Argument Clustering on FrameNet 1.7 (three-fold cross-validation)
90.1PUIntra-frame method (group-average clustering)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Intra-frame method (group-average clustering)Model=Triplet, #C=6462023.05 | 90.1 | 95 | 92.5 | 85.5 | 91.9 | 88.6 | |
| Intra-frame method (group-average clustering)Model=ArcFace, #C=6312023.05 | 90 | 94.3 | 92.1 | 85.4 | 90.9 | 88.1 | |
| Dependency-relationship#C=2,0322023.05 | 84.6 | 70.6 | 77 | 78.2 | 56.9 | 65.9 | |
| Cross-frame method (group-average clustering)Model=ArcFace, #C=5942023.05 | 81.7 | 91.5 | 86.2 | 74.9 | 86.8 | 80.3 | |
| Cross-frame method (group-average clustering)Model=Triplet, #C=5432023.05 | 80 | 92.9 | 86 | 73 | 88.8 | 80.1 | |
| Boolean#C=4112023.05 | 70.7 | 85.9 | 77.6 | 61.4 | 79.6 | 69.4 | |
| Ribeiro et al. (2019)#C=6282023.05 | 65.3 | 74.6 | 69.6 | 55 | 64.4 | 59.3 | |
| Anwar et al. (2019)#C=4152023.05 | 59.2 | 75.8 | 66.5 | 49 | 67 | 56.6 | |
| Cross-frame method (group-average clustering)Model=Vanilla, #C=6282023.05 | 55.2 | 87.5 | 67.6 | 46.5 | 81.1 | 59 | |
| Intra-frame method (group-average clustering)Model=Vanilla, #C=6362023.05 | 54.9 | 88.9 | 67.9 | 46.2 | 83.1 | 59.4 |