± 1.39 / 74.02 ± 1.04 |
49.44 ± 1.42 / 54.42 ± 1.26 |
72.08 ± 1.81 / 77.78 ± 1.69 |
73.58 ± 1.37 / 70.43 ± 2.49 |
60.36 ± 2.98 / 79.72 ± 1.52 |
50.05 ± 1.60 / 55.03 ± 1.55 |
|
KBLab/megatron-bert-large-swedish-cased-165k |
370 |
64 |
512 |
0.54 ± 0.00 |
|
|
|
|
|
|
|
|
77.41 ± 1.35 / 79.75 ± 1.27 |
41.02 ± 1.64 / 60.13 ± 1.52 |
27.10 ± 3.59 / 61.03 ± 2.41 |
46.86 ± 1.37 / 52.41 ± 1.25 |
83.09 ± 0.94 / 85.99 ± 0.83 |
75.61 ± 1.34 / 79.47 ± 1.14 |
39.53 ± 0.99 / 50.90 ± 2.17 |
27.39 ± 2.48 / 61.03 ± 2.27 |
23.56 ± 2.23 / 60.05 ± 1.05 |
47.84 ± 0.89 / 53.45 ± 0.90 |
76.08 ± 1.45 / 81.05 ± 1.34 |
78.00 ± 0.89 / 75.01 ± 2.18 |
76.79 ± 1.70 / 87.59 ± 1.06 |
53.58 ± 0.67 / 59.30 ± 0.50 |
|
AI-Nordics/bert-large-swedish-cased |
335 |
31 |
512 |
0.53 ± 0.00 |
|
|
|
|
|
|
|
|
76.31 ± 0.59 / 78.15 ± 0.58 |
38.46 ± 1.17 / 58.16 ± 0.95 |
32.29 ± 5.92 / 63.74 ± 3.44 |
46.33 ± 1.99 / 51.15 ± 1.83 |
80.48 ± 0.89 / 83.32 ± 0.99 |
74.84 ± 1.18 / 77.97 ± 1.09 |
38.44 ± 1.67 / 52.60 ± 1.95 |
37.54 ± 1.13 / 64.46 ± 1.44 |
23.10 ± 3.66 / 58.14 ± 3.65 |
46.70 ± 0.97 / 51.94 ± 0.96 |
72.84 ± 1.51 / 78.61 ± 1.45 |
77.47 ± 0.80 / 75.77 ± 2.13 |
72.87 ± 2.36 / 85.57 ± 1.43 |
52.59 ± 1.41 / 58.04 ± 1.37 |
|
KBLab/megatron-bert-large-swedish-cased-110k |
370 |
64 |
512 |
0.53 ± 0.00 |
|
|
|
|
|
|
|
|
77.43 ± 0.89 / 80.18 ± 0.78 |
39.20 ± 1.69 / 59.33 ± 1.23 |
26.68 ± 3.38 / 59.41 ± 2.16 |
46.76 ± 1.10 / 51.76 ± 1.18 |
80.97 ± 0.92 / 84.03 ± 0.79 |
74.25 ± 1.62 / 77.98 ± 1.36 |
39.15 ± 3.29 / 53.00 ± 3.85 |
21.39 ± 2.73 / 58.08 ± 1.93 |
17.10 ± 3.43 / 57.00 ± 1.86 |
48.15 ± 1.21 / 53.34 ± 1.08 |
74.83 ± 1.44 / 80.39 ± 1.34 |
78.45 ± 0.79 / 77.12 ± 0.86 |
76.28 ± 1.86 / 87.37 ± 1.15 |
51.71 ± 1.26 / 57.70 ± 1.16 |
|
flax-community/nordic-roberta-wiki |
125 |
50 |
512 |
1.92 ± 0.02 |
|
|
|
|
|
|
|
|
76.37 ± 1.04 / 78.85 ± 1.23 |
34.45 ± 0.78 / 55.56 ± 0.68 |
41.89 ± 9.80 / 70.04 ± 5.10 |
36.42 ± 1.34 / 40.35 ± 1.47 |
82.31 ± 0.65 / 85.42 ± 0.61 |
74.86 ± 1.50 / 78.92 ± 1.42 |
36.27 ± 1.57 / 50.95 ± 1.70 |
48.07 ± 5.64 / 72.00 ± 4.07 |
29.81 ± 3.52 / 64.03 ± 2.35 |
35.09 ± 1.56 / 39.27 ± 1.48 |
66.93 ± 1.30 / 72.90 ± 1.37 |
61.11 ± 1.28 / 58.97 ± 2.27 |
55.05 ± 1.64 / 76.76 ± 0.93 |
36.93 ± 1.72 / 41.27 ± 1.62 |
|
flax-community/swe-roberta-wiki-oscar |
125 |
50 |
512 |
1.92 ± 0.02 |
|
|
|
|
|
|
|
|
74.76 ± 1.00 / 77.48 ± 0.81 |
36.66 ± 1.27 / 57.48 ± 0.82 |
22.69 ± 5.37 / 59.46 ± 3.21 |
31.60 ± 2.58 / 35.19 ± 2.73 |
76.73 ± 1.16 / 79.25 ± 1.22 |
71.63 ± 1.31 / 75.39 ± 1.03 |
36.56 ± 3.06 / 51.25 ± 3.01 |
22.02 ± 5.34 / 57.45 ± 3.59 |
19.72 ± 3.67 / 56.70 ± 2.89 |
32.67 ± 2.13 / 36.95 ± 2.20 |
70.45 ± 1.62 / 75.40 ± 1.45 |
76.22 ± 0.78 / 75.25 ± 1.16 |
65.73 ± 1.73 / 81.50 ± 1.14 |
37.74 ± 1.62 / 42.17 ± 1.55 |
|
KBLab/bert-base-swedish-cased-new |
135 |
64 |
512 |
1.88 ± 0.01 |
|
|
|
|
|
|
|
|
76.36 ± 1.08 / 79.04 ± 1.02 |
38.46 ± 0.77 / 58.57 ± 0.67 |
4.61 ± 2.95 / 49.70 ± 2.34 |
29.93 ± 2.70 / 34.77 ± 2.50 |
80.34 ± 1.44 / 83.23 ± 1.19 |
75.55 ± 1.69 / 79.16 ± 1.50 |
33.94 ± 3.74 / 47.96 ± 4.12 |
9.56 ± 5.01 / 52.24 ± 2.78 |
4.16 ± 2.97 / 50.07 ± 2.09 |
31.20 ± 1.80 / 36.20 ± 1.87 |
74.07 ± 1.54 / 79.99 ± 1.32 |
76.04 ± 0.97 / 72.61 ± 1.82 |
73.52 ± 2.31 / 85.57 ± 1.53 |
36.90 ± 2.39 / 42.11 ± 2.26 |
|
KBLab/megatron-bert-base-swedish-cased-125k |
135 |
64 |
512 |
1.93 ± 0.01 |
|
|
|
|
|
|
|
|
73.74 ± 1.45 / 76.81 ± 1.39 |
36.31 ± 1.60 / 57.37 ± 1.15 |
23.46 ± 1.17 / 58.91 ± 1.36 |
36.27 ± 1.60 / 41.55 ± 1.60 |
75.03 ± 1.70 / 77.98 ± 1.58 |
71.00 ± 1.64 / 75.00 ± 1.28 |
33.88 ± 1.40 / 49.21 ± 1.98 |
24.23 ± 1.83 / 58.89 ± 1.43 |
18.18 ± 2.65 / 57.28 ± 1.84 |
34.42 ± 3.11 / 39.99 ± 3.20 |
73.18 ± 0.95 / 79.29 ± 0.94 |
75.85 ± 0.54 / 70.58 ± 1.96 |
70.43 ± 1.03 / 83.85 ± 0.65 |
43.05 ± 1.29 / 49.81 ± 1.35 |
|
Maltehb/aelaectra-danish-electra-small-cased |
14 |
32 |
128 |
27.57 ± 0.42 |
|
|
|
|
|
|
|
|
70.37 ± 1.45 / 73.57 ± 1.60 |
32.72 ± 2.91 / 49.84 ± 4.90 |
67.74 ± 1.33 / 83.32 ± 0.71 |
0.60 ± 1.17 / 0.62 ± 1.21 |
68.20 ± 1.23 / 71.85 ± 1.11 |
62.61 ± 1.22 / 67.14 ± 1.18 |
29.00 ± 1.28 / 41.72 ± 0.52 |
33.57 ± 2.58 / 65.22 ± 1.59 |
21.79 ± 1.60 / 60.32 ± 0.99 |
0.00 ± 0.00 / 0.01 ± 0.01 |
54.55 ± 1.33 / 57.82 ± 1.40 |
55.68 ± 1.09 / 52.81 ± 0.44 |
19.26 ± 1.80 / 58.62 ± 1.22 |
0.00 ± 0.00 / 0.00 ± 0.00 |
|
Maltehb/danish-bert-botxo |
111 |
32 |
512 |
1.90 ± 0.02 |
|
|
|
|
|
|
|
|
74.33 ± 1.00 / 78.34 ± 0.76 |
43.79 ± 1.76 / 62.26 ± 1.35 |
45.96 ± 2.91 / 69.62 ± 1.72 |
38.94 ± 1.32 / 43.91 ± 1.23 |
69.33 ± 0.93 / 72.62 ± 0.81 |
55.12 ± 1.67 / 58.73 ± 1.81 |
40.65 ± 1.63 / 55.20 ± 2.63 |
29.47 ± 2.30 / 62.25 ± 1.69 |
12.95 ± 3.01 / 55.31 ± 1.87 |
34.34 ± 2.90 / 40.32 ± 2.71 |
47.15 ± 1.18 / 50.29 ± 1.22 |
57.42 ± 1.88 / 56.53 ± 1.66 |
4.94 ± 1.62 / 51.57 ± 1.19 |
30.19 ± 5.11 / 36.10 ± 4.75 |
|
Maltehb/aelaectra-danish-electra-small-uncased |
14 |
32 |
128 |
27.96 ± 0.18 |
|
|
|
|
|
|
|
|
68.83 ± 0.77 / 72.12 ± 1.08 |
34.45 ± 3.16 / 51.40 ± 5.12 |
65.15 ± 0.81 / 82.32 ± 0.45 |
7.34 ± 3.14 / 7.89 ± 3.43 |
55.95 ± 2.74 / 59.76 ± 3.01 |
48.14 ± 1.95 / 51.44 ± 2.28 |
33.41 ± 1.40 / 45.12 ± 1.87 |
32.87 ± 1.49 / 65.82 ± 0.78 |
20.09 ± 1.88 / 59.27 ± 1.08 |
1.27 ± 1.50 / 1.39 ± 1.67 |
36.74 ± 3.78 / 39.17 ± 4.06 |
57.71 ± 1.40 / 53.54 ± 0.59 |
17.10 ± 2.57 / 57.41 ± 1.03 |
3.01 ± 3.03 / 3.34 ± 3.37 |
|
sentence-transformers/stsb-xlm-r-multilingual |
278 |
250 |
512 |
1.89 ± 0.02 |
|
|
|
|
|
|
|
|
74.00 ± 1.45 / 76.34 ± 1.49 |
42.26 ± 1.13 / 61.41 ± 0.76 |
34.80 ± 5.89 / 64.51 ± 4.90 |
26.89 ± 2.96 / 31.91 ± 2.59 |
75.93 ± 1.64 / 80.08 ± 1.46 |
70.26 ± 2.24 / 74.59 ± 1.98 |
52.16 ± 0.99 / 66.79 ± 0.98 |
36.30 ± 6.44 / 65.52 ± 3.06 |
14.21 ± 6.44 / 52.78 ± 5.69 |
28.09 ± 1.79 / 33.33 ± 1.60 |
62.54 ± 1.20 / 68.94 ± 1.53 |
72.77 ± 0.89 / 68.13 ± 1.56 |
40.21 ± 2.53 / 67.11 ± 1.86 |
31.20 ± 2.47 / 36.79 ± 2.27 |
|
Geotrend/bert-base-da-cased |
104 |
23 |
512 |
1.89 ± 0.01 |
|
|
|
|
|
|
|
|
80.79 ± 0.45 / 82.93 ± 0.34 |
32.06 ± 1.44 / 52.57 ± 1.80 |
30.95 ± 11.93 / 63.72 ± 6.84 |
45.61 ± 1.73 / 49.75 ± 1.94 |
83.86 ± 0.68 / 87.52 ± 0.63 |
78.65 ± 2.01 / 82.66 ± 1.64 |
32.73 ± 1.37 / 46.52 ± 1.86 |
