Complete result settings for WebKB 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
2 0.5 2 10 -66.761733 -74.893115 -72.969635 30177 40466 10854 64329.443437
2 0.5 0.5 10 -66.659384 -75.094715 -73.147703 30157 40285 10886 63741.002893
5 0.5 0.5 10 -66.683727 -75.066286 -73.102172 29992 40064 10822 66288.778572
10 0.5 0.5 10 -66.743516 -75.053319 -73.071382 29819 39782 10772 67158.019429
2 0.5 1 10 -66.682945 -75.023949 -73.112305 30014 40024 10854 64098.535541
2 0.5 1 20 -64.956081 -74.352672 -72.605575 48564 66152 18220 68488.629145
10 0.5 0.1 10 -66.757207 -75.141287 -73.181131 29907 40000 10766 69125.396341
2 0.5 0.5 20 -64.878836 -74.586076 -72.839671 48481 65928 18228 67938.831726
5 0.5 0.5 20 -64.893587 -74.589984 -72.839059 48552 66130 18212 73509.126913
2 0.5 0.1 10 -66.645337 -75.237595 -73.264914 30094 40136 10886 66097.557643
2 0.5 2 20 -65.131015 -74.081469 -72.319173 48661 66385 18222 69109.508757
5 0.5 0.1 10 -66.691149 -75.148226 -73.175601 30117 40382 10830 65925.732764
5 0.5 0.1 40 -63.243596 -75.070798 -73.288004 79598 109708 30612 74900.858338
5 0.5 2 40 -63.728239 -73.803099 -72.071579 79389 109149 30604 76379.793506
5 0.5 0.1 20 -64.913968 -74.615328 -72.868083 48565 66140 18226 67660.347062
5 0.5 1 10 -66.727932 -74.993907 -73.070629 29921 39964 10788 65827.528694
2 0.5 0.1 20 -64.932127 -74.600052 -72.857552 48652 66286 18260 69390.214083
10 0.5 1 10 -66.791408 -75.018803 -73.067655 29754 39660 10750 76426.430416
2 0.5 2 40 -63.728239 -73.803099 -72.071579 79389 109149 30604 80959.041354