30 number of training objects 2 6 4 number of tokens, p-left input, q-right input 0 0 1 1 0 token 1 1 0 0 1 token 1 1 0 2 1 2 1 2 1 1 00 4 2 1 2 01 2 2 1 10 2 2 2 11 3 1 1 1 000 8 3 1 1 2 001 3 1 2 1 010 3 1 2 2 011 3 2 1 1 100 3 2 1 2 101 3 2 2 1 110 3 2 2 2 111 4 1 1 1 1 0000 16 4 1 1 1 2 0001 4 1 1 2 1 0010 4 1 1 2 2 0011 4 1 2 1 1 0100 4 1 2 1 2 0101 4 1 2 2 1 0110 4 1 2 2 2 0111 4 2 1 1 1 1000 4 2 1 1 2 1001 4 2 1 2 1 1010 4 2 1 2 2 1011 4 2 2 1 1 1100 4 2 2 1 2 1101 4 2 2 2 1 1110 4 2 2 2 2 1111 27 number of training objects 4 2 4 number of tokens,p-left input,q-right input 0 0 0 1 a token 0 0 1 0 b token 0 1 0 0 c token 1 0 0 0 d token 2 1 2 ab 2 2 3 4 cd 4 1 1 2 2 aabb 3 4 1 2 3 4 abcd 4 3 3 4 4 ccdd 6 1 1 1 2 2 2 aaabbb 4 6 1 1 2 2 3 4 aabbcd 6 1 2 3 3 4 4 abccdd 6 3 3 3 4 4 4 cccddd 8 1 1 1 1 2 2 2 2 aaaabbbb 5 8 1 1 1 2 2 2 3 4 aaabbbcd 8 1 1 2 2 3 3 4 4 aabbccdd 8 1 2 3 3 3 4 4 4 abcccddd 8 3 3 3 3 4 4 4 4 ccccdddd 10 1 1 1 1 1 2 2 2 2 2 aaaaabbbbb 6 10 1 1 1 1 2 2 2 2 3 4 aaaabbbbcd 10 1 1 1 2 2 2 3 3 4 4 aaabbbccdd 10 1 1 2 2 3 3 3 4 4 4 aabbcccddd 10 1 2 3 3 3 3 4 4 4 4 abccccdddd 10 3 3 3 3 3 4 4 4 4 4 cccccddddd 12 1 1 1 1 1 1 2 2 2 2 2 2 aaaaaabbbbbb 7 12 1 1 1 1 1 2 2 2 2 2 3 4 aaaaabbbbbcd 12 1 1 1 1 2 2 2 2 3 3 4 4 aaaabbbbccdd 12 1 1 1 2 2 2 3 3 3 4 4 4 aaabbbcccddd 12 1 1 2 2 3 3 3 3 4 4 4 4 aabbccccdddd 12 1 2 3 3 3 3 3 4 4 4 4 4 abcccccddddd 12 3 3 3 3 3 3 4 4 4 4 4 4 ccccccdddddd 20 N_train 10 N_test 3 train#1 abb 0 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 0 y_req 3 train#2 bab 1 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 y_req 4 train#3 aabb 0 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 0 y_req 5 train#4 babaa 1 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 1 y_req 3 train#5 aba 0 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 0 y_req 6 train#6 bbbaba 1 0 0 1 1 b 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 1 y_req 6 train#7 aaabab 1 1 1 0 0 a 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 y_req 6 train#8 bbbaaa 0 0 0 1 1 b 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 1 1 0 0 a 0 y_req 6 train#9 aaabba 0 1 1 0 0 a 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 0 y_req 5 train#10 bbabb 1 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 1 y_req 6 train#11 ababaa 1 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 1 y_req 6 train#12 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 0 y_req 6 train#13 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 1 1 0 0 a 1 1 0 0 a 0 y_req 6 train#14 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 0 y_req 5 train#15 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 y_req 3 test#1 bba 0 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 0 y_req 4 test#2 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 0 y_req 5 test#3 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 y_req 6 test#4 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 1 y_req 5 test#5 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 0 y_req 7 test#6 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 y_req 6 test#7 0 0 1 1 b 0 0 1 1 b 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 y_req 6 test#8 1 1 0 0 a 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 0 0 1 1 b 0 y_req 7 test#9 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 0 y_req 9 test#10 1 1 0 0 a 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 1 1 0 0 a 1 y_req 7 test#11 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 1 y_req 6 test#12 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 0 y_req 5 test#13 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 0 y_req 8 test#14 0 0 1 1 b 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 1 1 0 0 a 0 y_req 8 test#15 1 1 0 0 a 1 1 0 0 a 0 0 1 1 b 1 1 0 0 a 0 0 1 1 b 0 0 1 1 b 0 0 1 1 b 0 0 1 1 b 1 y_req