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sg100r.txt
pos
1
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.03,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 90.274 (91.359, 98.589, 13) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 92.585 (93.257, 99.466, 5) 91.623 (92.857, 99.131, 5) 91.767 (93.057, 99.960, 16) 89.697 (91.359, 99.274, 17)
0.1 92.826 (93.706, 99.155, 5) 92.682 (93.856, 97.066, 2) 92.778 (93.756, 97.050, 2) 92.730 (93.706, 97.042, 2)
0.03 93.308 (94.206, 97.967, 6) 92.971 (94.156, 98.047, 6) 0.000 (0.000, 0.000, 0) 92.682 (94.106, 97.568, 5)
0.01 0.000 (0.000, 0.000, 0) 93.019 (94.056, 97.441, 13) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 93.163 (93.656, 96.612, 42) 93.211 (93.806, 97.106, 43) 93.308 (94.056, 97.289, 38) 93.404 (94.006, 97.377, 38)
0.001 0.000 (0.000, 0.000, 0) 92.682 (93.007, 95.312, 48) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
93.308
python2.7 convert_mat_to_txt.py --pre_emb sg100r.txt --task pos --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 1.0 --out /projects/lego/vectors_tuned/skip_pos.txt > skip_pos_log
2
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,2,15711 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 90.082 (90.909, 98.621, 14) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 92.682 (93.157, 99.482, 5) 92.104 (93.007, 99.418, 6) 91.623 (92.657, 99.290, 8) 90.852 (91.658, 99.665, 19)
0.1 92.634 (93.656, 98.071, 3) 92.152 (94.006, 99.051, 5) 91.815 (93.706, 98.916, 5) 92.393 (93.706, 97.839, 3)
0.03 93.067 (94.056, 97.513, 5) 93.693 (94.206, 97.760, 5) 93.597 (94.106, 97.744, 5) 93.548 (94.106, 97.752, 5)
0.01 0.000 (0.000, 0.000, 0) 93.500 (94.106, 97.784, 16) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 93.163 (93.756, 96.436, 40) 93.211 (94.006, 96.859, 37) 93.115 (94.106, 96.612, 28) 93.308 (94.006, 96.388, 25)
0.001 0.000 (0.000, 0.000, 0) 92.826 (93.107, 95.057, 42) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
93.693
python2.7 convert_mat_to_txt.py --pre_emb sg100r.txt --task pos --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.3 --out /projects/lego/vectors_tuned/skip_pos.txt > skip_pos_log
ner
1
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,1,iobes,17494 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 84.920 (93.390, 98.520, 7) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 88.150 (94.820, 99.200, 2) 90.030 (94.470, 99.790, 5) 88.940 (94.290, 98.360, 3) 85.200 (94.300, 99.800, 7)
0.1 87.530 (95.010, 98.240, 3) 88.110 (95.050, 99.710, 6) 88.640 (94.920, 99.920, 18) 88.920 (94.860, 99.980, 19)
0.03 86.230 (94.480, 98.720, 9) 87.520 (94.820, 99.790, 21) 87.750 (94.770, 99.930, 35) 87.870 (94.830, 99.980, 29)
0.01 0.000 (0.000, 0.000, 0) 87.130 (94.400, 99.180, 39) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 84.970 (90.830, 94.530, 48) 84.760 (92.450, 96.250, 48) 85.630 (93.310, 97.140, 49) 85.870 (93.440, 97.430, 48)
0.001 0.000 (0.000, 0.000, 0) 81.700 (86.980, 89.720, 48) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
88.110
python2.7 convert_mat_to_txt.py --pre_emb sg100r.txt --task ner --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.1 --lr_decay 0.3 --out /projects/lego/vectors_tuned/skip_ner.txt > skip_ner_log
2
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,2,iobes,17494 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 79.850 (93.080, 99.180, 8) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 88.080 (94.540, 99.920, 10) 89.950 (94.500, 99.920, 7) 87.690 (94.340, 99.740, 7) 86.310 (94.280, 99.950, 38)