36.41 ± 8.89 / 65.20 ± 6.41 |
30.37 ± 5.50 / 62.12 ± 5.66 |
46.74 ± 1.83 / 51.28 ± 1.81 |
68.93 ± 1.36 / 74.13 ± 1.17 |
62.18 ± 1.26 / 59.44 ± 2.35 |
36.93 ± 6.47 / 65.97 ± 6.05 |
48.04 ± 0.99 / 52.40 ± 0.84 |
|
distilbert-base-multilingual-cased |
135 |
120 |
512 |
3.77 ± 0.05 |
|
|
|
|
|
|
|
|
77.33 ± 0.81 / 79.47 ± 0.78 |
32.53 ± 1.39 / 54.09 ± 1.00 |
35.53 ± 2.54 / 66.86 ± 1.87 |
39.46 ± 1.89 / 43.06 ± 1.73 |
80.61 ± 1.00 / 83.62 ± 0.75 |
76.61 ± 0.81 / 80.69 ± 0.69 |
33.16 ± 2.13 / 46.93 ± 2.66 |
36.10 ± 2.45 / 66.11 ± 1.85 |
30.10 ± 2.50 / 64.29 ± 1.69 |
36.52 ± 1.35 / 40.98 ± 1.32 |
64.46 ± 1.31 / 70.08 ± 1.38 |
59.66 ± 1.22 / 56.16 ± 2.13 |
33.71 ± 1.12 / 65.32 ± 0.86 |
39.33 ± 1.05 / 44.02 ± 1.09 |
|
Geotrend/distilbert-base-25lang-cased |
109 |
85 |
512 |
3.74 ± 0.05 |
|
|
|
|
|
|
|
|
77.56 ± 0.68 / 79.67 ± 0.63 |
31.81 ± 1.65 / 53.25 ± 1.65 |
34.13 ± 2.81 / 65.98 ± 2.30 |
38.86 ± 2.58 / 42.73 ± 2.61 |
80.55 ± 1.53 / 83.59 ± 1.36 |
76.08 ± 1.06 / 80.29 ± 1.02 |
33.19 ± 1.75 / 46.63 ± 2.55 |
32.60 ± 6.93 / 65.19 ± 3.31 |
24.97 ± 6.47 / 61.39 ± 3.34 |
37.25 ± 1.30 / 41.72 ± 1.39 |
64.49 ± 1.43 / 70.56 ± 1.36 |
60.69 ± 0.46 / 56.69 ± 1.35 |
30.83 ± 1.47 / 63.39 ± 1.60 |
41.40 ± 1.34 / 46.03 ± 1.24 |
|
Geotrend/distilbert-base-da-cased |
61 |
23 |
512 |
3.81 ± 0.03 |
|
|
|
|
|
|
|
|
76.83 ± 0.53 / 79.01 ± 0.63 |
32.13 ± 1.52 / 53.89 ± 1.25 |
34.75 ± 1.55 / 65.89 ± 1.56 |
38.67 ± 1.67 / 42.64 ± 1.64 |
79.91 ± 0.64 / 82.84 ± 0.61 |
74.64 ± 1.40 / 78.83 ± 1.18 |
30.70 ± 2.63 / 43.77 ± 2.62 |
34.24 ± 2.30 / 65.60 ± 1.50 |
27.20 ± 2.61 / 62.87 ± 1.41 |
36.30 ± 2.19 / 40.68 ± 2.13 |
63.90 ± 1.27 / 69.25 ± 1.37 |
58.47 ± 1.30 / 56.03 ± 2.36 |
29.80 ± 1.57 / 63.53 ± 0.90 |
40.16 ± 1.24 / 44.79 ± 1.14 |
|
Geotrend/distilbert-base-en-da-cased |
69 |
33 |
512 |
3.80 ± 0.03 |
|
|
|
|
|
|
|
|
77.19 ± 0.92 / 79.59 ± 0.77 |
31.89 ± 1.59 / 53.99 ± 1.22 |
36.00 ± 2.27 / 67.38 ± 1.56 |
40.34 ± 2.04 / 44.20 ± 1.99 |
80.29 ± 1.38 / 83.27 ± 1.20 |
75.31 ± 1.19 / 79.59 ± 0.97 |
29.37 ± 2.58 / 44.05 ± 3.33 |
31.50 ± 6.37 / 64.62 ± 3.29 |
24.06 ± 7.24 / 61.01 ± 3.82 |
36.72 ± 1.72 / 41.16 ± 1.68 |
63.51 ± 1.33 / 69.62 ± 0.88 |
59.42 ± 1.21 / 55.74 ± 1.26 |
29.01 ± 2.06 / 62.65 ± 1.37 |
41.43 ± 1.61 / 45.90 ± 1.54 |
|
microsoft/xlm-align-base |
278 |
250 |
512 |
1.88 ± 0.02 |
|
|
|
|
|
|
|
|
82.82 ± 1.29 / 84.58 ± 1.22 |
47.83 ± 1.46 / 65.49 ± 0.96 |
11.87 ± 5.47 / 48.82 ± 4.15 |
34.33 ± 4.75 / 38.50 ± 4.85 |
87.56 ± 1.39 / 90.07 ± 1.08 |
82.40 ± 1.16 / 85.65 ± 0.96 |
54.46 ± 1.16 / 68.25 ± 0.76 |
12.16 ± 5.91 / 50.55 ± 4.73 |
8.99 ± 2.25 / 48.57 ± 3.67 |
40.59 ± 5.70 / 45.66 ± 5.60 |
73.04 ± 2.25 / 78.60 ± 1.91 |
73.67 ± 1.48 / 68.61 ± 3.14 |
15.41 ± 4.59 / 53.29 ± 3.93 |
41.99 ± 4.18 / 47.01 ± 4.41 |
|
Geotrend/distilbert-base-en-fr-de-no-da-cased |
76 |
42 |
512 |
3.76 ± 0.03 |
|
|
|
|
|
|
|
|
76.85 ± 0.98 / 79.05 ± 0.84 |
31.30 ± 1.80 / 52.43 ± 1.61 |
34.92 ± 2.74 / 66.69 ± 2.11 |
39.14 ± 2.13 / 42.87 ± 2.14 |
80.32 ± 0.76 / 83.49 ± 0.83 |
76.10 ± 1.23 / 80.23 ± 1.09 |
32.66 ± 1.96 / 46.26 ± 3.19 |
33.65 ± 6.63 / 65.22 ± 4.03 |
29.07 ± 2.20 / 63.35 ± 1.54 |
35.74 ± 1.59 / 40.15 ± 1.44 |
63.93 ± 1.47 / 69.94 ± 1.11 |
59.83 ± 1.11 / 55.15 ± 0.99 |
29.82 ± 1.23 / 63.32 ± 1.41 |
40.55 ± 1.55 / 45.40 ± 1.53 |
|
sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 |
118 |
250 |
512 |
4.98 ± 0.04 |
|
|
|
|
|
|
|
|
71.71 ± 0.90 / 73.64 ± 0.72 |
44.48 ± 1.32 / 63.11 ± 0.83 |
26.74 ± 1.94 / 62.19 ± 1.84 |
31.93 ± 2.40 / 37.51 ± 2.23 |
74.65 ± 1.36 / 78.31 ± 1.22 |
67.28 ± 1.09 / 72.13 ± 0.90 |
47.53 ± 0.94 / 62.73 ± 1.07 |
26.92 ± 3.12 / 61.93 ± 2.04 |
14.63 ± 4.00 / 56.24 ± 2.51 |
23.95 ± 1.47 / 31.74 ± 1.35 |
59.99 ± 1.40 / 66.50 ± 1.49 |
72.19 ± 0.71 / 67.88 ± 2.34 |
28.75 ± 5.58 / 63.30 ± 2.60 |
26.81 ± 1.67 / 33.84 ± 1.40 |
|
birgermoell/roberta-swedish-scandi |
125 |
50 |
512 |
1.94 ± 0.01 |
|
|
|
|
|
|
|
|
68.98 ± 1.26 / 72.12 ± 1.12 |
33.51 ± 1.46 / 54.93 ± 1.21 |
12.08 ± 8.71 / 54.24 ± 4.71 |
30.52 ± 1.76 / 33.70 ± 1.82 |
69.79 ± 2.34 / 72.74 ± 2.03 |
65.59 ± 2.06 / 69.74 ± 1.81 |
29.68 ± 1.91 / 43.64 ± 2.18 |
15.83 ± 10.06 / 55.51 ± 5.25 |
8.70 ± 4.78 / 52.69 ± 2.75 |
30.23 ± 2.31 / 34.90 ± 2.34 |
62.00 ± 2.58 / 68.55 ± 3.16 |
69.96 ± 1.75 / 68.67 ± 3.21 |
52.88 ± 14.23 / 75.25 ± 7.45 |
34.06 ± 1.37 / 38.38 ± 1.32 |
|
Addedk/mbert-swedish-distilled-cased |
135 |
120 |
512 |
3.81 ± 0.05 |
|
|
|
|
|
|
|
|
74.83 ± 0.79 / 76.28 ± 0.94 |
31.16 ± 2.06 / 52.25 ± 2.48 |
21.08 ± 2.54 / 56.96 ± 2.74 |
28.27 ± 2.14 / 30.58 ± 2.39 |
79.80 ± 1.69 / 82.98 ± 1.32 |
72.29 ± 1.44 / 76.65 ± 1.24 |
30.38 ± 2.29 / 42.84 ± 2.38 |
21.99 ± 6.74 / 54.54 ± 7.12 |
19.06 ± 4.26 / 56.45 ± 5.24 |
28.65 ± 1.33 / 32.67 ± 1.63 |
66.98 ± 1.68 / 73.41 ± 1.54 |
62.10 ± 1.18 / 60.27 ± 2.82 |
34.86 ± 1.29 / 66.98 ± 0.77 |
24.21 ± 2.41 / 26.65 ± 2.88 |
|
sentence-transformers/distiluse-base-multilingual-cased-v1 |
135 |
120 |
512 |
3.76 ± 0.07 |
|
|
|
|
|
|
|
|
56.31 ± 1.01 / 58.50 ± 1.11 |
27.78 ± 2.22 / 49.38 ± 2.89 |
3.04 ± 1.85 / 46.85 ± 3.03 |
32.12 ± 0.72 / 37.07 ± 0.76 |
58.35 ± 1.41 / 60.76 ± 1.53 |
55.90 ± 1.12 / 59.62 ± 1.19 |
25.98 ± 1.33 / 40.58 ± 0.60 |
2.65 ± 2.08 / 48.09 ± 1.42 |
3.47 ± 1.47 / 48.98 ± 1.75 |
22.82 ± 5.56 / 30.15 ± 5.33 |
44.53 ± 1.58 / 49.86 ± 1.85 |
60.06 ± 1.30 / 55.65 ± 1.34 |
3.18 ± 1.63 / 48.38 ± 1.42 |
32.50 ± 1.35 / 38.20 ± 1.10 |
|
DDSC/roberta-base-scandinavian |
125 |
50 |
512 |
1.94 ± 0.02 |
|
|
|
|
|
|
|
|
74.69 ± 1.67 / 77.86 ± 1.70 |
44.48 ± 5.85 / 62.62 ± 4.55 |
30.37 ± 17.09 / 63.92 ± 8.38 |
34.66 ± 2.33 / 38.72 ± 2.20 |
68.50 ± 15.04 / 71.73 ± 15.69 |
75.76 ± 0.90 / 79.80 ± 0.72 |
46.74 ± 5.96 / 60.25 ± 6.04 |
8.02 ± 12.19 / 50.30 ± 7.19 |
17.04 ± 13.78 / 56.87 ± 7.06 |
35.50 ± 1.44 / 39.96 ± 1.27 |
53.63 ± 12.63 / 58.84 ± 13.92 |
72.28 ± 0.79 / 71.62 ± 1.38 |
37.61 ± 17.89 / 66.93 ± 9.43 |
37.09 ± 1.36 / 41.86 ± 1.30 |
|
DDSC/roberta-base-danish |
125 |
50 |
512 |
1.90 ± 0.01 |
|
|
|
|
|
|
|
|
74.54 ± 1.37 / 77.75 ± 1.51 |
43.90 ± 1.50 / 62.31 ± 0.96 |
17.16 ± 13.94 / 56.47 ± 7.34 |
31.16 ± 2.13 / 35.06 ± 2.13 |
72.24 ± 2.54 / 76.14 ± 2.58 |
