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Table 4 Semantic frame 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

0.47

347,202

0.91

196.63 ±1.68

79.97 ±0.21

73.07 ±0.25

CW Best Threshold

0.49

364,829

0.91

186.33 ±0.98

80.26 ±0.17

73.43 ±0.19

LM Dev. Threshold

0.43

308,781

0.89

198.00 ±0.00

79.38 ±0.00

72.40 ±0.00

LM Best Threshold

0.46

338,312

0.90

181.00 ±0.00

79.68 ±0.00

72.89 ±0.00

LP Dev. Threshold

0.41

288,351

0.88

227.00 ±0.00

78.74 ±0.00

71.48 ±0.00

LP Best Threshold

0.48

355,911

0.91

186.00 ±0.00

79.67 ±0.00

72.67 ±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