0.1 88.430 (95.110, 98.310, 3) 87.300 (95.120, 98.220, 3) 88.540 (95.060, 99.850, 11) 88.820 (95.050, 99.530, 7)
0.03 87.320 (94.480, 99.490, 25) 87.470 (94.770, 99.640, 16) 87.280 (94.980, 99.900, 20) 88.130 (94.910, 99.900, 21)
0.01 0.000 (0.000, 0.000, 0) 87.430 (94.340, 99.280, 45) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 84.870 (90.060, 94.710, 48) 85.650 (92.050, 96.110, 48) 86.040 (92.820, 96.810, 47) 86.800 (93.310, 97.140, 49)
0.001 0.000 (0.000, 0.000, 0) 82.010 (86.880, 89.350, 48) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
87.300
python2.7 convert_mat_to_txt.py --pre_emb sg100r.txt --task ner --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.1 --lr_decay 0.3 --out /projects/lego/vectors_tuned/skip_ner.txt > skip_ner_log
chunk
1
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 94.270 (97.410, 98.610, 31) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 96.250 (98.440, 98.850, 6) 96.640 (98.560, 99.280, 11) 96.630 (98.620, 99.280, 10) 94.920 (98.440, 98.190, 7)
0.1 0.000 (0.000, 0.000, 0) 96.690 (98.670, 99.020, 16) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 96.910 (98.330, 96.470, 2) 96.530 (98.390, 98.190, 17) 97.130 (98.620, 98.730, 25) 97.130 (98.680, 99.100, 43)
0.01 0.000 (0.000, 0.000, 0) 97.020 (98.270, 96.030, 5) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 96.750 (98.210, 96.200, 20) 96.800 (98.100, 95.930, 15) 96.640 (98.150, 97.250, 43) 96.640 (98.150, 96.330, 18)
0.001 0.000 (0.000, 0.000, 0) 96.580 (97.920, 95.700, 44) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
97.130
python2.7 convert_mat_to_txt.py --pre_emb sg100r.txt --task chunk --window_size 3 --l2reg 0.0001 --lower 1 --lr_init 0.03 --lr_decay 0.03 --out /projects/lego/vectors_tuned/skip_chunk.txt > skip_chunk_log
2
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 94.190 (97.750, 98.650, 36) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 96.580 (98.440, 98.850, 6) 96.640 (98.500, 99.280, 11) 96.960 (98.620, 99.290, 10) 96.240 (98.390, 99.560, 22)
0.1 0.000 (0.000, 0.000, 0) 96.530 (98.730, 98.740, 10) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 96.640 (98.330, 96.980, 3) 96.640 (98.440, 98.050, 9) 96.910 (98.620, 98.790, 28) 97.130 (98.730, 99.050, 36)
0.01 0.000 (0.000, 0.000, 0) 96.640 (98.330, 96.080, 5) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 96.640 (98.270, 96.260, 20) 96.530 (98.270, 96.370, 19) 96.420 (98.270, 96.400, 19) 96.530 (98.270, 96.430, 19)
0.001 0.000 (0.000, 0.000, 0) 96.580 (97.920, 95.900, 49) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
96.530
python2.7 convert_mat_to_txt.py --pre_emb sg100r.txt --task chunk --window_size 3 --l2reg 0.0001 --lower 1 --lr_init 0.1 --lr_decay 0.3 --out /projects/lego/vectors_tuned/skip_chunk.txt > skip_chunk_log
polar
1
1.0 0.3 0.1 0.03
1.0 0.827 (0.829, 0.937, 2) 0.815 (0.819, 0.922, 2) 0.691 (0.669, 0.788, 1) 0.675 (0.665, 0.760, 0)
0.3 0.845 (0.834, 0.996, 14) 0.840 (0.831, 0.969, 2) 0.840 (0.834, 0.967, 2) 0.845 (0.836, 0.954, 2)
0.1 0.852 (0.841, 0.996, 46) 0.848 (0.837, 0.997, 18) 0.852 (0.839, 0.997, 9) 0.851 (0.839, 0.997, 9)
0.03 0.848 (0.837, 0.974, 47) 0.855 (0.844, 0.996, 45) 0.851 (0.842, 0.998, 37) 0.853 (0.842, 0.996, 23)
0.01 0.832 (0.827, 0.913, 44) 0.844 (0.834, 0.963, 46) 0.852 (0.841, 0.981, 47) 0.854 (0.842, 0.987, 44)
