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 0.1 -115.323222 -120.556184 -123.913843 539469 1254189 7864 9198.504613
0.1 0.1 -115.306003 -120.592661 -123.932533 539469 1254189 7864 9973.040867
0.5 0.5 -115.287815 -120.459526 -123.777796 539469 1254189 7864 22283.818343
0.5 2 -115.549281 -120.078916 -123.503594 539469 1254189 7864 24929.986065
0.1 2 -115.529096 -120.144547 -123.573657 539469 1254189 7864 30452.787471
0.5 1 -115.357787 -120.281426 -123.614747 539469 1254189 7864 31825.881729
0.1 1 -115.344045 -120.272670 -123.669479 539469 1254189 7864 38901.663047
0.1 0.5 -115.277819 -120.432176 -123.758769 539469 1254189 7864 44127.245638