Complete result settings for MSNBC 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 2 -2.916540 -2.922757 -2.925277 213127 431453 10034 5630.558024
0.5 1 -2.916539 -2.922754 -2.925276 213127 431453 10034 6350.365596
0.5 0.5 -2.916538 -2.922753 -2.925276 213127 431453 10034 7908.249763
0.5 0.1 -2.916537 -2.922753 -2.925275 213127 431453 10034 8652.169670
0.1 2 -2.916540 -2.922757 -2.925277 213127 431453 10034 8698.376645
0.1 0.1 -2.916537 -2.922753 -2.925275 213127 431453 10034 7873.293077
0.1 0.5 -2.916538 -2.922753 -2.925276 213127 431453 10034 7665.337691
0.1 1 -2.916539 -2.922754 -2.925276 213127 431453 10034 8189.576994