Finnish . | |||||||
---|---|---|---|---|---|---|---|
Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . | C-ELMo . |
Case | 35.9 | 79.7 | 69.1 | 85.0 | 97.3 | 97.9 | 98 |
Mood | 89.7 | 94.9 | 94.3 | 96.7 | 97.4 | 97.3 | 98.3 |
Number | 82.2 | 92.8 | 90.4 | 94.4 | 97.8 | 98.3 | 98.7 |
POS | 29.5 | 69.0 | 72.0 | 68.9 | 71.3 | 74.8 | 87.5 |
Person | 64.5 | 92.8 | 89.7 | 95.1 | 97.3 | 96.8 | 96.4 |
Tense | 62.9 | 95.2 | 92.8 | 97.5 | 98.4 | 98.4 | 98.1 |
Voice | 86.2 | 96.2 | 92.7 | 96.5 | 97.7 | 98.0 | 97.5 |
German . | |||||||
Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . | C-ELMo . |
Case | 32.7 | 56.9 | 52.9 | 53.0 | 56.8 | 53.4 | 80.8 |
Gender | 38.6 | 72.6 | 69.3 | 66.5 | 73.5 | 72.8 | 78.7 |
Mood | 96.4 | 98.3 | 98.4 | 98.4 | 98.9 | 98.7 | 98.9 |
Number | 79.5 | 88.5 | 88.1 | 86.1 | 89.5 | 89.2 | 94.7 |
POS | 20.6 | 76.5 | 82.6 | 74.5 | 76.4 | 77.1 | 91.2 |
Person | 72.8 | 94.6 | 94.1 | 93.8 | 95.1 | 95.1 | 97.9 |
Tense | 51.6 | 98.7 | 97.8 | 98.7 | 98.6 | 99.2 | 98.8 |
Spanish . | |||||||
Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . | C-ELMo . |
Gender | 58.0 | 98.6 | 95.3 | 97.9 | 99.2 | 99.3 | 99.4 |
Mood | 92.3 | 97.7 | 97.2 | 95.9 | 99.1 | 98.2 | 97.8 |
Number | 75.2 | 98.7 | 96.4 | 98.6 | 99.6 | 99.6 | 99.6 |
POS | 19.3 | 78.1 | 83.2 | 78.0 | 79.6 | 78.9 | 92 |
Person | 68.4 | 97.4 | 95.3 | 98.1 | 99.2 | 99.0 | 99.0 |
Tense | 55.4 | 98.2 | 97.1 | 98.7 | 99.3 | 99.2 | 99.1 |
Russian . | |||||||
Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . | C-ELMo . |
Case | 31.7 | 75.3 | 47.6 | 68.2 | 78.6 | 78.7 | 89.7 |
Gender | 45.4 | 86.0 | 64.7 | 87.0 | 89.9 | 89.8 | 89.7 |
Number | 75.3 | 93.9 | 78.2 | 92.8 | 96.8 | 97.0 | 97.4 |
POS | 30.3 | 76.4 | 64.5 | 73.3 | 76.5 | 76.9 | 95.4 |
Person | 51.1 | 91.8 | 84.3 | 98.1 | 98.6 | 98.6 | 98.8 |
Tense | 53.0 | 90.6 | 78.4 | 97.6 | 98.7 | 97.2 | 96.9 |
Voice | 69.5 | 88.9 | 79.0 | 95.6 | 93.7 | 95.4 | 94.5 |
Turkish . | |||||||
Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . | C-ELMo . |
Case | 47.7 | 84.3 | 67.7 | 89.0 | 91.4 | 95.4 | 96.6 |
POS | 35.4 | 71.7 | 68.0 | 75.4 | 78.3 | 77.4 | 83.2 |
Person | 78.3 | 91.0 | 84.3 | 95.0 | 97.2 | 96.8 | 96.5 |
Polarity | 89.0 | 95.4 | 92.3 | 98.3 | 99.2 | 99.0 | 98.8 |
Tense | 55.2 | 87.7 | 76.3 | 94.6 | 96.6 | 95.9 | 96.3 |
