Complete result settings for 20 Newsgroup 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 | -70.222068 | -62.588482 | -77.889253 | 92615 | 180971 | 9358 | 37808.112292 |
| 0.5 | 0.1 | -70.222070 | -62.588424 | -77.889236 | 92615 | 180971 | 9358 | 39854.436203 |
| 0.1 | 0.5 | -70.216332 | -62.584225 | -77.876932 | 92615 | 180971 | 9358 | 41056.562453 |
| 0.5 | 1 | -70.195543 | -62.571863 | -77.871379 | 92615 | 180971 | 9358 | 44876.476738 |
| 0.5 | 0.5 | -70.207251 | -62.578385 | -77.876717 | 92615 | 180971 | 9358 | 45118.807897 |
| 0.1 | 1 | -70.197237 | -62.571491 | -77.871898 | 92615 | 180971 | 9358 | 45714.698309 |
| 0.1 | 2 | -70.180530 | -62.560402 | -77.831158 | 92615 | 180971 | 9358 | 60117.698720 |
| 0.5 | 2 | -70.180336 | -62.561901 | -77.830930 | 92615 | 180971 | 9358 | 64384.729033 |