0.003 0.807 (0.808, 0.838, 47) 0.817 (0.813, 0.866, 49) 0.820 (0.817, 0.874, 46) 0.824 (0.819, 0.874, 43)
0.001 0.732 (0.729, 0.739, 49) 0.759 (0.764, 0.766, 49) 0.768 (0.771, 0.777, 49) 0.770 (0.774, 0.782, 49)
0.855
python2.7 convert_mat_to_txt.py --pre_emb sg100r.txt --task polar --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.3 --out /projects/lego/vectors_tuned/skip_polar.txt > skip_polar_log
2
1.0 0.3 0.1 0.03
1.0 0.822 (0.814, 0.983, 9) 0.714 (0.732, 0.944, 15) 0.734 (0.724, 0.781, 0) 0.734 (0.724, 0.781, 0)
0.3 0.842 (0.833, 0.997, 15) 0.844 (0.833, 0.969, 2) 0.836 (0.834, 0.983, 4) 0.844 (0.839, 0.986, 4)
0.1 0.852 (0.841, 0.995, 23) 0.852 (0.837, 0.994, 9) 0.854 (0.839, 0.991, 7) 0.854 (0.840, 0.992, 7)
0.03 0.849 (0.835, 0.975, 47) 0.853 (0.843, 0.995, 36) 0.851 (0.843, 0.998, 36) 0.852 (0.844, 0.998, 26)
0.01 0.829 (0.825, 0.903, 35) 0.847 (0.830, 0.963, 46) 0.854 (0.836, 0.981, 46) 0.855 (0.841, 0.990, 46)
0.003 0.802 (0.802, 0.834, 47) 0.814 (0.813, 0.861, 46) 0.820 (0.819, 0.876, 49) 0.821 (0.820, 0.875, 44)
0.001 0.725 (0.719, 0.731, 49) 0.748 (0.748, 0.756, 49) 0.759 (0.758, 0.766, 49) 0.761 (0.763, 0.771, 49)
0.852
python2.7 convert_mat_to_txt.py --pre_emb sg100r.txt --task polar --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.03 --out /projects/lego/vectors_tuned/skip_polar.txt > skip_polar_log
freq_uni
1
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 0.283 (0.283, 0.380, 1) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 0.293 (0.296, 0.394, 1) 0.288 (0.294, 0.366, 1) 0.289 (0.294, 0.368, 1) 0.291 (0.293, 0.353, 0)
0.1 0.000 (0.000, 0.000, 0) 0.301 (0.303, 0.375, 1) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 0.308 (0.310, 0.357, 2) 0.307 (0.310, 0.357, 2) 0.308 (0.310, 0.357, 2) 0.308 (0.310, 0.357, 2)
0.01 0.000 (0.000, 0.000, 0) 0.308 (0.309, 0.387, 7) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 0.308 (0.309, 0.386, 25) 0.308 (0.309, 0.384, 23) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 0.304 (0.306, 0.346, 48) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.307
python2.7 convert_mat_to_txt.py --pre_emb sg100r.txt --task freq_uni --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.3 --out /projects/lego/vectors_tuned/skip_freq_uni.txt > skip_freq_uni_log
2
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 0.281 (0.283, 0.352, 1) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 0.294 (0.294, 0.309, 0) 0.294 (0.294, 0.309, 0) 0.294 (0.294, 0.309, 0) 0.294 (0.294, 0.309, 0)
0.1 0.000 (0.000, 0.000, 0) 0.303 (0.304, 0.352, 0) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 0.306 (0.307, 0.366, 2) 0.306 (0.308, 0.368, 2) 0.306 (0.308, 0.368, 2) 0.306 (0.308, 0.368, 2)
0.01 0.000 (0.000, 0.000, 0) 0.305 (0.307, 0.372, 6) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 0.304 (0.307, 0.389, 26) 0.304 (0.307, 0.375, 21) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 0.301 (0.303, 0.348, 49) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.306
python2.7 convert_mat_to_txt.py --pre_emb sg100r.txt --task freq_uni --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.3 --out /projects/lego/vectors_tuned/skip_freq_uni.txt > skip_freq_uni_log
sg100r_rand.txt
pos
1
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.3,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.03,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 89.697 (91.558, 98.142, 10) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 90.660 (92.557, 98.262, 3) 91.141 (92.757, 99.713, 7) 90.323 (92.458, 99.801, 11) 0.000 (0.000, 0.000, 0)
