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Experiments

hankcs edited this page Jul 17, 2019 · 7 revisions

Experiments

POS

First Epoch Performance on Our Data

Config Accuracy
OurFastText+Flair+CRF 97.02
GluonFastText+Flair+CRF 97.14
GluonFastText+Flair 93.23
GluonFastText+CRF 95.01
GluonFastText 91.22

Final Performance on Our Data

Config Accuracy Speed
GluonFastText+Flair+CRF 97.90 28 sent/s
GluonFastText+Flair 97.60 52 sent/s
GluonFastText+CRF 97.23 37 sent/s
GluonFastText (argmax) 96.97 86 sent/s
GluonFastText (viterbi) 96.01 18 sent/s

DEP

Our Data with Auto-Generated POS

Config UAS LAS Speed
Biaffine+Fasttext 91.30 89.28 382 sents/s

SDP

Our Data with Auto-Generated POS

Config UF LF Speed
Biaffine+Fasttext 87.33 85.91 317 sents/s