68.61 ± 1.62 / 72.88 ± 1.50 |
32.29 ± 9.23 / 49.08 ± 8.36 |
0.45 ± 1.61 / 49.14 ± 1.42 |
-0.08 ± 1.79 / 45.89 ± 3.49 |
33.03 ± 1.23 / 37.33 ± 1.30 |
60.53 ± 1.38 / 65.95 ± 1.70 |
64.02 ± 2.78 / 62.27 ± 4.19 |
0.80 ± 0.78 / 47.24 ± 3.43 |
35.73 ± 1.38 / 40.00 ± 1.33 |
|
KBLab/albert-base-swedish-cased-alpha |
14 |
50 |
512 |
1.91 ± 0.01 |
|
|
|
|
|
|
|
|
62.48 ± 2.21 / 65.47 ± 2.05 |
19.79 ± 1.67 / 42.09 ± 1.98 |
6.15 ± 1.66 / 52.04 ± 1.49 |
24.08 ± 2.61 / 29.50 ± 2.91 |
62.99 ± 1.05 / 66.97 ± 1.30 |
59.95 ± 2.51 / 63.90 ± 2.54 |
18.85 ± 4.01 / 36.76 ± 2.79 |
5.83 ± 2.36 / 51.59 ± 1.57 |
4.02 ± 2.29 / 51.66 ± 1.21 |
25.06 ± 3.47 / 31.42 ± 3.94 |
44.34 ± 8.27 / 47.19 ± 9.01 |
56.57 ± 1.41 / 53.47 ± 0.84 |
20.92 ± 4.12 / 59.05 ± 1.86 |
28.64 ± 2.91 / 35.18 ± 2.97 |
|
fresh-xlmr-base |
278 |
250 |
512 |
0.87 ± 0.01 |
|
|
|
|
|
|
|
|
19.31 ± 2.87 / 15.94 ± 3.01 |
17.37 ± 3.82 / 36.83 ± 4.86 |
1.34 ± 0.97 / 35.45 ± 3.20 |
4.68 ± 1.62 / 9.73 ± 3.03 |
23.54 ± 3.23 / 25.49 ± 3.39 |
24.10 ± 1.64 / 25.94 ± 1.70 |
12.60 ± 2.97 / 32.27 ± 3.43 |
0.50 ± 1.27 / 36.93 ± 4.00 |
1.83 ± 1.64 / 37.67 ± 4.40 |
4.42 ± 1.48 / 10.50 ± 2.33 |
11.31 ± 2.90 / 11.91 ± 3.04 |
51.11 ± 5.32 / 50.09 ± 3.33 |
0.86 ± 0.82 / 39.16 ± 3.63 |
8.30 ± 2.28 / 14.74 ± 2.84 |
|
fresh-electra-small |
14 |
31 |
512 |
3.13 ± 0.05 |
|
|
|
|
|
|
|
|
15.26 ± 0.99 / 10.05 ± 1.26 |
18.61 ± 4.17 / 35.23 ± 3.90 |
0.30 ± 1.39 / 37.84 ± 3.88 |
0.01 ± 0.02 / 0.07 ± 0.09 |
17.08 ± 1.97 / 18.38 ± 2.01 |
11.65 ± 1.21 / 12.76 ± 1.29 |
15.29 ± 5.37 / 34.15 ± 4.23 |
0.17 ± 0.84 / 36.29 ± 2.91 |
0.37 ± 0.69 / 35.08 ± 2.81 |
0.09 ± 0.11 / 0.30 ± 0.30 |
9.71 ± 1.00 / 10.54 ± 1.12 |
55.54 ± 2.75 / 52.75 ± 1.09 |
-0.15 ± 0.52 / 35.33 ± 3.00 |
0.22 ± 0.22 / 1.06 ± 0.78 |
|
pere/roberta-base-exp-32 |
278 |
250 |
512 |
1.92 ± 0.02 |
|
|
|
|
|
|
|
|
83.39 ± 1.26 / 85.36 ± 1.23 |
51.33 ± 1.24 / 67.04 ± 1.22 |
44.45 ± 19.17 / 70.51 ± 10.21 |
39.92 ± 1.87 / 43.84 ± 1.80 |
89.26 ± 0.97 / 91.66 ± 0.74 |
84.51 ± 1.03 / 87.74 ± 0.77 |
57.43 ± 1.55 / 70.43 ± 1.41 |
63.31 ± 11.58 / 80.18 ± 5.59 |
62.79 ± 11.35 / 79.65 ± 6.48 |
40.25 ± 1.75 / 44.93 ± 1.66 |
73.45 ± 0.86 / 79.75 ± 0.94 |
74.73 ± 1.15 / 70.83 ± 3.72 |
53.55 ± 16.68 / 75.79 ± 8.05 |
41.80 ± 0.83 / 46.25 ± 0.83 |
|
pere/roberta-base-exp-32B |
278 |
250 |
512 |
1.86 ± 0.02 |
|
|
|
|
|
|
|
|
81.55 ± 0.91 / 84.37 ± 0.86 |
47.83 ± 1.22 / 64.90 ± 0.81 |
54.99 ± 11.90 / 75.82 ± 5.70 |
38.76 ± 2.08 / 43.19 ± 1.97 |
87.83 ± 1.34 / 90.60 ± 1.16 |
83.48 ± 0.98 / 86.76 ± 0.82 |
52.19 ± 2.87 / 65.60 ± 2.58 |
54.98 ± 14.19 / 75.67 ± 6.70 |
58.33 ± 10.94 / 77.88 ± 5.29 |
37.17 ± 1.92 / 42.00 ± 1.85 |
72.10 ± 0.94 / 77.97 ± 0.82 |
73.27 ± 0.75 / 71.87 ± 1.30 |
47.19 ± 16.37 / 72.10 ± 8.03 |
39.39 ± 1.09 / 43.97 ± 1.12 |
|
sarnikowski/convbert-small-da-cased |
13 |
29 |
512 |
9.90 ± 0.14 |
|
|
|
|
|
|
|
|
73.58 ± 0.87 / 76.88 ± 0.69 |
29.52 ± 2.89 / 47.81 ± 4.54 |
57.10 ± 2.02 / 78.14 ± 1.10 |
30.51 ± 1.57 / 34.62 ± 1.42 |
72.78 ± 1.16 / 76.07 ± 1.18 |
66.73 ± 1.21 / 70.94 ± 1.19 |
32.49 ± 1.55 / 43.12 ± 0.71 |
35.43 ± 2.39 / 66.84 ± 1.17 |
21.11 ± 1.97 / 60.09 ± 0.93 |
26.67 ± 1.46 / 31.96 ± 1.19 |
51.37 ± 1.03 / 55.06 ± 0.96 |
53.70 ± 1.46 / 51.98 ± 0.58 |
12.38 ± 3.23 / 55.18 ± 1.91 |
28.49 ± 1.91 / 33.66 ± 1.69 |
|
Addedk/kbbert-distilled-cased |
82 |
50 |
512 |
3.80 ± 0.05 |
|
|
|
|
|
|
|
|
74.83 ± 1.31 / 77.16 ± 1.46 |
31.18 ± 0.94 / 53.05 ± 1.16 |
13.25 ± 3.71 / 53.61 ± 2.94 |
32.11 ± 1.07 / 35.72 ± 1.03 |
78.30 ± 1.00 / 81.82 ± 0.85 |
72.08 ± 1.15 / 75.89 ± 1.11 |
33.42 ± 1.96 / 48.63 ± 3.34 |
14.99 ± 4.11 / 52.87 ± 4.48 |
13.63 ± 4.52 / 53.34 ± 4.61 |
32.62 ± 1.18 / 36.49 ± 1.13 |
73.78 ± 1.37 / 80.12 ± 1.41 |
71.28 ± 1.09 / 69.73 ± 2.94 |
51.58 ± 2.89 / 73.82 ± 2.21 |
38.72 ± 1.71 / 43.73 ± 1.81 |
|
dbmdz/bert-base-historic-multilingual-cased |
111 |
32 |
512 |
1.91 ± 0.01 |
|
|
|
|
|
|
|
|
66.62 ± 2.08 / 68.05 ± 1.75 |
24.17 ± 1.92 / 43.75 ± 2.75 |
8.14 ± 3.76 / 51.78 ± 1.81 |
32.18 ± 2.45 / 36.69 ± 2.13 |
64.83 ± 1.55 / 68.63 ± 1.64 |
63.70 ± 2.54 / 67.70 ± 2.68 |
25.68 ± 2.17 / 41.65 ± 2.77 |
6.73 ± 5.40 / 48.20 ± 3.68 |
3.35 ± 2.61 / 47.52 ± 3.20 |
35.51 ± 3.56 / 40.82 ± 3.52 |
63.29 ± 1.48 / 68.83 ± 1.00 |
64.25 ± 1.66 / 63.62 ± 2.92 |
28.62 ± 9.43 / 59.33 ± 5.91 |
37.53 ± 1.59 / 42.59 ± 1.64 |
|
vesteinn/ScandiBERT-no-faroese |
124 |
50 |
512 |
1.92 ± 0.02 |
|
|
|
|
|
|
|
|
82.62 ± 1.34 / 84.33 ± 1.31 |
47.73 ± 1.45 / 64.85 ± 1.13 |
68.28 ± 1.77 / 83.52 ± 1.02 |
39.00 ± 3.30 / 43.62 ± 3.41 |
88.45 ± 0.70 / 91.09 ± 0.65 |
81.88 ± 2.16 / 85.72 ± 1.92 |
50.90 ± 3.01 / 60.96 ± 5.41 |
69.34 ± 3.13 / 83.11 ± 2.17 |
66.24 ± 2.41 / 82.36 ± 1.49 |
40.16 ± 2.68 / 45.07 ± 2.82 |
73.06 ± 2.01 / 79.08 ± 2.32 |
72.53 ± 0.98 / 67.74 ± 3.02 |
73.01 ± 1.43 / 85.98 ± 0.81 |
43.94 ± 1.65 / 48.90 ± 1.62 |
|
microsoft/infoxlm-base |
278 |
250 |
512 |
1.81 ± 0.04 |
|
|
|
|
|
|
|
|
83.74 ± 0.65 / 85.59 ± 0.49 |
46.78 ± 1.57 / 64.46 ± 1.17 |
11.27 ± 2.21 / 51.47 ± 2.07 |
34.24 ± 2.36 / 38.46 ± 2.36 |
87.71 ± 1.24 / 90.14 ± 0.97 |
80.21 ± 2.19 / 84.12 ± 1.85 |
44.42 ± 13.10 / 57.73 ± 11.86 |
11.20 ± 2.99 / 48.77 ± 5.01 |
7.12 ± 2.39 / 49.23 ± 4.14 |
36.21 ± 4.09 / 41.02 ± 3.97 |
74.17 ± 1.10 / 79.43 ± 1.07 |
71.48 ± 2.63 / 65.72 ± 4.78 |
7.26 ± 2.18 / 45.42 ± 4.53 |
37.63 ± 3.75 / 42.67 ± 3.52 |
|
sentence-transformers/paraphrase-xlm-r-multilingual-v1 |
278 |
250 |
512 |
1.91 ± 0.02 |
|
|
|
|
|
|
|
|
75.13 ± 1.16 / 76.66 ± 0.79 |
46.39 ± 1.25 / 63.97 ± 1.08 |
38.61 ± 1.86 / 67.08 ± 1.08 |
33.31 ± 1.89 / 38.56 ± 1.60 |
77.69 ± 1.29 / 81.26 ± 1.25 |
69.84 ± 1.91 / 74.05 ± 1.72 |
49.93 ± 1.46 / 62.37 ± 2.34 |
38.26 ± 7.56 / 66.01 ± 3.69 |
25.17 ± 5.32 / 61.27 ± 3.01 |
23.23 ± 1.48 / 29.46 ± 1.31 |
63.97 ± 1.48 / 70.22 ± 1.49 |
71.33 ± 1.20 / 65.44 ± 3.64 |
39.60 ± 5.87 / 66.60 ± 3.19 |
28.21 ± 1.82 / 33.58 ± 1.55 |
|
sentence-transformers/quora-distilbert-multilingual |
135 |
120 |
512 |
3.83 ± 0.03 |
|
|
|
|
|
|
|
|
71.23 ± 1.20 / 72.66 ± 1.16 |
36.60 ± 1.60 / 56.93 ± 1.48 |
8.84 ± 5.33 / 51.76 ± 3.80 |
25.13 ± 2.53 / 30.95 ± 2.37 |
74.83 ± 0.79 / 77.81 ± 0.76 |
68.32 ± 1.13 / 72.22 ± 0.95 |