0.1 0.000 (0.000, 0.000, 0) 90.611 (93.007, 97.584, 3) 90.467 (92.957, 97.489, 3) 0.000 (0.000, 0.000, 0)
0.03 91.189 (93.057, 97.210, 5) 91.382 (93.007, 97.297, 5) 0.000 (0.000, 0.000, 0) 91.719 (93.057, 98.828, 10)
0.01 0.000 (0.000, 0.000, 0) 91.767 (92.857, 98.358, 22) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 91.189 (92.358, 96.994, 49) 91.286 (92.507, 97.313, 46) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 89.263 (90.210, 92.546, 46) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
91.189
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task pos --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 1.0 --out /projects/lego/vectors_tuned/rand_pos.txt > rand_pos_log
2
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,2,15711 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 90.226 (90.909, 97.146, 9) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 90.660 (92.707, 98.350, 3) 90.515 (92.507, 99.569, 7) 90.997 (92.258, 99.976, 18) 89.600 (91.259, 99.649, 20)
0.1 0.000 (0.000, 0.000, 0) 90.611 (92.957, 97.608, 3) 90.563 (92.957, 97.505, 3) 0.000 (0.000, 0.000, 0)
0.03 91.286 (93.057, 97.218, 5) 91.382 (93.157, 97.313, 5) 91.719 (93.157, 98.804, 10) 91.430 (93.057, 97.393, 5)
0.01 0.000 (0.000, 0.000, 0) 91.526 (93.007, 97.871, 18) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 91.141 (92.507, 97.034, 49) 91.382 (92.557, 97.329, 46) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 89.119 (90.210, 92.873, 49) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
91.382
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task pos --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.3 --out /projects/lego/vectors_tuned/rand_pos.txt > rand_pos_log
ner
1
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,1,iobes,17494 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 84.710 (93.470, 99.690, 12) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 89.480 (94.140, 98.800, 2) 89.500 (93.930, 99.970, 7) 89.540 (94.160, 99.840, 7) 89.230 (94.010, 99.640, 7)
0.1 0.000 (0.000, 0.000, 0) 88.350 (94.130, 98.230, 2) 88.400 (94.190, 98.160, 2) 0.000 (0.000, 0.000, 0)
0.03 87.740 (93.500, 99.460, 21) 87.850 (93.510, 98.430, 7) 87.970 (93.770, 99.480, 12) 86.800 (93.690, 99.570, 11)
0.01 0.000 (0.000, 0.000, 0) 87.590 (93.490, 98.850, 32) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 85.820 (90.850, 95.890, 47) 86.880 (92.140, 96.700, 49) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 80.680 (85.570, 85.670, 48) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
88.400
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task ner --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.1 --lr_decay 0.1 --out /projects/lego/vectors_tuned/rand_ner.txt > rand_ner_log
2
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,2,iobes,17494 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 84.200 (93.610, 99.120, 8) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 88.320 (94.110, 99.120, 3) 89.450 (93.790, 99.970, 7) 89.540 (94.160, 99.840, 7) 85.200 (94.030, 99.610, 6)
0.1 0.000 (0.000, 0.000, 0) 86.840 (94.100, 98.160, 3) 88.350 (94.050, 98.130, 2) 0.000 (0.000, 0.000, 0)
0.03 87.740 (93.430, 99.490, 21) 87.750 (93.770, 99.410, 12) 87.910 (93.910, 99.480, 12) 88.550 (93.710, 99.210, 10)
