Complete result settings for Reuters-52 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 0.100000 10 -12.069705 -17.137962 -17.251693 16319.430070
1 2.000000 10 -5.156270 -22.170601 -22.279998 18738.136543
1 2.000000 20 -5.156270 -22.170601 -22.279998 19371.600633
1 0.100000 20 -12.069705 -17.137962 -17.251693 19446.141666
1 0.100000 50 -12.069705 -17.137962 -17.251693 19933.081871
1 0.500000 10 -7.643366 -18.530966 -18.587359 20000.853200
1 1.000000 20 -6.321181 -20.164755 -20.216109 20058.587360
1 2.000000 50 -5.156270 -22.170601 -22.279998 20290.065210
1 0.500000 20 -7.643366 -18.530966 -18.587359 21432.072050
1 0.500000 50 -7.643366 -18.530966 -18.587359 22994.113333
1 1.000000 10 -6.321181 -20.164755 -20.216109 23383.395051
1 1.000000 50 -6.321181 -20.164755 -20.216109 34554.806644
2 0.100000 10 -9.596552 -17.521472 -17.581108 71012.069000
2 0.500000 10 -5.344999 -19.472900 -19.393563 72324.212753
2 0.100000 20 -9.596552 -17.521472 -17.581108 72914.770116
2 0.500000 20 -5.344999 -19.472900 -19.393563 73699.811112
2 0.500000 50 -5.344999 -19.472900 -19.393563 74007.660367
2 1.000000 20 -4.126168 -21.233582 -21.178172 77523.137128
2 0.100000 50 -9.596552 -17.521472 -17.581108 78719.220326
2 2.000000 10 -3.116596 -22.990839 -23.289103 79014.929272
2 1.000000 10 -4.126168 -21.233582 -21.178172 83971.676139
1 0.010000 10 -20.740455 -21.238629 -21.542158 17489.995965
1 0.050000 10 -14.373071 -17.524949 -17.707225 18627.586945