44.59 ± 1.89 / 59.87 ± 1.84 |
8.98 ± 3.55 / 52.49 ± 2.08 |
5.72 ± 3.29 / 50.40 ± 3.21 |
28.46 ± 1.31 / 34.90 ± 1.43 |
59.72 ± 1.22 / 65.50 ± 1.20 |
68.36 ± 1.18 / 63.94 ± 2.47 |
14.81 ± 6.63 / 55.50 ± 4.28 |
26.38 ± 2.09 / 33.19 ± 1.97 |
|
KBLab/bert-base-swedish-cased |
125 |
50 |
512 |
1.90 ± 0.01 |
|
|
|
|
|
|
|
|
79.21 ± 0.98 / 81.90 ± 0.92 |
33.31 ± 1.49 / 54.09 ± 1.49 |
33.35 ± 7.32 / 64.61 ± 4.56 |
35.59 ± 2.39 / 39.57 ± 2.39 |
82.13 ± 1.28 / 85.33 ± 1.01 |
75.74 ± 1.96 / 79.44 ± 1.66 |
38.17 ± 2.21 / 50.44 ± 3.11 |
39.49 ± 3.36 / 68.13 ± 2.13 |
22.17 ± 7.22 / 60.16 ± 3.80 |
39.51 ± 1.62 / 43.75 ± 1.73 |
75.95 ± 1.72 / 81.23 ± 1.58 |
75.73 ± 0.72 / 73.61 ± 1.47 |
78.60 ± 0.98 / 88.95 ± 0.57 |
46.06 ± 1.72 / 51.14 ± 1.65 |
|
sarnikowski/convbert-medium-small-da-cased |
24 |
29 |
512 |
6.01 ± 0.11 |
|
|
|
|
|
|
|
|
76.57 ± 1.34 / 79.19 ± 1.49 |
36.85 ± 3.28 / 56.27 ± 3.98 |
63.55 ± 1.19 / 81.41 ± 0.64 |
34.36 ± 1.89 / 38.66 ± 1.76 |
76.09 ± 0.70 / 79.50 ± 0.70 |
68.84 ± 1.39 / 73.03 ± 1.28 |
32.40 ± 1.48 / 44.59 ± 1.66 |
41.65 ± 1.95 / 70.35 ± 0.97 |
25.53 ± 2.31 / 62.04 ± 1.19 |
31.28 ± 1.82 / 36.01 ± 1.68 |
53.87 ± 1.25 / 58.01 ± 1.23 |
57.67 ± 1.61 / 53.64 ± 0.68 |
13.40 ± 4.31 / 55.37 ± 2.61 |
32.63 ± 1.57 / 37.37 ± 1.40 |
|
sarnikowski/electra-small-generator-da-256-cased |
4 |
29 |
512 |
49.73 ± 1.57 |
|
|
|
|
|
|
|
|
42.78 ± 1.74 / 42.53 ± 1.99 |
22.19 ± 2.04 / 41.57 ± 2.98 |
2.43 ± 1.83 / 49.01 ± 3.57 |
4.25 ± 0.63 / 10.17 ± 1.04 |
38.64 ± 1.57 / 40.85 ± 1.64 |
32.27 ± 2.23 / 34.11 ± 2.36 |
20.93 ± 2.47 / 39.13 ± 1.34 |
4.84 ± 1.74 / 51.70 ± 1.02 |
2.57 ± 1.59 / 49.43 ± 1.58 |
3.99 ± 0.40 / 10.80 ± 0.78 |
27.06 ± 1.32 / 28.81 ± 1.51 |
56.38 ± 1.07 / 53.11 ± 0.41 |
3.84 ± 2.29 / 49.12 ± 3.68 |
4.59 ± 0.50 / 11.77 ± 0.63 |
|
sentence-transformers/distilbert-multilingual-nli-stsb-quora-ranking |
135 |
120 |
512 |
3.76 ± 0.06 |
|
|
|
|
|
|
|
|
71.23 ± 1.20 / 72.66 ± 1.16 |
36.60 ± 1.60 / 56.93 ± 1.48 |
8.84 ± 5.33 / 51.76 ± 3.80 |
25.13 ± 2.53 / 30.95 ± 2.37 |
74.83 ± 0.79 / 77.81 ± 0.76 |
68.32 ± 1.13 / 72.22 ± 0.95 |
44.59 ± 1.89 / 59.87 ± 1.84 |
8.98 ± 3.55 / 52.49 ± 2.08 |
5.72 ± 3.29 / 50.40 ± 3.21 |
28.46 ± 1.31 / 34.90 ± 1.43 |
59.72 ± 1.22 / 65.50 ± 1.20 |
68.33 ± 1.03 / 64.03 ± 2.47 |
14.81 ± 6.63 / 55.50 ± 4.28 |
26.38 ± 2.09 / 33.19 ± 1.97 |
|
jannesg/bertsson |
124 |
50 |
512 |
1.91 ± 0.01 |
|
|
|
|
|
|
|
|
45.13 ± 1.23 / 44.10 ± 1.32 |
24.11 ± 1.74 / 44.78 ± 2.78 |
2.91 ± 1.07 / 46.98 ± 3.78 |
25.43 ± 2.25 / 31.72 ± 2.31 |
46.11 ± 1.04 / 49.30 ± 0.97 |
43.01 ± 2.05 / 46.11 ± 2.15 |
23.21 ± 2.32 / 44.26 ± 2.95 |
2.26 ± 1.47 / 45.07 ± 4.04 |
-0.66 ± 1.81 / 44.50 ± 3.45 |
22.67 ± 1.62 / 29.77 ± 1.60 |
46.67 ± 1.98 / 51.13 ± 2.13 |
61.67 ± 1.40 / 59.12 ± 2.44 |
2.87 ± 1.53 / 48.92 ± 2.37 |
27.14 ± 1.99 / 34.45 ± 1.97 |
|
3ebdola/Dialectal-Arabic-XLM-R-Base |
278 |
250 |
512 |
1.92 ± 0.02 |
|
|
|
|
|
|
|
|
42.02 ± 10.18 / 43.71 ± 10.38 |
22.07 ± 2.24 / 44.70 ± 3.72 |
1.63 ± 1.49 / 45.36 ± 3.07 |
8.68 ± 3.32 / 16.14 ± 3.07 |
52.52 ± 3.51 / 55.55 ± 3.71 |
50.23 ± 3.00 / 53.53 ± 3.03 |
12.69 ± 4.51 / 32.23 ± 3.53 |
2.79 ± 1.16 / 47.71 ± 2.00 |
1.66 ± 2.18 / 46.60 ± 2.87 |
14.55 ± 4.44 / 22.28 ± 3.84 |
40.46 ± 3.04 / 42.78 ± 3.26 |
44.95 ± 2.30 / 48.17 ± 1.06 |
1.43 ± 1.34 / 48.66 ± 2.45 |
14.14 ± 3.56 / 21.74 ± 3.20 |
|
dbmdz/bert-medium-historic-multilingual-cased |
42 |
32 |
512 |
5.74 ± 0.11 |
|
|
|
|
|
|
|
|
63.95 ± 1.09 / 65.37 ± 1.21 |
27.93 ± 0.66 / 50.86 ± 0.42 |
5.42 ± 2.85 / 48.29 ± 3.93 |
28.62 ± 2.21 / 33.54 ± 2.07 |
66.15 ± 1.66 / 69.65 ± 1.48 |
62.75 ± 1.40 / 66.78 ± 1.28 |
26.33 ± 1.84 / 40.67 ± 0.71 |
6.62 ± 3.40 / 48.37 ± 4.02 |
5.16 ± 3.07 / 45.99 ± 4.76 |
29.61 ± 1.07 / 34.97 ± 1.23 |
61.03 ± 1.08 / 66.11 ± 1.24 |
59.66 ± 1.84 / 55.24 ± 1.32 |
26.28 ± 8.44 / 59.64 ± 5.68 |
31.62 ± 1.13 / 37.22 ± 1.04 |
|
dbmdz/bert-tiny-historic-multilingual-cased |
5 |
32 |
512 |
117.25 ± 2.67 |
|
|
|
|
|
|
|
|
41.43 ± 3.77 / 41.23 ± 4.61 |
20.71 ± 1.68 / 40.07 ± 2.65 |
1.19 ± 1.08 / 48.46 ± 1.34 |
7.50 ± 3.84 / 11.50 ± 5.60 |
43.54 ± 3.44 / 46.11 ± 3.68 |
33.22 ± 4.64 / 35.18 ± 4.90 |
19.19 ± 2.87 / 37.36 ± 1.97 |
2.76 ± 1.42 / 50.99 ± 0.83 |
0.42 ± 1.04 / 49.39 ± 0.80 |
3.69 ± 2.27 / 6.80 ± 4.09 |
25.42 ± 2.14 / 26.87 ± 2.26 |
57.41 ± 1.89 / 53.50 ± 0.75 |
-1.06 ± 1.33 / 48.72 ± 0.87 |
7.29 ± 2.82 / 12.63 ± 4.51 |
|
Geotrend/bert-base-en-no-cased |
111 |
33 |
512 |
1.93 ± 0.01 |
|
|
|
|
|
|
|
|
80.48 ± 1.31 / 82.81 ± 1.46 |
33.91 ± 1.43 / 54.87 ± 1.38 |
40.96 ± 4.05 / 69.68 ± 2.12 |
48.52 ± 1.57 / 52.29 ± 1.64 |
85.89 ± 1.04 / 89.07 ± 1.08 |
79.22 ± 0.93 / 82.69 ± 0.90 |
34.97 ± 1.74 / 48.21 ± 2.02 |
39.58 ± 5.70 / 67.91 ± 3.00 |
31.27 ± 9.57 / 62.81 ± 7.17 |
45.81 ± 0.69 / 50.74 ± 0.83 |
69.89 ± 0.52 / 75.33 ± 0.99 |
61.80 ± 1.76 / 58.93 ± 3.28 |
36.62 ± 5.98 / 66.91 ± 3.69 |
47.09 ± 1.17 / 51.88 ± 1.11 |
|
alexanderfalk/danbert-small-cased |
83 |
52 |
512 |
3.82 ± 0.04 |
|
|
|
|
|
|
|
|
44.89 ± 1.33 / 46.99 ± 1.64 |
30.67 ± 1.28 / 51.76 ± 1.28 |
13.01 ± 5.22 / 55.11 ± 3.40 |
0.05 ± 0.03 / 0.52 ± 0.12 |
39.53 ± 1.04 / 42.18 ± 1.03 |
34.88 ± 1.76 / 37.39 ± 1.81 |
24.39 ± 1.60 / 40.44 ± 1.78 |
7.29 ± 2.49 / 49.37 ± 3.58 |
2.57 ± 1.78 / 46.00 ± 3.32 |
0.05 ± 0.05 / 0.73 ± 0.20 |
20.74 ± 1.42 / 22.47 ± 1.55 |
53.88 ± 1.97 / 52.30 ± 1.04 |
1.55 ± 1.62 / 44.06 ± 3.56 |
0.06 ± 0.07 / 0.64 ± 0.31 |
|
jjzha/dajobbert-base-cased |
110 |
32 |
512 |
1.94 ± 0.01 |
|
|
|
|
|
|
|
|
69.88 ± 1.25 / 73.62 ± 1.23 |
39.18 ± 1.11 / 59.11 ± 0.83 |
40.38 ± 3.85 / 66.54 ± 2.71 |
17.91 ± 5.62 / 24.16 ± 5.31 |
61.91 ± 2.60 / 65.30 ± 2.44 |
51.85 ± 0.82 / 55.73 ± 0.84 |
32.39 ± 1.66 / 48.00 ± 2.36 |
19.70 ± 2.97 / 58.23 ± 1.53 |
8.89 ± 3.78 / 53.86 ± 1.86 |
25.57 ± 6.94 / 31.55 ± 7.51 |
40.65 ± 1.40 / 43.74 ± 1.56 |
55.74 ± 1.72 / 55.36 ± 1.75 |
4.54 ± 2.32 / 50.57 ± 1.44 |
24.05 ± 1.98 / 30.35 ± 1.72 |
|
pere/roberta-debug-8 |
278 |
250 |
512 |
1.86 ± 0.03 |
|
|
|
|
|
|
|
|
81.10 ± 1.46 / 83.56 ± 1.47 |
49.77 ± 0.92 / 66.38 ± 0.56 |
64.31 ± 2.24 / 80.70 ± 1.53 |
39.79 ± 1.89 / 43.93 ± 1.81 |
88.71 ± 0.94 / 91.16 ± 0.71 |
80.56 ± 1.59 / 84.75 ± 1.23 |