0.01 0.000 (0.000, 0.000, 0) 87.570 (93.490, 98.850, 32) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 85.700 (90.780, 95.940, 47) 85.560 (91.920, 96.800, 49) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 80.590 (85.570, 86.250, 49) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
89.540
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task ner --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.3 --lr_decay 0.1 --out /projects/lego/vectors_tuned/rand_ner.txt > rand_ner_log
chunk
1
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.03,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 94.750 (98.160, 98.730, 38) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 96.140 (98.270, 98.970, 6) 95.980 (98.390, 99.330, 10) 95.750 (98.500, 99.320, 11) 95.920 (98.500, 99.790, 34)
0.1 0.000 (0.000, 0.000, 0) 96.530 (98.390, 98.720, 9) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 95.430 (97.980, 96.620, 3) 95.540 (98.150, 97.840, 9) 95.650 (98.270, 97.900, 9) 0.000 (0.000, 0.000, 0)
0.01 0.000 (0.000, 0.000, 0) 95.540 (97.920, 95.880, 6) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 95.590 (97.810, 95.940, 21) 95.490 (97.810, 95.600, 18) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 95.040 (97.110, 95.180, 47) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
95.750
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task chunk --window_size 3 --l2reg 0.0001 --lower 1 --lr_init 0.3 --lr_decay 0.1 --out /projects/lego/vectors_tuned/rand_chunk.txt > rand_chunk_log
2
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.03,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 94.160 (97.230, 97.830, 11) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 96.030 (98.270, 98.970, 6) 95.980 (98.390, 99.330, 10) 95.470 (98.620, 99.360, 11) 95.640 (98.330, 99.780, 37)
0.1 0.000 (0.000, 0.000, 0) 96.530 (98.390, 98.720, 9) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 96.040 (97.920, 95.950, 2) 95.540 (98.150, 97.850, 9) 95.650 (98.330, 97.880, 9) 0.000 (0.000, 0.000, 0)
0.01 0.000 (0.000, 0.000, 0) 95.540 (97.920, 95.890, 6) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 95.590 (97.810, 95.930, 21) 96.260 (97.920, 96.910, 36) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 95.150 (97.110, 95.220, 49) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
95.470
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task chunk --window_size 3 --l2reg 0.0001 --lower 1 --lr_init 0.3 --lr_decay 0.1 --out /projects/lego/vectors_tuned/rand_chunk.txt > rand_chunk_log
polar
1
1.0 0.3 0.1 0.03
1.0 0.677 (0.659, 0.988, 11) 0.681 (0.664, 0.993, 11) 0.655 (0.639, 0.915, 12) 0.670 (0.666, 0.979, 49)
0.3 0.663 (0.646, 0.988, 11) 0.677 (0.653, 0.962, 6) 0.686 (0.663, 0.996, 10) 0.686 (0.668, 0.999, 13)
0.1 0.648 (0.640, 0.991, 40) 0.655 (0.642, 0.997, 23) 0.666 (0.645, 0.997, 16) 0.688 (0.659, 1.000, 30)
0.03 0.613 (0.606, 0.879, 38) 0.640 (0.626, 0.988, 42) 0.653 (0.637, 0.996, 42) 0.653 (0.636, 0.996, 26)
0.01 0.603 (0.584, 0.601, 0) 0.606 (0.594, 0.824, 49) 0.621 (0.612, 0.933, 49) 0.628 (0.618, 0.961, 48)
0.003 0.603 (0.584, 0.601, 2) 0.603 (0.584, 0.601, 2) 0.603 (0.584, 0.601, 2) 0.603 (0.584, 0.601, 2)
0.001 0.603 (0.584, 0.601, 5) 0.603 (0.584, 0.601, 5) 0.603 (0.584, 0.601, 5) 0.603 (0.584, 0.601, 5)
0.686
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task polar --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.3 --lr_decay 0.03 --out /projects/lego/vectors_tuned/rand_polar.txt > rand_polar_log
