Table 5 Semantic role induction results achieved using different contextualized representations of verb arguments
From: Semantic frame induction through the detection of communities of verbs and their arguments
d | Edges | CC | Clusters | Purity F1 | BCubed F1 | |
|---|---|---|---|---|---|---|
BERT | 0.37 | 348,761 | 0.81 | 2.00 ±0.00 | 57.27 ±0.00 | 45.69 ±0.00 |
Context-Free | 0.90 | 157,154 | 0.55 | 4.47 ±0.88 | 65.30 ±0.69 | 52.28 ±0.76 |
Syntactic Context | 0.78 | 146,978 | 0.57 | 3.57 ±0.88 | 68.44 ±5.34 | 55.85 ±4.13 |
Semantic Context | 0.73 | 97,442 | 0.56 | 5.93 ±1.00 | 71.88 ±1.61 | 56.91 ±1.94 |
Free + Syntactic | 0.84 | 140,768 | 0.56 | 3.80 ±0.98 | 65.41 ±1.05 | 52.89 ±0.77 |
Syntactic + Semantic | 0.73 | 101,180 | 0.57 | 5.63 ±0.80 | 70.66 ±3.29 | 56.36 ±2.11 |
All | 0.78 | 143,273 | 0.57 | 4.40 ±0.61 | 67.97 ±3.50 | 54.41 ±2.82 |