Complete result settings for KDDCup 2000 dataset (table columns are sortable)
The experiments are described in Rooshenas and Lowd, Discriminative Structure Learning of Arithmetic Circuits, AIStats 16

Split Penalty	Standard Deviation	L1 Penalty	Initial Evidence	Train CLL	Validation CLL	Test CLL	Node#	Edge#	Feature#	Learning Time
5	0.1	2	10	-0.398419	-0.398373	-0.387050	1982	2920	662	2355.681881
5	0.5	2	10	-0.396946	-0.398396	-0.386544	2262	3407	736	2416.528631
5	0.5	2	5	-0.397026	-0.397650	-0.387273	2260	3537	698	2458.132306
5	0.1	2	5	-0.398483	-0.398054	-0.387126	2046	3104	656	2480.842853
5	0.1	1	5	-0.398003	-0.398381	-0.387679	2089	3082	676	2561.724558
5	0.1	1	10	-0.397227	-0.398232	-0.386482	2361	3823	722	2633.355668
5	0.5	1	5	-0.396077	-0.396979	-0.387012	2659	4389	768	2743.847870
5	0.1	0.5	10	-0.397280	-0.396858	-0.387022	2331	3609	732	2855.631877
5	0.5	1	10	-0.395964	-0.398126	-0.386043	2558	4030	796	2843.181770
5	0.1	0.5	5	-0.397457	-0.397849	-0.387436	2270	3536	702	2959.656062
5	0.5	0.5	5	-0.395781	-0.397235	-0.386154	2423	3650	800	2972.180159
5	0.5	0.5	10	-0.395730	-0.397877	-0.386952	2396	3535	808	3200.722415
5	0.1	2	1	-0.398221	-0.399122	-0.387748	3154	5728	770	3870.699563
5	0.5	2	1	-0.396202	-0.398372	-0.386794	3119	5439	854	3909.354686
5	0.1	1	1	-0.397612	-0.398308	-0.386710	3179	5673	814	3989.096565
5	0.5	1	1	-0.395598	-0.398135	-0.387599	3350	5674	914	4081.466522
5	0.5	0.5	1	-0.394905	-0.398263	-0.387135	3973	7397	964	4731.950633
5	0.1	0.5	1	-0.397039	-0.398282	-0.386653	3602	6465	854	4771.714588
2	0.1	2	10	-0.394585	-0.395669	-0.385474	4778	9458	1072	6374.365948
2	0.1	2	5	-0.394439	-0.395036	-0.385134	5633	11161	1070	6990.237321
2	0.5	2	5	-0.392954	-0.394108	-0.384861	5193	10005	1168	7216.984851
2	0.1	1	10	-0.393516	-0.395109	-0.385462	4954	9987	1184	7228.986026
2	0.5	2	10	-0.392997	-0.394110	-0.385618	4191	7630	1182	7464.120280
2	0.1	0.5	10	-0.393060	-0.394564	-0.384611	5111	10644	1246	8018.162053
2	0.1	0.5	5	-0.392965	-0.393870	-0.384107	5287	10070	1240	8083.320147
2	0.1	1	5	-0.393639	-0.393840	-0.383856	5264	10343	1170	8331.128475
2	0.5	1	5	-0.391238	-0.394868	-0.385752	5106	9164	1384	9807.531027
2	0.5	1	10	-0.391322	-0.394585	-0.386040	5546	11432	1372	10027.144641
2	0.5	2	1	-0.392247	-0.396871	-0.385334	6286	11894	1426	11660.634313
2	0.5	0.5	5	-0.389844	-0.394584	-0.385671	6959	13722	1554	12115.026235
2	0.1	2	1	-0.393887	-0.396301	-0.385734	6988	13847	1328	12448.170589
2	0.5	0.5	10	-0.389838	-0.395617	-0.385578	8792	18422	1560	13305.816207
2	0.1	1	1	-0.392961	-0.395734	-0.384856	7389	14183	1424	13573.788470
2	0.5	1	1	-0.390433	-0.396004	-0.385950	8373	16407	1648	15666.999253
2	0.1	0.5	1	-0.392246	-0.394860	-0.384243	6557	12586	1504	16035.446240
2	0.5	0.5	1	-0.388862	-0.397050	-0.386928	9887	20335	1846	21119.439356