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Table 9 Semantic role induction results on the test data

From: Semantic frame induction through the detection of communities of verbs and their arguments

 

d

Edges

CC

Clusters

Purity F1

BCubed F1

CW Dev. Threshold

0.59

525,265

0.47

207.33 ±1.25

64.96 ±0.26

48.85 ±0.33

CW Best Threshold

0.63

884,614

0.47

75.00 ±2.45

65.47 ±0.58

49.50 ±0.66

LM Dev. Threshold

0.68

1,725,277

0.47

13.33 ±0.47

55.12 ±1.81

38.64 ±1.40

LM Best Threshold

0.85

14,195,334

0.60

4.00 ±0.00

60.57 ±0.45

43.72 ±0.70

LP Dev. Threshold

0.66

1,319,897

0.47

38.00 ±0.00

55.83 ±0.00

40.92 ±0.00

LP Best Threshold

0.65

1,154,382

0.47

43.00 ±0.00

64.73 ±0.00

48.46 ±0.00

  1. d refers to the neighboring threshold. CC refers to the clustering coefficient. CW, LM, and LP refer to Chinese Whispers, Louvain Method, and Label Propagation, respectively