Table 6 Number of BLESS relations (rel) found with ICA and the different LDA variations: LDA 1 (ppmi-ceil), LDA 2 (ppmi-ceil long) and LDA 3 (no weighting), strict (S) and lax (L) condition, and different model sizes
From: Exploratory analysis of semantic categories: comparing data-driven and human similarity judgments
| Â | Â | Model size | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Â | Model type | 10 | 20 | 30 | 40 | 50 | 60 | 80 | 100 | |
| Â | ICA | Â | 4.0 | 8.0 | 13.0 | 16.0 | 18.8 | 23.8 | 27.9 | 38.7 |
| Â | LDA 1 | Â | 3.5 | 6.3 | 11.4 | 15.9 | 21.2 | 25.0 | 32.6 | 36.1 |
S | LDA 2 | Â | 3.3 | 6.2 | 12 | 15.4 | 21.6 | 25.0 | 35.2 | 38.4 |
| Â | LDA 3 | Â | 2.3 | 3.2 | 5.6 | 6.1 | 8.0 | 8.3 | 12.9 | 14.8 |
| Â | ICA-uniq | Â | 3.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.2 | 4.9 |
| Â | LDA 1-uniq | Â | 3.4 | 3.8 | 4.1 | 4.5 | 4.3 | 4.0 | 4.0 | 4.5 |
| Â | LDA 2-uniq | Â | 3.2 | 4.0 | 4.1 | 4.5 | 4.5 | 4.0 | 4.2 | 4.3 |
| Â | LDA 3-uniq | Â | 2.0 | 2.0 | 2.3 | 2.5 | 3.0 | 2.9 | 3.0 | 3.0 |
| Â | ICA | Â | 8.0 | 13.0 | 23.1 | 31 | 38.5 | 45.3 | 56.6 | 73.4 |
| Â | LDA 1 | Â | 6.4 | 14.2 | 22.1 | 31.5 | 39.1 | 47.2 | 61.4 | 74.5 |
L | LDA 2 | Â | 6.4 | 14 | 22.1 | 30.9 | 39.1 | 46.4 | 61.5 | 74.7 |
| Â | LDA 3 | Â | 7.2 | 11.5 | 16.8 | 22.9 | 27.5 | 32.6 | 46.3 | 58.6 |
| Â | ICA-uniq | Â | 4.0 | 4.0 | 4.6 | 4.8 | 5.0 | 5.0 | 5.0 | 5.0 |
| Â | LDA 1-uniq | Â | 4.0 | 4.3 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 |
| Â | LDA 2-uniq | Â | 4.0 | 4.1 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 |
| Â | LDA 3-uniq | Â | 3 | 3 | 3 | 3.3 | 3.3 | 3.5 | 4.1 | 4.7 |