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ResearchFormerly WizWand

POS Tagging on UD Treebank Dutch 2.15

94.7AccuracyConditional Random Fields (CRF)
90.33291.46692.693.734May 31, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Conditional Random Fields (CRF)Encoder layers=2, Training approach=CRF training, Decoding strategy=Viterbi2025.0594.7
Bregman CRF (BCRF)Encoder layers=2, Training approach=CRF training, Decoding strategy=BCRF, Iterations=52025.0594.7
Bregman CRF (BCRF)Encoder layers=2, Training approach=CRF training, Decoding strategy=BCRF, Iterations=102025.0594.7
Mean Field (MF)Encoder layers=2, Training approach=MF training, Decoding strategy=MF, Iterations=52025.0594.7
Mean Field (MF)Encoder layers=2, Training approach=MF training, Decoding strategy=MF, Iterations=102025.0594.7
Mean Field (MF)Encoder layers=2, Training approach=MF training, Decoding strategy=Viterbi2025.0594.6
Bregman CRF (BCRF)Encoder layers=2, Training approach=BCRF training, Decoding strategy=Viterbi2025.0594.6
Bregman CRF (BCRF)Encoder layers=2, Training approach=BCRF training, Decoding strategy=BCRF, Iterations=52025.0594.6
Bregman CRF (BCRF)Encoder layers=2, Training approach=BCRF training, Decoding strategy=BCRF, Iterations=102025.0594.6
Mean Field (MF)Encoder layers=2, Training approach=CRF training, Decoding strategy=MF, Iterations=102025.0594.5
Bregman CRF (BCRF)Encoder layers=0, Training approach=CRF training, Decoding strategy=BCRF, Iterations=52025.0594.4
Mean Field (MF)Encoder layers=2, Training approach=CRF training, Decoding strategy=MF, Iterations=52025.0594.4
Conditional Random Fields (CRF)Encoder layers=0, Training approach=CRF training, Decoding strategy=Viterbi2025.0594.3
Bregman CRF (BCRF)Encoder layers=0, Training approach=CRF training, Decoding strategy=BCRF, Iterations=102025.0594.3
Mean Field (MF)Encoder layers=0, Training approach=MF training, Decoding strategy=MF, Iterations=52025.0594.3
Mean Field (MF)Encoder layers=0, Training approach=MF training, Decoding strategy=MF, Iterations=102025.0594.3
Bregman CRF (BCRF)Encoder layers=0, Training approach=BCRF training, Decoding strategy=Viterbi2025.0594.1
Bregman CRF (BCRF)Encoder layers=0, Training approach=BCRF training, Decoding strategy=BCRF, Iterations=52025.0594.1
Bregman CRF (BCRF)Encoder layers=0, Training approach=BCRF training, Decoding strategy=BCRF, Iterations=102025.0594.1
Mean Field (MF)Encoder layers=0, Training approach=CRF training, Decoding strategy=MF, Iterations=102025.0593.9
Mean Field (MF)Encoder layers=0, Training approach=CRF training, Decoding strategy=MF, Iterations=52025.0593.8
Mean Field (MF)Encoder layers=0, Training approach=MF training, Decoding strategy=Viterbi2025.0593.7
Unstructured BaselineEncoder layers=2, Training approach=Baseline, Decoding strategy=Unstructured2025.0593.4
Unstructured BaselineEncoder layers=0, Training approach=Baseline, Decoding strategy=Unstructured2025.0590.5