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Table 10 Feature impact analysis of the machine learning model without post-processing on the development set

From: Ambiguity and variability of database and software names in bioinformatics

Feature group

Recall (%)

Precision (%)

F-score (%)

All features

54 (49)

78 (70)

62 (57)

No lexical features

46 (43)

68 (62)

54 (50)

No syntactic features

53 (48)

77 (69)

61 (55)

No orthographic features

48 (43)

70 (62)

55 (50)

No dictionary features

49 (44)

70 (62)

57 (51)

  1. P Precision, R Recall, F F-score feature contribution results comparison. Strict scores provided in brackets