55.25 ± 2.36 / 66.95 ± 2.79 |
68.03 ± 2.37 / 82.12 ± 1.69 |
66.90 ± 2.07 / 82.33 ± 1.34 |
38.43 ± 1.81 / 43.20 ± 1.78 |
67.89 ± 2.16 / 74.48 ± 2.35 |
74.58 ± 1.29 / 70.97 ± 2.41 |
69.07 ± 2.22 / 83.17 ± 1.50 |
40.96 ± 1.70 / 45.69 ± 1.59 |
|
pere/roberta-debug-32 |
278 |
250 |
512 |
1.95 ± 0.02 |
|
|
|
|
|
|
|
|
77.40 ± 1.74 / 80.25 ± 1.91 |
50.48 ± 0.68 / 66.71 ± 0.40 |
64.34 ± 2.43 / 80.92 ± 1.67 |
39.50 ± 1.96 / 43.47 ± 1.92 |
85.81 ± 1.57 / 89.07 ± 1.19 |
78.80 ± 2.22 / 83.27 ± 1.68 |
53.23 ± 1.67 / 65.23 ± 2.65 |
70.06 ± 2.33 / 83.61 ± 1.61 |
66.81 ± 1.83 / 82.19 ± 1.20 |
36.74 ± 1.41 / 41.42 ± 1.29 |
65.94 ± 2.04 / 72.25 ± 2.16 |
75.04 ± 1.08 / 72.35 ± 2.45 |
70.16 ± 1.47 / 84.29 ± 0.90 |
39.90 ± 1.83 / 44.57 ± 1.70 |
|
sentence-transformers/paraphrase-multilingual-mpnet-base-v2 |
278 |
250 |
512 |
1.92 ± 0.01 |
|
|
|
|
|
|
|
|
74.98 ± 0.92 / 76.63 ± 0.85 |
49.13 ± 0.82 / 65.84 ± 0.66 |
29.66 ± 7.69 / 63.05 ± 4.35 |
0.14 ± 0.20 / 1.02 ± 1.34 |
78.39 ± 0.86 / 81.94 ± 0.73 |
71.27 ± 1.18 / 75.56 ± 1.01 |
55.53 ± 1.05 / 68.89 ± 1.16 |
36.01 ± 2.02 / 64.39 ± 1.49 |
14.99 ± 8.03 / 54.08 ± 5.71 |
0.04 ± 0.05 / 1.55 ± 1.67 |
59.82 ± 1.39 / 65.14 ± 1.57 |
73.47 ± 0.84 / 70.20 ± 2.49 |
36.62 ± 6.55 / 66.09 ± 5.35 |
0.25 ± 0.26 / 2.02 ± 2.04 |
|
sentence-transformers/use-cmlm-multilingual |
471 |
501 |
512 |
1.90 ± 0.02 |
|
|
|
|
|
|
|
|
81.91 ± 0.87 / 84.06 ± 0.84 |
48.03 ± 0.74 / 65.34 ± 0.40 |
55.31 ± 2.29 / 76.29 ± 1.57 |
49.16 ± 2.73 / 53.75 ± 2.68 |
87.12 ± 1.08 / 90.08 ± 0.76 |
81.89 ± 0.98 / 86.04 ± 0.78 |
56.35 ± 1.25 / 69.31 ± 1.02 |
59.38 ± 2.52 / 78.02 ± 1.71 |
46.54 ± 3.21 / 71.78 ± 2.00 |
51.46 ± 1.85 / 56.73 ± 1.74 |
74.21 ± 1.26 / 80.05 ± 1.13 |
75.09 ± 1.30 / 72.93 ± 2.37 |
61.83 ± 1.28 / 79.96 ± 0.82 |
51.77 ± 1.30 / 57.11 ± 1.22 |
|
microsoft/infoxlm-large |
560 |
250 |
512 |
0.52 ± 0.00 |
|
|
|
|
|
|
|
|
85.45 ± 1.08 / 87.11 ± 1.23 |
37.94 ± 10.08 / 55.77 ± 9.21 |
15.26 ± 10.94 / 48.92 ± 8.26 |
52.30 ± 0.80 / 57.35 ± 0.93 |
89.48 ± 0.83 / 91.90 ± 0.62 |
82.92 ± 1.66 / 86.59 ± 1.49 |
30.56 ± 13.68 / 45.96 ± 11.45 |
9.79 ± 5.13 / 46.75 ± 6.05 |
6.36 ± 2.82 / 48.52 ± 4.11 |
52.77 ± 1.38 / 58.11 ± 1.38 |
74.53 ± 2.70 / 79.53 ± 2.77 |
75.42 ± 1.08 / 72.68 ± 3.19 |
18.44 ± 10.88 / 53.57 ± 7.20 |
54.60 ± 1.04 / 60.00 ± 0.86 |
|
clips/mfaq |
278 |
250 |
128 |
8.21 ± 0.14 |
|
|
|
|
|
|
|
|
79.96 ± 1.19 / 82.19 ± 1.02 |
45.60 ± 1.76 / 63.53 ± 1.48 |
28.26 ± 11.88 / 55.28 ± 7.93 |
0.01 ± 0.01 / 0.60 ± 0.99 |
86.62 ± 1.53 / 89.46 ± 1.18 |
75.64 ± 1.17 / 79.71 ± 1.02 |
52.91 ± 2.29 / 64.64 ± 3.28 |
27.55 ± 12.16 / 53.28 ± 8.27 |
15.20 ± 9.06 / 51.91 ± 4.95 |
0.04 ± 0.05 / 0.63 ± 0.83 |
70.91 ± 1.27 / 76.31 ± 1.29 |
73.32 ± 1.13 / 70.21 ± 3.74 |
32.29 ± 10.98 / 62.21 ± 5.02 |
0.03 ± 0.05 / 0.80 ± 1.07 |
|
google/rembert |
576 |
250 |
256 |
0.79 ± 0.01 |
|
|
|
|
|
|
|
|
81.68 ± 1.38 / 84.31 ± 1.05 |
50.19 ± 1.82 / 66.32 ± 1.50 |
69.72 ± 2.25 / 84.30 ± 1.64 |
52.03 ± 1.07 / 56.54 ± 1.37 |
84.95 ± 2.83 / 88.70 ± 2.05 |
82.16 ± 1.96 / 86.11 ± 1.67 |
54.19 ± 3.15 / 65.18 ± 4.55 |
69.83 ± 2.01 / 84.72 ± 1.10 |
54.84 ± 12.59 / 75.13 ± 9.44 |
51.14 ± 1.72 / 55.91 ± 1.86 |
72.58 ± 1.51 / 78.23 ± 1.53 |
75.99 ± 1.15 / 71.01 ± 4.17 |
72.17 ± 0.94 / 85.94 ± 0.54 |
50.80 ± 2.25 / 55.83 ± 2.37 |
|
Twitter/twhin-bert-large |
561 |
250 |
512 |
0.43 ± 0.00 |
|
|
|
|
|
|
|
|
77.58 ± 1.37 / 79.67 ± 1.34 |
39.36 ± 3.13 / 58.64 ± 2.64 |
7.06 ± 6.11 / 49.71 ± 4.63 |
43.31 ± 2.11 / 47.39 ± 2.00 |
83.48 ± 1.19 / 86.26 ± 0.71 |
76.17 ± 2.67 / 80.10 ± 2.44 |
34.17 ± 2.42 / 43.74 ± 2.19 |
12.11 ± 10.47 / 50.33 ± 7.16 |
4.28 ± 4.18 / 45.75 ± 4.32 |
43.51 ± 2.72 / 48.19 ± 2.33 |
68.20 ± 1.70 / 74.26 ± 1.65 |
63.35 ± 5.43 / 60.33 ± 5.50 |
16.07 ± 10.73 / 52.48 ± 7.50 |
43.74 ± 4.46 / 48.67 ± 4.30 |
|
sarnikowski/electra-small-discriminator-da-256-cased |
13 |
29 |
512 |
10.68 ± 0.14 |
|
|
|
|
|
|
|
|
69.55 ± 1.35 / 72.54 ± 1.28 |
24.38 ± 1.74 / 40.85 ± 3.07 |
68.58 ± 1.38 / 84.12 ± 0.69 |
27.69 ± 1.49 / 33.04 ± 1.43 |
70.05 ± 1.16 / 73.15 ± 1.21 |
62.07 ± 1.31 / 66.34 ± 1.25 |
29.97 ± 0.99 / 42.12 ± 0.47 |
40.79 ± 2.06 / 69.48 ± 1.44 |
25.08 ± 1.86 / 61.74 ± 0.81 |
25.65 ± 1.44 / 31.84 ± 1.29 |
48.47 ± 0.71 / 52.79 ± 1.21 |
57.93 ± 1.56 / 53.71 ± 0.61 |
14.72 ± 2.01 / 55.92 ± 1.11 |
26.89 ± 1.09 / 32.71 ± 0.97 |
|
bert-base-multilingual-uncased |
167 |
106 |
512 |
1.34 ± 0.03 |
|
|
|
|
|
|
|
|
77.68 ± 0.74 / 79.94 ± 0.83 |
33.50 ± 2.57 / 54.63 ± 2.14 |
46.75 ± 3.43 / 72.71 ± 2.11 |
49.17 ± 0.76 / 53.32 ± 0.84 |
79.06 ± 1.52 / 82.90 ± 1.44 |
72.83 ± 1.96 / 77.33 ± 2.00 |
37.28 ± 2.13 / 48.69 ± 3.26 |
49.41 ± 1.57 / 73.96 ± 0.87 |
43.58 ± 2.23 / 71.20 ± 1.61 |
46.16 ± 1.80 / 50.73 ± 1.89 |
65.50 ± 1.71 / 70.85 ± 1.56 |
63.30 ± 0.93 / 59.96 ± 1.80 |
48.97 ± 1.14 / 73.78 ± 0.61 |
46.22 ± 1.91 / 50.81 ± 2.00 |
|
Geotrend/distilbert-base-en-no-cased |
69 |
33 |
512 |
2.70 ± 0.08 |
|
|
|
|
|
|
|
|
76.16 ± 0.89 / 78.57 ± 0.83 |
32.95 ± 0.82 / 54.57 ± 0.80 |
33.63 ± 2.63 / 65.69 ± 1.82 |
37.92 ± 1.65 / 41.72 ± 1.53 |
81.01 ± 0.94 / 83.93 ± 0.95 |
75.07 ± 1.03 / 79.39 ± 1.03 |
32.32 ± 2.30 / 47.12 ± 2.85 |
36.15 ± 1.99 / 66.57 ± 1.11 |
30.17 ± 1.72 / 63.98 ± 1.36 |
36.88 ± 1.18 / 41.12 ± 1.14 |
63.61 ± 1.27 / 69.28 ± 1.15 |
59.53 ± 1.69 / 57.93 ± 2.20 |
29.36 ± 1.50 / 63.60 ± 0.89 |
41.60 ± 1.02 / 46.04 ± 0.91 |
|
dbmdz/bert-mini-historic-multilingual-cased |
12 |
32 |
512 |
21.10 ± 0.20 |
|
|
|
|
|
|
|
|
55.05 ± 1.66 / 56.69 ± 1.54 |
26.03 ± 0.90 / 48.46 ± 1.21 |
2.19 ± 1.92 / 49.80 ± 1.39 |
22.16 ± 1.47 / 28.35 ± 1.50 |
58.24 ± 1.47 / 61.55 ± 1.55 |
56.03 ± 1.41 / 59.90 ± 1.56 |
24.59 ± 1.57 / 40.34 ± 0.99 |
3.45 ± 2.10 / 50.80 ± 1.16 |
2.72 ± 1.56 / 48.79 ± 1.92 |
23.14 ± 1.75 / 30.36 ± 1.63 |
47.04 ± 3.83 / 50.07 ± 4.14 |
56.10 ± 1.85 / 52.92 ± 0.76 |
5.05 ± 2.27 / 51.08 ± 1.44 |
21.66 ± 1.09 / 29.00 ± 1.21 |
|
RabotaRu/HRBert-mini |
80 |
200 |
512 |
20.07 ± 0.33 |
|
|
|
|
|
|
|
|
30.47 ± 1.44 / 29.37 ± 1.40 |
20.33 ± 1.89 / 40.95 ± 2.78 |
0.90 ± 1.40 / 48.85 ± 2.60 |
4.78 ± 0.58 / 11.12 ± 1.01 |
30.31 ± 2.14 / 31.87 ± 2.26 |
30.59 ± 1.43 / 32.47 ± 1.48 |
