| Hungarian (Uralic) . | ||||||
|---|---|---|---|---|---|---|
| Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
| Case | 30.06 | 55.7 | 43.2 | 86.8 | 95 | 98.2 |
| Mood | 52.37 | 64.3 | 68.7 | 83.9 | 94.3 | 97.6 |
| Number | 47.14 | 63.3 | 61 | 85.9 | 94.8 | 97.3 |
| POS | 84.01 | 89 | 85 | 92.2 | 97.8 | 99.6 |
| Person | 41.16 | 58.6 | 58.1 | 82.9 | 93.8 | 97 |
| Tense | 47.97 | 67.1 | 65.9 | 81.3 | 93.2 | 95.1 |
| CharacterBin | 49.1 | 53.9 | 47.6 | 52 | 55.4 | 65 |
| TagCount | 74.21 | 83.7 | 77.1 | 90.3 | 96.4 | 98.2 |
| OddFeat | 30.99 | 37.5 | 32.5 | 45.8 | 49.2 | 52.2 |
| Czech (Slavic) . | ||||||
| Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
| Case | 29.94 | 69.6 | 64.4 | 85.8 | 94.6 | 97.1 |
| POS | 69.74 | 80.3 | 72.2 | 87.6 | 96.1 | 98.5 |
| CharacterBin | 53.34 | 57.5 | 54.2 | 61.0 | 65.8 | 71.5 |
| TagCount | 60.97 | 78.2 | 68.3 | 78.2 | 92.2 | 95.8 |
| OddFeat | 32.23 | 46 | 42.4 | 41.7 | 49.7 | 52.2 |
| SameFeat | 32.1 | 65.9 | 69.6 | 75.7 | 84 | 89.7 |
| French (Romance) . | ||||||
| Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
| Mood | 55.64 | 70.6 | 72.2 | 79.2 | 93.4 | 93.4 |
| Number | 43.93 | 62.9 | 72.1 | 88 | 98.3 | 99 |
| POS | 75.7 | 88.7 | 84.6 | 91.4 | 98.8 | 99.3 |
| Person | 43.51 | 58 | 66.4 | 85.7 | 97.7 | 98 |
| Pseudo | 51.67 | 96.9 | 75 | 90.8 | 85.5 | 97.6 |
| Tense | 41.59 | 62.7 | 67.6 | 73.5 | 95.3 | 94 |
| CharacterBin | 45.16 | 57.6 | 54.6 | 59.5 | 62.1 | 73.9 |
| TagCount | 43.54 | 66.9 | 67 | 67.9 | 91.1 | 90.2 |
| SameFeat | 28.01 | 43.2 | 67.3 | 55.3 | 72.2 | 72.6 |
| Hungarian (Uralic) . | ||||||
|---|---|---|---|---|---|---|
| Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
| Case | 30.06 | 55.7 | 43.2 | 86.8 | 95 | 98.2 |
| Mood | 52.37 | 64.3 | 68.7 | 83.9 | 94.3 | 97.6 |
| Number | 47.14 | 63.3 | 61 | 85.9 | 94.8 | 97.3 |
| POS | 84.01 | 89 | 85 | 92.2 | 97.8 | 99.6 |
| Person | 41.16 | 58.6 | 58.1 | 82.9 | 93.8 | 97 |
| Tense | 47.97 | 67.1 | 65.9 | 81.3 | 93.2 | 95.1 |
| CharacterBin | 49.1 | 53.9 | 47.6 | 52 | 55.4 | 65 |
| TagCount | 74.21 | 83.7 | 77.1 | 90.3 | 96.4 | 98.2 |
| OddFeat | 30.99 | 37.5 | 32.5 | 45.8 | 49.2 | 52.2 |
| Czech (Slavic) . | ||||||
| Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
| Case | 29.94 | 69.6 | 64.4 | 85.8 | 94.6 | 97.1 |
| POS | 69.74 | 80.3 | 72.2 | 87.6 | 96.1 | 98.5 |
| CharacterBin | 53.34 | 57.5 | 54.2 | 61.0 | 65.8 | 71.5 |
| TagCount | 60.97 | 78.2 | 68.3 | 78.2 | 92.2 | 95.8 |
| OddFeat | 32.23 | 46 | 42.4 | 41.7 | 49.7 | 52.2 |
| SameFeat | 32.1 | 65.9 | 69.6 | 75.7 | 84 | 89.7 |
| French (Romance) . | ||||||
| Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
| Mood | 55.64 | 70.6 | 72.2 | 79.2 | 93.4 | 93.4 |
| Number | 43.93 | 62.9 | 72.1 | 88 | 98.3 | 99 |
| POS | 75.7 | 88.7 | 84.6 | 91.4 | 98.8 | 99.3 |
| Person | 43.51 | 58 | 66.4 | 85.7 | 97.7 | 98 |
| Pseudo | 51.67 | 96.9 | 75 | 90.8 | 85.5 | 97.6 |
| Tense | 41.59 | 62.7 | 67.6 | 73.5 | 95.3 | 94 |
| CharacterBin | 45.16 | 57.6 | 54.6 | 59.5 | 62.1 | 73.9 |
| TagCount | 43.54 | 66.9 | 67 | 67.9 | 91.1 | 90.2 |
| SameFeat | 28.01 | 43.2 | 67.3 | 55.3 | 72.2 | 72.6 |