2
1.0 0.3 0.1 0.03
1.0 0.678 (0.659, 0.978, 7) 0.685 (0.665, 1.000, 48) 0.651 (0.649, 0.955, 45) 0.616 (0.604, 0.812, 1)
0.3 0.656 (0.642, 0.991, 12) 0.682 (0.654, 0.996, 11) 0.689 (0.665, 0.999, 15) 0.686 (0.670, 0.999, 13)
0.1 0.647 (0.640, 0.991, 37) 0.656 (0.644, 0.997, 24) 0.671 (0.645, 0.997, 19) 0.687 (0.660, 1.000, 31)
0.03 0.613 (0.606, 0.875, 37) 0.644 (0.624, 0.989, 46) 0.647 (0.639, 0.996, 33) 0.650 (0.638, 0.996, 26)
0.01 0.603 (0.584, 0.600, 0) 0.605 (0.596, 0.821, 47) 0.620 (0.609, 0.926, 48) 0.633 (0.615, 0.961, 48)
0.003 0.602 (0.584, 0.601, 7) 0.602 (0.584, 0.601, 7) 0.602 (0.584, 0.601, 7) 0.602 (0.584, 0.601, 7)
0.001 0.602 (0.584, 0.601, 7) 0.602 (0.584, 0.601, 7) 0.602 (0.584, 0.601, 7) 0.602 (0.584, 0.601, 7)
0.686
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task polar --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.3 --lr_decay 0.03 --out /projects/lego/vectors_tuned/rand_polar.txt > rand_polar_log
freq_uni
1
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 0.264 (0.264, 0.228, 1) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 0.273 (0.271, 0.207, 1) 0.270 (0.268, 0.199, 0) 0.270 (0.268, 0.199, 0) 0.270 (0.268, 0.199, 0)
0.1 0.000 (0.000, 0.000, 0) 0.272 (0.271, 0.203, 0) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 0.274 (0.273, 0.202, 1) 0.274 (0.273, 0.202, 1) 0.274 (0.273, 0.202, 1) 0.274 (0.273, 0.202, 1)
0.01 0.000 (0.000, 0.000, 0) 0.267 (0.266, 0.198, 1) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 0.266 (0.265, 0.194, 2) 0.266 (0.265, 0.194, 2) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 0.266 (0.263, 0.196, 14) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.274
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task freq_uni --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 1.0 --out /projects/lego/vectors_tuned/rand_freq_uni.txt > rand_freq_uni_log
2
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 0.268 (0.268, 0.203, 1) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 0.273 (0.271, 0.208, 1) 0.270 (0.268, 0.199, 0) 0.270 (0.268, 0.199, 0) 0.270 (0.268, 0.199, 0)
0.1 0.000 (0.000, 0.000, 0) 0.272 (0.271, 0.203, 0) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 0.274 (0.273, 0.202, 1) 0.274 (0.273, 0.202, 1) 0.274 (0.273, 0.202, 1) 0.274 (0.273, 0.202, 1)
0.01 0.000 (0.000, 0.000, 0) 0.268 (0.267, 0.197, 1) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 0.267 (0.265, 0.200, 7) 0.267 (0.265, 0.200, 7) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 0.266 (0.264, 0.197, 14) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.274
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task freq_uni --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.3 --out /projects/lego/vectors_tuned/rand_freq_uni.txt > rand_freq_uni_log
glove100.txt
pos
1
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.03,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,1,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,1,15711 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 90.274 (91.259, 97.513, 9) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 91.815 (93.057, 99.322, 4) 91.526 (93.057, 99.235, 6) 91.911 (92.607, 99.976, 18) 90.274 (91.608, 99.633, 22)
0.1 92.730 (93.856, 98.677, 4) 91.526 (93.706, 99.019, 5) 92.874 (93.606, 97.736, 3) 92.826 (93.606, 98.366, 4)
0.03 92.971 (94.106, 98.087, 6) 92.971 (94.206, 98.461, 7) 0.000 (0.000, 0.000, 0) 92.971 (94.106, 98.477, 7)