15.07 ± 1.97 / 35.80 ± 1.15 |
1.26 ± 1.26 / 48.42 ± 1.75 |
0.49 ± 1.58 / 45.93 ± 3.88 |
3.83 ± 0.66 / 10.51 ± 1.00 |
23.05 ± 1.43 / 24.61 ± 1.58 |
52.31 ± 1.22 / 51.51 ± 0.49 |
1.32 ± 1.87 / 46.80 ± 4.29 |
3.85 ± 0.78 / 10.00 ± 1.75 |
|
KBLab/megatron-bert-base-swedish-cased-600k |
135 |
64 |
512 |
1.98 ± 0.02 |
|
|
|
|
|
|
|
|
74.55 ± 0.90 / 77.53 ± 0.90 |
39.40 ± 1.14 / 59.02 ± 0.60 |
23.50 ± 1.86 / 59.54 ± 1.34 |
39.43 ± 2.37 / 44.55 ± 2.51 |
79.13 ± 1.26 / 82.20 ± 1.19 |
72.90 ± 1.43 / 76.64 ± 1.10 |
40.20 ± 1.56 / 54.68 ± 2.46 |
24.45 ± 2.21 / 58.75 ± 1.80 |
19.18 ± 3.55 / 57.93 ± 2.05 |
39.12 ± 2.67 / 44.42 ± 2.98 |
72.93 ± 1.08 / 78.91 ± 1.24 |
76.09 ± 0.81 / 72.74 ± 2.11 |
70.08 ± 2.11 / 83.40 ± 1.46 |
47.34 ± 1.23 / 53.17 ± 1.03 |
|
ltg/norbert |
111 |
33 |
512 |
1.61 ± 0.02 |
|
|
|
|
|
|
|
|
76.40 ± 1.84 / 79.01 ± 1.66 |
40.06 ± 1.09 / 59.62 ± 0.80 |
33.73 ± 6.11 / 65.40 ± 4.04 |
33.39 ± 2.24 / 37.59 ± 2.12 |
87.89 ± 0.79 / 90.55 ± 0.63 |
82.22 ± 1.58 / 85.72 ± 1.45 |
52.65 ± 1.78 / 64.34 ± 2.59 |
66.85 ± 2.72 / 82.12 ± 1.73 |
54.86 ± 10.30 / 76.67 ± 5.19 |
37.68 ± 1.35 / 42.92 ± 1.42 |
63.27 ± 1.66 / 69.22 ± 0.88 |
62.59 ± 1.35 / 60.17 ± 2.69 |
22.87 ± 3.41 / 59.79 ± 3.37 |
33.73 ± 2.86 / 38.50 ± 2.77 |
|
mideind/IceBERT |
124 |
50 |
512 |
1.65 ± 0.03 |
|
|
|
|
|
|
|
|
67.86 ± 1.25 / 71.51 ± 1.10 |
22.70 ± 2.43 / 44.12 ± 3.94 |
-0.27 ± 2.37 / 39.44 ± 4.09 |
30.52 ± 3.63 / 33.17 ± 3.98 |
71.71 ± 1.20 / 75.50 ± 1.15 |
67.09 ± 1.04 / 71.88 ± 0.73 |
14.13 ± 5.52 / 33.71 ± 4.23 |
0.68 ± 2.45 / 42.20 ± 4.02 |
0.92 ± 1.54 / 37.68 ± 3.74 |
30.40 ± 3.02 / 33.96 ± 3.14 |
59.43 ± 1.13 / 63.51 ± 1.27 |
55.09 ± 2.80 / 52.44 ± 1.25 |
1.53 ± 1.85 / 42.55 ± 3.77 |
31.13 ± 2.77 / 34.89 ± 2.76 |
|
patrickvonplaten/norwegian-roberta-base |
125 |
50 |
512 |
2.01 ± 0.03 |
|
|
|
|
|
|
|
|
74.45 ± 0.71 / 77.37 ± 0.74 |
40.66 ± 0.60 / 60.41 ± 0.40 |
36.60 ± 8.17 / 65.89 ± 4.40 |
33.51 ± 1.85 / 37.38 ± 1.97 |
85.72 ± 0.68 / 88.58 ± 0.62 |
79.58 ± 1.00 / 83.60 ± 0.98 |
58.16 ± 1.17 / 70.61 ± 1.02 |
64.86 ± 2.58 / 80.24 ± 1.80 |
52.72 ± 2.04 / 74.23 ± 1.73 |
35.53 ± 1.45 / 39.65 ± 1.46 |
63.56 ± 1.57 / 69.21 ± 1.36 |
63.27 ± 2.13 / 62.27 ± 3.49 |
26.27 ± 5.93 / 61.44 ± 3.01 |
34.51 ± 1.53 / 38.94 ± 1.40 |
|
TurkuNLP/bert-base-finnish-cased-v1 |
125 |
50 |
512 |
2.02 ± 0.04 |
|
|
|
|
|
|
|
|
63.53 ± 1.11 / 67.45 ± 0.99 |
27.71 ± 1.03 / 50.39 ± 0.86 |
3.07 ± 2.03 / 47.90 ± 2.80 |
35.91 ± 1.72 / 39.87 ± 1.92 |
69.29 ± 1.52 / 72.21 ± 1.47 |
59.21 ± 1.85 / 63.35 ± 1.96 |
19.30 ± 2.52 / 37.75 ± 2.45 |
1.11 ± 2.51 / 44.42 ± 2.61 |
2.67 ± 1.70 / 44.34 ± 4.55 |
37.41 ± 2.26 / 41.71 ± 2.28 |
58.37 ± 1.26 / 63.05 ± 1.21 |
57.64 ± 2.01 / 55.06 ± 2.50 |
2.89 ± 1.97 / 45.55 ± 3.92 |
36.84 ± 0.79 / 41.03 ± 0.83 |
|
deepset/gbert-base |
110 |
31 |
512 |
1.99 ± 0.02 |
|
|
|
|
|
|
|
|
70.08 ± 0.97 / 72.61 ± 1.16 |
27.60 ± 1.70 / 50.58 ± 1.22 |
2.49 ± 2.08 / 50.07 ± 0.99 |
34.29 ± 2.52 / 38.13 ± 2.47 |
69.37 ± 1.08 / 71.81 ± 1.01 |
65.09 ± 1.93 / 68.15 ± 1.94 |
18.74 ± 2.05 / 37.47 ± 1.58 |
1.67 ± 1.69 / 45.73 ± 3.55 |
0.84 ± 1.75 / 44.24 ± 3.91 |
36.07 ± 1.27 / 40.14 ± 1.27 |
59.86 ± 1.23 / 64.27 ± 1.33 |
53.82 ± 3.41 / 53.50 ± 2.77 |
0.69 ± 1.21 / 47.36 ± 2.87 |
37.25 ± 1.16 / 41.29 ± 1.06 |
|
roberta-base |
125 |
50 |
512 |
1.92 ± 0.03 |
|
|
|
|
|
|
|
|
69.80 ± 1.73 / 72.68 ± 1.70 |
29.27 ± 3.00 / 51.00 ± 3.94 |
1.18 ± 1.48 / 40.35 ± 4.04 |
36.17 ± 2.23 / 39.52 ± 2.16 |
73.25 ± 2.35 / 75.97 ± 2.00 |
63.94 ± 2.11 / 67.89 ± 2.17 |
17.25 ± 4.57 / 34.91 ± 3.73 |
2.95 ± 1.93 / 44.03 ± 4.72 |
1.30 ± 1.85 / 41.87 ± 4.06 |
35.72 ± 2.06 / 39.67 ± 2.05 |
60.30 ± 1.25 / 65.03 ± 1.31 |
53.74 ± 3.02 / 52.22 ± 1.67 |
2.67 ± 1.29 / 38.57 ± 3.00 |
40.26 ± 2.11 / 44.37 ± 2.12 |
|
pdelobelle/robbert-v2-dutch-base |
117 |
40 |
512 |
1.94 ± 0.03 |
|
|
|
|
|
|
|
|
62.44 ± 0.69 / 66.04 ± 1.00 |
29.75 ± 1.68 / 52.53 ± 1.20 |
2.21 ± 1.34 / 48.56 ± 2.17 |
32.73 ± 2.76 / 36.27 ± 2.82 |
65.28 ± 1.79 / 67.30 ± 1.55 |
59.94 ± 2.59 / 63.58 ± 2.49 |
19.12 ± 4.18 / 37.47 ± 3.42 |
0.45 ± 1.67 / 45.13 ± 3.10 |
1.48 ± 1.68 / 46.67 ± 2.59 |
30.40 ± 1.99 / 34.61 ± 2.01 |
53.74 ± 1.03 / 57.82 ± 1.19 |
53.95 ± 2.73 / 52.13 ± 1.40 |
1.16 ± 1.80 / 48.26 ± 1.50 |
31.41 ± 1.91 / 35.63 ± 1.84 |
|
DeepPavlov/rubert-base-cased |
178 |
120 |
512 |
1.94 ± 0.03 |
|
|
|
|
|
|
|
|
69.36 ± 1.07 / 71.10 ± 1.46 |
26.41 ± 1.45 / 49.24 ± 1.23 |
3.84 ± 2.52 / 43.36 ± 4.13 |
36.03 ± 2.48 / 39.69 ± 2.52 |
72.02 ± 1.41 / 74.82 ± 1.33 |
68.79 ± 2.23 / 72.52 ± 1.87 |
21.34 ± 2.21 / 38.12 ± 2.10 |
5.21 ± 3.54 / 45.00 ± 5.24 |
3.00 ± 2.36 / 43.58 ± 2.74 |
38.36 ± 1.72 / 42.55 ± 1.75 |
58.18 ± 1.69 / 63.07 ± 1.74 |
54.68 ± 2.31 / 52.79 ± 1.54 |
6.15 ± 2.42 / 49.78 ± 2.07 |
37.53 ± 2.91 / 41.90 ± 2.91 |
|
asafaya/bert-base-arabic |
111 |
32 |
512 |
1.96 ± 0.03 |
|
|
|
|
|
|
|
|
37.71 ± 1.50 / 34.61 ± 1.57 |
25.13 ± 2.41 / 46.58 ± 3.06 |
1.09 ± 0.72 / 44.63 ± 3.67 |
27.63 ± 2.65 / 33.00 ± 2.39 |
31.35 ± 1.94 / 31.77 ± 1.66 |
33.56 ± 2.03 / 34.70 ± 2.07 |
17.55 ± 1.80 / 36.12 ± 1.25 |
2.29 ± 2.47 / 46.04 ± 4.40 |
0.71 ± 1.94 / 45.99 ± 3.28 |
28.41 ± 2.95 / 33.32 ± 2.81 |
10.71 ± 3.93 / 11.74 ± 4.22 |
58.56 ± 1.57 / 55.18 ± 1.34 |
2.67 ± 1.55 / 43.90 ± 3.80 |
29.67 ± 3.72 / 34.83 ± 3.54 |
|
ViktorAlm/electra-base-norwegian-uncased-discriminator |
109 |
30 |
512 |
1.95 ± 0.02 |
|
|
|
|
|
|
|
|
53.55 ± 1.38 / 49.43 ± 1.44 |
36.99 ± 2.39 / 56.20 ± 3.67 |
43.10 ± 2.55 / 69.95 ± 1.84 |
24.43 ± 2.03 / 28.85 ± 2.29 |
51.80 ± 3.02 / 52.80 ± 3.02 |
50.62 ± 2.44 / 53.51 ± 2.16 |
56.63 ± 1.15 / 69.80 ± 1.39 |
67.52 ± 1.79 / 82.70 ± 1.29 |
57.16 ± 1.35 / 77.82 ± 0.80 |
26.91 ± 2.28 / 31.83 ± 2.56 |
39.52 ± 1.94 / 41.97 ± 2.07 |
64.80 ± 1.64 / 60.10 ± 2.85 |
35.28 ± 2.25 / 67.15 ± 1.51 |
22.18 ± 1.35 / 26.76 ± 1.47 |
|
af-ai-center/bert-base-swedish-uncased |
109 |
31 |
512 |
1.94 ± 0.03 |
|
|
|
|
|
|
|
|
59.72 ± 1.30 / 60.11 ± 1.42 |
25.99 ± 1.39 / 48.69 ± 1.33 |
2.45 ± 1.81 / 49.39 ± 1.14 |
32.39 ± 1.05 / 37.60 ± 1.00 |
59.57 ± 1.06 / 63.17 ± 1.24 |
54.26 ± 0.78 / 58.05 ± 0.78 |
24.48 ± 1.48 / 40.79 ± 1.44 |
5.59 ± 2.02 / 51.01 ± 1.70 |
5.09 ± 3.84 / 50.72 ± 2.81 |
