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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