Complete result settings for MSWeb 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 0.1 -5.474974 -5.561631 -5.681174 570558 1287389 3390 12718.795448
0.5 2 -5.474996 -5.561378 -5.680915 570558 1287389 3390 13611.361757
0.1 0.1 -5.474974 -5.561631 -5.681174 570558 1287389 3390 13150.054887
0.1 1 -5.475015 -5.561605 -5.681036 570558 1287389 3390 13772.523257
0.1 2 -5.474996 -5.561378 -5.680915 570558 1287389 3390 14245.729319
0.5 1 -5.475015 -5.561605 -5.681036 570558 1287389 3390 14388.822566
0.5 0.5 -5.474985 -5.561520 -5.681126 570558 1287389 3390 14363.969344
0.1 0.5 -5.474985 -5.561520 -5.681126 570558 1287389 3390 15303.798468