Finnish . | |||||
---|---|---|---|---|---|
Task . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
SRL | 62.30 | 57.68 | 60.41 | 64.19 | 72.26 |
DEP | 79.62 | 79.84 | 80.6 | 82.45 | 87.78 |
POS | 89.56 | 89.86 | 89.88 | 92.55 | 96.56 |
NER | 72.96 | 71.17 | 75.69 | 80.54 | 78.45 |
German . | |||||
Task . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
SRL | 55.25 | 60.60 | 57.11 | 61.75 | 61.85 |
DEP | 82.43 | 82.78 | 82.32 | 83.20 | 83.46 |
POS | 91.82 | 92.14 | 90.59 | 92.66 | 93.57 |
NER | 74.32 | 76.13 | 71.43 | 78.35 | 71.81 |
XNLI | 44.03 | 40.08 | 43.55 | 44.69 | 44.05 |
Spanish . | |||||
Task . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
SRL | 64.49 | 62.78 | 62.34 | 66.39 | 70.03 |
DEP | 90.17 | 90.26 | 89.99 | 90.55 | 91.09 |
POS | 96.07 | 96.58 | 95.66 | 96.49 | 97.43 |
NER | 77.48 | 79.31 | 77.36 | 78.96 | 77.75 |
XNLI | 46.75 | 41.28 | 45.17 | 46.80 | 45.07 |
Russian . | |||||
Task . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
DEP | 90.13 | 90.54 | 90.16 | 87.41 | 92.26 |
POS | 95.62 | 96.11 | 95.91 | 92.61 | 97.84 |
NER | 78.38 | 79.92 | 75.84 | 64.20 | 79.71 |
XNLI | 43.43 | 39.80 | 43.53 | 41.64 | 45.05 |
Turkish . | |||||
Task . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
SRL | 53.29 | 46.35 | 53.51 | 53.14 | 63.38 |
DEP | 57.82 | 56.67 | 55.92 | 57.70 | 62.97 |
POS | 86.52 | 87.35 | 87.57 | 86.80 | 94.48 |
NER | 48.87 | 52.21 | 51.75 | 52.52 | 49.22 |
XNLI | 42.79 | 42.93 | 45.17 | 44.25 | 43.81 |
Finnish . | |||||
---|---|---|---|---|---|
Task . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
SRL | 62.30 | 57.68 | 60.41 | 64.19 | 72.26 |
DEP | 79.62 | 79.84 | 80.6 | 82.45 | 87.78 |
POS | 89.56 | 89.86 | 89.88 | 92.55 | 96.56 |
NER | 72.96 | 71.17 | 75.69 | 80.54 | 78.45 |
German . | |||||
Task . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
SRL | 55.25 | 60.60 | 57.11 | 61.75 | 61.85 |
DEP | 82.43 | 82.78 | 82.32 | 83.20 | 83.46 |
POS | 91.82 | 92.14 | 90.59 | 92.66 | 93.57 |
NER | 74.32 | 76.13 | 71.43 | 78.35 | 71.81 |
XNLI | 44.03 | 40.08 | 43.55 | 44.69 | 44.05 |
Spanish . | |||||
Task . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
SRL | 64.49 | 62.78 | 62.34 | 66.39 | 70.03 |
DEP | 90.17 | 90.26 | 89.99 | 90.55 | 91.09 |
POS | 96.07 | 96.58 | 95.66 | 96.49 | 97.43 |
NER | 77.48 | 79.31 | 77.36 | 78.96 | 77.75 |
XNLI | 46.75 | 41.28 | 45.17 | 46.80 | 45.07 |
Russian . | |||||
Task . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
DEP | 90.13 | 90.54 | 90.16 | 87.41 | 92.26 |
POS | 95.62 | 96.11 | 95.91 | 92.61 | 97.84 |
NER | 78.38 | 79.92 | 75.84 | 64.20 | 79.71 |
XNLI | 43.43 | 39.80 | 43.53 | 41.64 | 45.05 |
Turkish . | |||||
Task . | MUSE . | word2vec . | GloVe-BPE . | fastText . | D-ELMo . |
SRL | 53.29 | 46.35 | 53.51 | 53.14 | 63.38 |
DEP | 57.82 | 56.67 | 55.92 | 57.70 | 62.97 |
POS | 86.52 | 87.35 | 87.57 | 86.80 | 94.48 |
NER | 48.87 | 52.21 | 51.75 | 52.52 | 49.22 |
XNLI | 42.79 | 42.93 | 45.17 | 44.25 | 43.81 |