Finnish . | |||||||
---|---|---|---|---|---|---|---|
Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . | C-ELMo . |
Case | 35.9 | 79.7 | 69.1 | 85.0 | 97.3 | 97.9 | 98 |
Mood | 89.7 | 94.9 | 94.3 | 96.7 | 97.4 | 97.3 | 98.3 |
Number | 82.2 | 92.8 | 90.4 | 94.4 | 97.8 | 98.3 | 98.7 |
POS | 29.5 | 69.0 | 72.0 | 68.9 | 71.3 | 74.8 | 87.5 |
Person | 64.5 | 92.8 | 89.7 | 95.1 | 97.3 | 96.8 | 96.4 |
Tense | 62.9 | 95.2 | 92.8 | 97.5 | 98.4 | 98.4 | 98.1 |
Voice | 86.2 | 96.2 | 92.7 | 96.5 | 97.7 | 98.0 | 97.5 |
German . | |||||||
Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . | C-ELMo . |
Case | 32.7 | 56.9 | 52.9 | 53.0 | 56.8 | 53.4 | 80.8 |
Gender | 38.6 | 72.6 | 69.3 | 66.5 | 73.5 | 72.8 | 78.7 |
Mood | 96.4 | 98.3 | 98.4 | 98.4 | 98.9 | 98.7 | 98.9 |
Number | 79.5 | 88.5 | 88.1 | 86.1 | 89.5 | 89.2 | 94.7 |
POS | 20.6 | 76.5 | 82.6 | 74.5 | 76.4 | 77.1 | 91.2 |
Person | 72.8 | 94.6 | 94.1 | 93.8 | 95.1 | 95.1 | 97.9 |
Tense | 51.6 | 98.7 | 97.8 | 98.7 | 98.6 | 99.2 | 98.8 |
Spanish . | |||||||
Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . | C-ELMo . |
Gender | 58.0 | 98.6 | 95.3 | 97.9 | 99.2 | 99.3 | 99.4 |
Mood | 92.3 | 97.7 | 97.2 | 95.9 | 99.1 | 98.2 | 97.8 |
Number | 75.2 | 98.7 | 96.4 | 98.6 | 99.6 | 99.6 | 99.6 |
POS | 19.3 | 78.1 | 83.2 | 78.0 | 79.6 | 78.9 | 92 |
Person | 68.4 | 97.4 | 95.3 | 98.1 | 99.2 | 99.0 | 99.0 |
Tense | 55.4 | 98.2 | 97.1 | 98.7 | 99.3 | 99.2 | 99.1 |
Russian . | |||||||
Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . | C-ELMo . |
Case | 31.7 | 75.3 | 47.6 | 68.2 | 78.6 | 78.7 | 89.7 |
Gender | 45.4 | 86.0 | 64.7 | 87.0 | 89.9 | 89.8 | 89.7 |
Number | 75.3 | 93.9 | 78.2 | 92.8 | 96.8 | 97.0 | 97.4 |
POS | 30.3 | 76.4 | 64.5 | 73.3 | 76.5 | 76.9 | 95.4 |
Person | 51.1 | 91.8 | 84.3 | 98.1 | 98.6 | 98.6 | 98.8 |
Tense | 53.0 | 90.6 | 78.4 | 97.6 | 98.7 | 97.2 | 96.9 |
Voice | 69.5 | 88.9 | 79.0 | 95.6 | 93.7 | 95.4 | 94.5 |
Turkish . | |||||||
Task . | baseline . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . | C-ELMo . |
Case | 47.7 | 84.3 | 67.7 | 89.0 | 91.4 | 95.4 | 96.6 |
POS | 35.4 | 71.7 | 68.0 | 75.4 | 78.3 | 77.4 | 83.2 |
Person | 78.3 | 91.0 | 84.3 | 95.0 | 97.2 | 96.8 | 96.5 |
Polarity | 89.0 | 95.4 | 92.3 | 98.3 | 99.2 | 99.0 | 98.8 |
Tense | 55.2 | 87.7 | 76.3 | 94.6 | 96.6 | 95.9 | 96.3 |