Complete result settings for Plants 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 -4.460573 -4.841485 -4.830808 759064 1724349 6650 40488.365832
0.1 0.5 -4.463369 -4.829503 -4.824818 759064 1724349 6650 44282.876978
0.1 0.1 -4.475179 -4.835798 -4.834111 759064 1724349 6650 51015.084527
0.5 1 -4.454985 -4.821265 -4.809336 759064 1724349 6650 59629.954868
0.5 0.5 -4.447615 -4.830272 -4.818637 759064 1724349 6650 70396.026177
0.5 2 -4.469363 -4.816241 -4.794215 759064 1724349 6650 78041.570877