Table 8 Semantic role induction results achieved using different community detection algorithms
From: Semantic frame induction through the detection of communities of verbs and their arguments
d | Edges | CC | Clusters | Purity F1 | BCubed F1 | |
|---|---|---|---|---|---|---|
Chinese Whispers | 0.59 | 30,635 | 0.55 | 56.33 ±0.94 | 70.88 ±0.14 | 58.20 ±0.06 |
Louvain Method | 0.68 | 77,659 | 0.59 | 9.33 ±0.47 | 65.36 ±0.08 | 52.84 ±0.24 |
Label Propagation | 0.66 | 63,742 | 0.58 | 15.00 ±0.00 | 64.00 ±0.00 | 53.75 ±0.00 |
Greedy Modularity | 0.59 | 30,635 | 0.55 | 54.00 ±0.00 | 60.94 ±0.00 | 46.45 ±0.00 |