Complete result settings for NLTCS 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 |
0.5 | 0.5 | -1.256892 | -1.272237 | -1.264981 | 31071 | 68075 | 826 | 166.776646 |
0.1 | 0.5 | -1.256892 | -1.272237 | -1.264981 | 31071 | 68075 | 826 | 215.975166 |
0.5 | 2 | -1.255126 | -1.269243 | -1.262132 | 31071 | 68075 | 826 | 402.333835 |
0.5 | 1 | -1.254364 | -1.270234 | -1.263958 | 31071 | 68075 | 826 | 418.543371 |
0.1 | 2 | -1.255089 | -1.268802 | -1.261880 | 31071 | 68075 | 826 | 451.672334 |
0.1 | 1 | -1.254202 | -1.270022 | -1.263796 | 31071 | 68075 | 826 | 450.735477 |