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

Tree# C Max. EM Iteration Train CLL Validation CLL Test CLL Learning Time
1 1.000000 20 -1.277450 -1.412751 -1.364213 5394.479866
1 0.100000 10 -1.431591 -1.485535 -1.459532 5511.225073
1 0.100000 20 -1.431591 -1.485535 -1.459532 5494.901593
1 0.500000 10 -1.310643 -1.418136 -1.373650 5529.660442
1 0.100000 50 -1.431591 -1.485535 -1.459532 5576.760329
1 2.000000 50 -1.254285 -1.417699 -1.371968 5474.128421
1 1.000000 50 -1.277450 -1.412751 -1.364213 5596.903586
1 1.000000 10 -1.277450 -1.412751 -1.364213 5631.890098
1 0.500000 20 -1.310643 -1.418136 -1.373650 5665.563647
1 0.500000 50 -1.310643 -1.418136 -1.373650 5705.912765
1 2.000000 20 -1.254285 -1.417699 -1.371968 5756.290403
1 2.000000 10 -1.254285 -1.417699 -1.371968 5878.235002
2 0.100000 10 -1.399521 -1.471187 -1.446918 51563.708271
2 0.500000 10 -1.251313 -1.409126 -1.368616 59082.688804
2 1.000000 10 -1.209813 -1.404610 -1.366309 60866.759413
2 2.000000 10 -1.177462 -1.418188 -1.382436 64507.598876