31.05 ± 1.49 / 36.49 ± 1.50 |
56.82 ± 1.20 / 61.30 ± 1.19 |
62.00 ± 1.18 / 58.68 ± 1.80 |
27.76 ± 2.17 / 63.61 ± 1.18 |
34.87 ± 1.45 / 41.08 ± 1.27 |
|
birgermoell/roberta-swedish |
125 |
50 |
512 |
1.93 ± 0.02 |
|
|
|
|
|
|
|
|
74.17 ± 0.48 / 76.71 ± 0.57 |
35.54 ± 0.87 / 56.97 ± 0.53 |
20.59 ± 9.60 / 58.61 ± 4.99 |
32.76 ± 1.81 / 36.38 ± 1.84 |
74.94 ± 1.46 / 77.32 ± 1.26 |
70.20 ± 1.20 / 73.85 ± 0.93 |
36.55 ± 1.80 / 51.42 ± 2.73 |
31.14 ± 6.24 / 64.37 ± 3.09 |
19.73 ± 5.69 / 58.64 ± 3.32 |
31.12 ± 2.48 / 35.76 ± 2.31 |
68.81 ± 1.09 / 74.71 ± 1.24 |
72.02 ± 1.44 / 70.27 ± 2.97 |
62.18 ± 1.52 / 79.87 ± 1.00 |
37.06 ± 1.58 / 41.48 ± 1.57 |
|
KBLab/bert-base-swedish-cased-alpha |
124 |
50 |
512 |
1.96 ± 0.03 |
|
|
|
|
|
|
|
|
72.66 ± 0.84 / 75.38 ± 1.07 |
26.78 ± 1.90 / 48.51 ± 2.47 |
18.84 ± 5.73 / 58.47 ± 2.90 |
32.47 ± 1.41 / 36.72 ± 1.40 |
76.61 ± 1.24 / 79.97 ± 1.07 |
68.12 ± 1.10 / 72.17 ± 0.85 |
29.81 ± 2.15 / 43.25 ± 1.57 |
23.05 ± 3.40 / 58.49 ± 2.66 |
17.52 ± 3.51 / 57.06 ± 2.97 |
34.59 ± 1.69 / 39.45 ± 1.65 |
74.19 ± 1.57 / 80.03 ± 1.27 |
73.13 ± 0.96 / 71.48 ± 2.57 |
72.31 ± 1.20 / 85.67 ± 0.74 |
41.02 ± 1.08 / 45.89 ± 1.20 |
|
KBLab/roberta-base-swedish-cased |
126 |
52 |
512 |
1.97 ± 0.03 |
|
|
|
|
|
|
|
|
71.05 ± 0.95 / 73.74 ± 0.78 |
29.75 ± 1.78 / 51.42 ± 2.00 |
11.90 ± 4.80 / 52.36 ± 4.24 |
25.57 ± 3.29 / 29.98 ± 3.22 |
75.79 ± 1.35 / 79.24 ± 1.34 |
69.83 ± 1.22 / 73.74 ± 1.08 |
24.86 ± 1.57 / 39.65 ± 1.46 |
17.30 ± 3.31 / 57.52 ± 1.66 |
9.79 ± 4.47 / 52.07 ± 3.65 |
26.88 ± 2.90 / 32.07 ± 2.54 |
69.88 ± 1.12 / 75.78 ± 1.02 |
66.73 ± 0.95 / 63.29 ± 2.21 |
59.64 ± 1.57 / 78.93 ± 0.73 |
30.13 ± 2.25 / 35.50 ± 2.07 |
|
KBLab/electra-small-swedish-cased-discriminator |
16 |
50 |
512 |
11.26 ± 0.24 |
|
|
|
|
|
|
|
|
63.91 ± 1.90 / 66.13 ± 2.21 |
21.48 ± 1.76 / 39.08 ± 2.35 |
26.99 ± 2.37 / 62.28 ± 0.96 |
25.44 ± 2.12 / 31.39 ± 1.96 |
62.41 ± 3.57 / 66.04 ± 3.77 |
60.89 ± 1.33 / 65.43 ± 1.33 |
24.46 ± 1.06 / 40.08 ± 0.71 |
23.54 ± 1.78 / 60.01 ± 1.30 |
15.53 ± 3.71 / 55.47 ± 3.76 |
19.77 ± 2.55 / 27.11 ± 2.32 |
61.57 ± 2.40 / 66.70 ± 2.34 |
62.59 ± 1.26 / 56.06 ± 1.13 |
67.85 ± 0.55 / 83.34 ± 0.33 |
29.68 ± 3.14 / 36.34 ± 2.71 |
|
NbAiLab/nb-roberta-base-scandi |
278 |
250 |
512 |
1.98 ± 0.02 |
|
|
|
|
|
|
|
|
83.27 ± 1.09 / 85.41 ± 0.91 |
52.08 ± 1.06 / 67.98 ± 0.77 |
67.99 ± 2.28 / 83.02 ± 1.44 |
41.08 ± 1.35 / 45.20 ± 1.21 |
89.66 ± 0.60 / 92.24 ± 0.44 |
84.23 ± 0.85 / 87.58 ± 0.68 |
59.98 ± 1.33 / 71.70 ± 1.69 |
70.18 ± 1.41 / 83.83 ± 0.91 |
70.81 ± 1.50 / 84.45 ± 0.95 |
40.58 ± 1.82 / 45.32 ± 1.67 |
74.04 ± 1.75 / 80.02 ± 1.62 |
76.21 ± 1.60 / 73.41 ± 2.08 |
71.92 ± 1.07 / 85.01 ± 0.74 |
42.80 ± 1.29 / 47.62 ± 1.27 |
|
pere/nb-roberta-base-scandinavian-long |
125 |
50 |
512 |
1.98 ± 0.02 |
|
|
|
|
|
|
|
|
76.90 ± 0.74 / 79.53 ± 0.89 |
40.71 ± 1.48 / 59.29 ± 1.86 |
52.05 ± 9.20 / 74.77 ± 4.76 |
37.07 ± 2.94 / 40.36 ± 2.90 |
82.51 ± 1.34 / 86.03 ± 1.30 |
78.79 ± 1.82 / 82.69 ± 1.79 |
48.17 ± 1.52 / 62.07 ± 2.22 |
64.02 ± 2.42 / 80.90 ± 1.69 |
53.43 ± 10.63 / 75.89 ± 5.55 |
35.29 ± 1.16 / 39.35 ± 1.27 |
64.97 ± 1.70 / 70.83 ± 1.59 |
67.99 ± 1.13 / 65.00 ± 3.31 |
60.13 ± 0.96 / 79.47 ± 0.78 |
37.25 ± 1.40 / 41.49 ± 1.31 |
|
NbAiLab/nb-roberta-base-scandinavian |
125 |
50 |
512 |
1.97 ± 0.03 |
|
|
|
|
|
|
|
|
76.90 ± 0.74 / 79.53 ± 0.89 |
40.71 ± 1.48 / 59.29 ± 1.86 |
52.05 ± 9.20 / 74.77 ± 4.76 |
37.07 ± 2.94 / 40.36 ± 2.90 |
82.51 ± 1.34 / 86.03 ± 1.30 |
78.79 ± 1.82 / 82.69 ± 1.79 |
48.17 ± 1.52 / 62.07 ± 2.22 |
64.02 ± 2.42 / 80.90 ± 1.69 |
53.43 ± 10.63 / 75.89 ± 5.55 |
35.29 ± 1.16 / 39.35 ± 1.27 |
64.97 ± 1.70 / 70.83 ± 1.59 |
67.99 ± 1.13 / 65.00 ± 3.31 |
60.13 ± 0.96 / 79.47 ± 0.78 |
37.25 ± 1.40 / 41.49 ± 1.31 |
|
NbAiLab/nb-roberta-base-scandi-1e4 |
278 |
250 |
512 |
1.97 ± 0.02 |
|
|
|
|
|
|
|
|
82.48 ± 0.94 / 84.71 ± 0.89 |
51.70 ± 1.98 / 67.54 ± 1.47 |
62.03 ± 11.56 / 80.01 ± 5.70 |
41.67 ± 1.47 / 45.58 ± 1.35 |
89.67 ± 0.54 / 92.09 ± 0.51 |
83.35 ± 2.01 / 86.85 ± 1.94 |
59.84 ± 1.40 / 72.11 ± 1.25 |
73.33 ± 2.17 / 85.89 ± 1.29 |
71.06 ± 1.62 / 84.78 ± 1.05 |
40.93 ± 1.69 / 45.44 ± 1.69 |
73.80 ± 1.53 / 79.90 ± 1.41 |
76.20 ± 1.16 / 74.01 ± 2.34 |
73.62 ± 1.17 / 86.19 ± 0.80 |
40.66 ± 1.09 / 45.33 ± 0.88 |
|
facebook/xlm-v-base |
778 |
902 |
512 |
1.39 ± 0.01 |
|
|
|
|
|
|
|
|
80.39 ± 1.08 / 82.06 ± 0.82 |
31.86 ± 8.76 / 47.51 ± 8.94 |
52.95 ± 11.68 / 73.96 ± 8.89 |
43.23 ± 2.84 / 47.86 ± 2.90 |
87.51 ± 1.20 / 89.99 ± 1.32 |
74.97 ± 3.56 / 78.60 ± 3.17 |
17.93 ± 14.48 / 34.24 ± 10.14 |
43.46 ± 17.47 / 66.52 ± 12.26 |
10.97 ± 10.84 / 43.47 ± 9.81 |
42.98 ± 3.29 / 48.67 ± 3.06 |
63.66 ± 6.41 / 68.39 ± 7.26 |
73.43 ± 0.91 / 61.29 ± 1.81 |
45.09 ± 15.90 / 68.48 ± 11.31 |
45.18 ± 2.75 / 50.15 ± 2.65 |
|
jhu-clsp/bernice |
278 |
250 |
512 |
8.50 ± 0.12 |
|
|
|
|
|
|
|
|
75.58 ± 1.26 / 78.43 ± 1.14 |
47.20 ± 1.34 / 64.51 ± 1.21 |
40.52 ± 7.38 / 67.99 ± 3.84 |
13.97 ± 5.69 / 15.40 ± 5.97 |
81.19 ± 1.37 / 84.11 ± 1.13 |
73.93 ± 1.46 / 77.82 ± 1.28 |
39.63 ± 1.06 / 49.23 ± 2.13 |
45.75 ± 3.27 / 71.33 ± 1.67 |
33.74 ± 2.91 / 63.89 ± 3.31 |
14.79 ± 4.63 / 16.74 ± 5.09 |
65.04 ± 1.33 / 71.34 ± 0.91 |
70.91 ± 1.23 / 67.12 ± 3.79 |
53.52 ± 1.22 / 76.15 ± 0.53 |
21.94 ± 5.48 / 24.63 ± 5.75 |
|
vesteinn/DanskBERT |
124 |
50 |
512 |
1.19 ± 0.01 |
|
|
|
|
|
|
|
|
81.82 ± 0.83 / 84.01 ± 0.75 |
52.86 ± 1.08 / 68.19 ± 1.02 |
75.20 ± 1.73 / 86.99 ± 1.17 |
45.61 ± 1.39 / 50.34 ± 1.19 |
84.15 ± 0.59 / 86.82 ± 0.53 |
76.65 ± 1.46 / 79.91 ± 1.17 |
47.84 ± 2.44 / 60.67 ± 3.47 |
51.99 ± 11.45 / 72.87 ± 8.55 |
30.57 ± 8.63 / 62.90 ± 7.32 |
45.44 ± 1.40 / 50.58 ± 1.26 |
67.15 ± 0.85 / 72.33 ± 0.82 |
67.77 ± 1.19 / 62.98 ± 2.57 |
33.79 ± 7.61 / 64.01 ± 6.84 |
39.61 ± 1.14 / 44.43 ± 1.12 |
|
jjzha/dajobbert-base-uncased |
110 |
32 |
512 |
1.19 ± 0.01 |
|
|
|
|
|
|
|
|
70.30 ± 0.78 / 74.21 ± 0.84 |
39.65 ± 1.31 / 59.23 ± 0.94 |
37.67 ± 7.20 / 65.47 ± 3.22 |
24.84 ± 4.84 / 30.58 ± 4.46 |
62.62 ± 0.66 / 65.95 ± 0.72 |
51.50 ± 1.21 / 55.29 ± 1.26 |
33.31 ± 2.87 / 48.75 ± 3.38 |
20.34 ± 4.81 / 58.57 ± 2.56 |
8.07 ± 2.44 / 53.43 ± 1.32 |
26.98 ± 3.94 / 33.32 ± 3.73 |
