Complete result settings for BBC 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 -42.955876 -45.187026 -46.399764 539469 1254189 7864 19258.477265
0.5 0.5 -42.769693 -45.432743 -46.671932 539469 1254189 7864 20058.540637
0.1 2 -42.946120 -45.179920 -46.381383 539469 1254189 7864 26600.594094
0.5 1 -42.834894 -45.285054 -46.517960 539469 1254189 7864 27016.744829
0.1 1 -42.819947 -45.294072 -46.533044 539469 1254189 7864 33795.333328
0.1 0.5 -42.764668 -45.413041 -46.668181 539469 1254189 7864 47537.653177
0.5 0.1 -42.734908 -45.619692 -46.928757 539469 1254189 7864 22980.606416
0.1 0.1 -42.733586 -45.660249 -46.949153 539469 1254189 7864 24491.013799