Complete result settings for Reuters-52 dataset (table columns are sortable)
The experiments are described in Rooshenas and Lowd, Discriminative Structure Learning of Arithmetic Circuits, AIStats 16
Standard Deviation | L1 Penalty | Train CLL | Validation CLL | Test CLL | Node# | Edge# | Feature# | Learning Time |
0.1 | 0.1 | -44.808872 | -43.865229 | -42.515507 | 838578 | 1916823 | 8232 | 57937.112219 |
0.5 | 0.1 | -44.763277 | -43.845101 | -42.501417 | 838578 | 1916823 | 8232 | 62472.261772 |
0.5 | 2 | -44.801087 | -43.710675 | -42.378747 | 838578 | 1916823 | 8232 | 77503.830626 |
0.1 | 2 | -44.803971 | -43.718853 | -42.381535 | 838578 | 1916823 | 8232 | 84981.251885 |