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Table 3 Lemmatization performance comparison of lemmatization tools on CRAFT set

From: BioLemmatizer: a lemmatization tool for morphological processing of biomedical text

 

Recall

Precision

F-score

BioLemmatizer

96.37% (558/579)

96.37% (558/579)

96.37%

MorphAdorner

81.87% (474/579)

82.29% (474/576)

82.08%

morpha

72.71% (421/579)

72.71% (421/579)

72.71%

CLEAR

72.37% (419/579)

72.37% (419/579)

72.37%

WordNet

74.27% (430/579)

70.03% (430/614)

72.09%

GENIA Tagger

72.02% (417/579)

72.02% (417/579)

72.02%

Norm

83.25% (482/579)

59.36% (482/812)

69.30%

LuiNorm

62.18% (360/579)

62.50% (360/576)

62.34%

TreeTagger

50.78% (294/579)

50.78% (294/579)

50.78%