39.98 ± 1.42 / 42.99 ± 1.57 |
55.49 ± 1.28 / 55.99 ± 2.15 |
4.69 ± 2.28 / 51.01 ± 1.58 |
20.96 ± 4.02 / 27.42 ± 3.83 |
|
chcaa/dfm-encoder-small-v1 |
22 |
96 |
128 |
31.22 ± 0.61 |
|
|
|
|
|
|
|
|
74.80 ± 1.18 / 78.92 ± 1.04 |
29.39 ± 2.55 / 45.17 ± 3.06 |
59.38 ± 1.70 / 78.64 ± 1.11 |
1.14 ± 1.66 / 1.93 ± 2.63 |
72.09 ± 1.61 / 75.77 ± 1.02 |
63.25 ± 2.26 / 67.32 ± 2.49 |
10.30 ± 8.55 / 28.38 ± 5.82 |
39.06 ± 1.92 / 67.45 ± 1.02 |
21.66 ± 5.92 / 56.29 ± 6.92 |
0.00 ± 0.00 / 0.00 ± 0.00 |
38.61 ± 8.85 / 40.83 ± 9.37 |
59.58 ± 1.27 / 54.36 ± 0.49 |
23.36 ± 5.27 / 57.75 ± 4.71 |
0.02 ± 0.03 / 0.08 ± 0.15 |
|
chcaa/dfm-encoder-medium-v1 |
111 |
32 |
512 |
1.82 ± 0.02 |
|
|
|
|
|
|
|
|
72.50 ± 1.28 / 75.49 ± 1.05 |
39.91 ± 1.78 / 58.47 ± 2.16 |
51.01 ± 10.50 / 74.54 ± 5.83 |
36.89 ± 2.71 / 40.91 ± 2.53 |
65.08 ± 1.07 / 68.66 ± 1.05 |
57.87 ± 2.08 / 61.77 ± 2.03 |
36.56 ± 1.53 / 51.54 ± 2.45 |
31.23 ± 6.86 / 63.55 ± 5.48 |
5.40 ± 4.63 / 44.64 ± 6.37 |
35.93 ± 1.89 / 40.56 ± 1.70 |
46.05 ± 2.11 / 49.62 ± 2.01 |
58.70 ± 2.54 / 58.15 ± 3.35 |
2.23 ± 2.12 / 46.43 ± 4.85 |
35.96 ± 1.17 / 40.86 ± 1.03 |
|
chcaa/dfm-encoder-large-v1 |
355 |
50 |
512 |
0.56 ± 0.01 |
|
|
|
|
|
|
|
|
82.69 ± 0.85 / 85.08 ± 0.77 |
51.42 ± 2.30 / 67.07 ± 1.97 |
76.11 ± 1.17 / 87.41 ± 0.67 |
54.45 ± 1.65 / 59.52 ± 1.45 |
84.60 ± 1.44 / 88.66 ± 1.23 |
80.07 ± 2.11 / 84.59 ± 1.98 |
55.59 ± 10.43 / 67.82 ± 9.45 |
71.43 ± 1.67 / 84.61 ± 1.15 |
53.30 ± 13.11 / 74.52 ± 7.96 |
52.46 ± 4.57 / 57.66 ± 4.45 |
68.89 ± 2.46 / 74.18 ± 2.01 |
75.11 ± 1.19 / 74.74 ± 0.94 |
64.11 ± 3.27 / 81.63 ± 1.66 |
53.98 ± 1.42 / 59.70 ± 1.27 |
|
vesteinn/FoBERT |
124 |
50 |
512 |
2.10 ± 0.05 |
|
|
|
|
|
|
|
|
82.36 ± 0.74 / 84.38 ± 0.63 |
49.18 ± 1.55 / 65.94 ± 1.28 |
65.45 ± 1.97 / 81.55 ± 1.33 |
39.33 ± 2.44 / 43.67 ± 2.73 |
88.03 ± 0.77 / 90.65 ± 0.66 |
81.01 ± 1.95 / 84.88 ± 1.55 |
52.44 ± 2.90 / 62.48 ± 4.62 |
68.77 ± 2.01 / 83.10 ± 1.42 |
65.40 ± 2.43 / 81.72 ± 1.68 |
39.93 ± 2.95 / 44.71 ± 2.99 |
72.45 ± 1.57 / 78.58 ± 1.52 |
73.41 ± 0.98 / 68.72 ± 3.80 |
71.14 ± 1.62 / 84.55 ± 0.97 |
43.76 ± 3.98 / 48.30 ± 3.92 |
|
sileod/mdeberta-v3-base-tasksource-nli |
279 |
251 |
511 |
1.99 ± 0.01 |
|
|
|
|
|
|
|
|
84.82 ± 0.73 / 86.85 ± 0.83 |
50.98 ± 1.25 / 67.18 ± 0.86 |
57.33 ± 11.34 / 77.46 ± 5.70 |
49.56 ± 0.60 / 55.17 ± 0.47 |
89.11 ± 1.05 / 91.70 ± 0.71 |
83.50 ± 0.95 / 86.79 ± 0.87 |
52.87 ± 2.07 / 65.06 ± 2.55 |
67.09 ± 1.55 / 82.49 ± 0.90 |
58.36 ± 1.37 / 78.55 ± 0.87 |
50.64 ± 0.92 / 56.68 ± 0.86 |
72.72 ± 1.82 / 78.68 ± 1.76 |
75.70 ± 0.93 / 73.09 ± 2.62 |
68.65 ± 1.96 / 83.70 ± 1.16 |
50.63 ± 1.49 / 56.54 ± 1.44 |
|
jannikskytt/MeDa-Bert |
111 |
32 |
511 |
3.07 ± 0.04 |
|
|
|
|
|
|
|
|
73.56 ± 1.19 / 77.11 ± 1.24 |
44.62 ± 1.38 / 62.33 ± 1.20 |
47.47 ± 8.03 / 70.55 ± 4.26 |
32.06 ± 2.43 / 36.66 ± 2.26 |
68.09 ± 0.91 / 71.69 ± 0.92 |
56.64 ± 1.98 / 60.00 ± 1.99 |
38.94 ± 2.59 / 53.58 ± 3.33 |
30.32 ± 4.68 / 62.42 ± 3.11 |
7.99 ± 3.34 / 53.24 ± 1.64 |
30.74 ± 2.61 / 36.49 ± 2.36 |
45.04 ± 1.50 / 48.32 ± 1.62 |
53.98 ± 2.05 / 52.94 ± 1.88 |
3.33 ± 2.12 / 51.06 ± 1.15 |
31.34 ± 1.32 / 37.02 ± 1.18 |
|
ltg/norbert3-xs |
15 |
50 |
508 |
14.39 ± 0.26 |
|
|
|
|
|
|
|
|
74.47 ± 1.23 / 76.67 ± 1.35 |
39.16 ± 1.75 / 58.91 ± 1.21 |
2.16 ± 1.61 / 48.93 ± 2.35 |
26.02 ± 1.69 / 29.29 ± 1.54 |
84.17 ± 0.81 / 87.63 ± 0.64 |
75.70 ± 2.31 / 80.19 ± 2.00 |
49.92 ± 1.44 / 63.75 ± 1.45 |
7.93 ± 4.24 / 50.87 ± 2.29 |
5.06 ± 0.83 / 51.44 ± 1.05 |
24.07 ± 2.78 / 28.57 ± 2.45 |
62.96 ± 1.62 / 67.53 ± 1.66 |
59.27 ± 2.14 / 55.26 ± 1.73 |
2.83 ± 2.01 / 49.25 ± 1.48 |
24.78 ± 1.23 / 28.67 ± 1.13 |
|
ltg/norbert3-small |
41 |
50 |
508 |
6.41 ± 0.06 |
|
|
|
|
|
|
|
|
80.87 ± 1.21 / 82.67 ± 1.40 |
39.34 ± 2.85 / 58.37 ± 3.66 |
50.90 ± 1.26 / 74.15 ± 0.81 |
40.37 ± 2.04 / 44.31 ± 2.05 |
86.99 ± 0.87 / 90.02 ± 0.72 |
83.03 ± 1.53 / 86.52 ± 1.17 |
51.36 ± 3.24 / 61.35 ± 5.46 |
67.29 ± 2.13 / 82.23 ± 1.36 |
56.67 ± 2.29 / 76.74 ± 1.73 |
44.74 ± 1.87 / 49.28 ± 1.93 |
68.68 ± 1.40 / 74.22 ± 1.37 |
63.80 ± 1.56 / 57.65 ± 2.24 |
37.77 ± 5.16 / 65.87 ± 4.30 |
37.97 ± 1.35 / 41.89 ± 1.35 |
|
ltg/norbert3-base |
124 |
50 |
508 |
2.43 ± 0.03 |
|
|
|
|
|
|
|
|
84.22 ± 0.50 / 85.84 ± 0.54 |
43.94 ± 1.37 / 61.91 ± 0.97 |
51.62 ± 15.51 / 73.99 ± 9.26 |
47.92 ± 1.43 / 52.42 ± 1.47 |
89.79 ± 0.73 / 92.36 ± 0.55 |
85.45 ± 1.21 / 88.49 ± 0.97 |
59.73 ± 2.46 / 70.77 ± 3.26 |
74.40 ± 2.03 / 86.34 ± 1.28 |
68.85 ± 3.21 / 83.17 ± 2.09 |
50.44 ± 2.26 / 54.91 ± 2.21 |
72.63 ± 0.98 / 78.21 ± 0.92 |
71.05 ± 1.70 / 70.72 ± 2.74 |
56.02 ± 2.92 / 77.31 ± 1.61 |
46.60 ± 1.30 / 51.06 ± 1.23 |
|
ltg/norbert3-large |
354 |
50 |
508 |
0.59 ± 0.05 |
|
|
|
|
|
|
|
|
84.42 ± 1.36 / 86.37 ± 1.33 |
48.29 ± 2.60 / 64.67 ± 2.10 |
71.55 ± 1.81 / 85.17 ± 1.13 |
53.35 ± 2.03 / 57.87 ± 1.81 |
90.13 ± 1.02 / 93.12 ± 0.83 |
86.03 ± 0.65 / 89.39 ± 0.52 |
64.62 ± 1.36 / 75.40 ± 0.97 |
77.97 ± 3.04 / 88.19 ± 1.89 |
76.30 ± 1.56 / 87.68 ± 0.86 |
55.22 ± 0.75 / 60.09 ± 0.94 |
73.76 ± 1.48 / 79.01 ± 1.13 |
75.32 ± 1.55 / 69.39 ± 3.64 |
69.11 ± 1.50 / 84.32 ± 0.70 |
56.78 ± 1.23 / 61.14 ± 1.33 |
|
ltg/norbert3-oversampled-base |
124 |
50 |
508 |
2.45 ± 0.03 |
|
|
|
|
|
|
|
|
81.70 ± 0.77 / 83.72 ± 0.76 |
42.97 ± 1.86 / 61.51 ± 1.50 |
57.15 ± 1.84 / 77.44 ± 1.26 |
46.01 ± 0.93 / 50.26 ± 0.75 |
88.16 ± 0.64 / 91.21 ± 0.62 |
83.63 ± 1.07 / 87.06 ± 0.79 |
57.37 ± 1.73 / 68.85 ± 1.96 |
71.95 ± 1.39 / 85.06 ± 0.92 |
67.31 ± 1.65 / 82.81 ± 1.09 |
48.46 ± 1.07 / 53.17 ± 1.10 |
70.37 ± 1.30 / 75.84 ± 1.32 |
70.42 ± 1.14 / 69.42 ± 2.29 |
46.84 ± 7.74 / 72.52 ± 3.94 |
46.47 ± 1.35 / 51.03 ± 1.36 |
|
ltg/norbert3-ncc-base |
124 |
50 |
508 |
2.44 ± 0.02 |
|
|
|
|
|
|
|
|
81.34 ± 0.65 / 83.31 ± 0.64 |
42.73 ± 1.14 / 61.44 ± 0.88 |
53.31 ± 2.13 / 75.84 ± 1.15 |
47.09 ± 0.86 / 51.59 ± 0.82 |
88.83 ± 0.83 / 91.96 ± 0.78 |
83.48 ± 1.21 / 86.89 ± 1.04 |
55.28 ± 3.22 / 63.87 ± 5.64 |
73.67 ± 0.92 / 86.51 ± 0.61 |
67.67 ± 2.15 / 83.37 ± 1.21 |
47.63 ± 0.73 / 52.79 ± 0.75 |
70.06 ± 0.93 / 76.00 ± 0.89 |
65.91 ± 1.26 / 60.30 ± 2.44 |
43.26 ± 3.91 / 70.54 ± 2.49 |
45.46 ± 1.25 / 49.86 ± 1.25 |