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