0.01 0.000 (0.000, 0.000, 0) 93.163 (93.956, 98.437, 20) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 92.874 (93.407, 96.173, 29) 92.537 (93.556, 97.369, 42) 92.971 (93.606, 97.377, 39) 92.874 (93.656, 97.273, 34)
0.001 0.000 (0.000, 0.000, 0) 92.104 (92.707, 94.921, 47) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
92.971
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task pos --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.3 --out /projects/lego/vectors_tuned/glove_pos.txt > glove_pos_log
2
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,2,15711 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,2,15711 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 89.889 (91.309, 99.155, 18) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 91.719 (92.957, 98.525, 3) 92.056 (93.207, 99.035, 5) 91.382 (92.408, 99.801, 11) 90.226 (91.409, 99.841, 22)
0.1 92.393 (93.906, 99.147, 5) 91.815 (93.806, 99.011, 5) 92.585 (93.556, 97.776, 3) 92.585 (93.457, 97.704, 3)
0.03 93.067 (94.106, 97.728, 5) 93.211 (94.056, 97.887, 5) 93.211 (94.106, 97.911, 5) 93.260 (94.106, 97.919, 5)
0.01 0.000 (0.000, 0.000, 0) 93.308 (94.106, 98.110, 16) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 92.922 (93.506, 96.580, 42) 92.971 (93.656, 97.321, 42) 93.067 (93.756, 97.632, 45) 93.260 (93.856, 98.095, 46)
0.001 0.000 (0.000, 0.000, 0) 92.297 (92.557, 94.953, 47) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
93.067
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task pos --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 1.0 --out /projects/lego/vectors_tuned/glove_pos.txt > glove_pos_log
ner
1
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,1,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,1,iobes,17494 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 82.730 (93.440, 99.560, 13) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 90.120 (94.850, 99.310, 2) 88.300 (94.420, 99.800, 5) 90.500 (94.570, 99.490, 5) 86.480 (94.550, 99.350, 5)
0.1 89.470 (95.630, 98.390, 2) 90.110 (95.420, 98.490, 3) 89.370 (95.290, 98.470, 2) 84.990 (95.300, 98.430, 3)
0.03 88.810 (95.210, 97.550, 4) 88.490 (95.250, 98.980, 9) 89.350 (95.270, 98.590, 7) 89.440 (95.240, 99.100, 8)
0.01 0.000 (0.000, 0.000, 0) 88.520 (95.380, 97.630, 15) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 86.600 (93.550, 95.970, 48) 87.250 (94.390, 97.230, 49) 88.510 (94.960, 97.680, 48) 87.450 (95.030, 97.770, 46)
0.001 0.000 (0.000, 0.000, 0) 86.520 (91.280, 93.220, 48) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
89.470
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task ner --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.1 --lr_decay 1.0 --out /projects/lego/vectors_tuned/glove_ner.txt > glove_ner_log
2
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,1e-05,True,32,False,1,2,iobes,17494 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 84.220 (93.420, 99.400, 10) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 89.250 (94.990, 99.170, 2) 89.330 (94.580, 99.900, 7) 89.460 (94.460, 99.820, 7) 89.510 (94.290, 99.690, 7)
0.1 89.190 (95.500, 98.370, 2) 89.190 (95.490, 98.390, 2) 88.800 (95.390, 98.540, 3) 89.240 (95.350, 98.410, 2)
0.03 88.770 (95.250, 98.340, 7) 89.630 (95.260, 98.850, 7) 90.060 (95.260, 98.980, 7) 90.720 (95.260, 99.260, 10)
0.01 0.000 (0.000, 0.000, 0) 88.370 (95.250, 99.100, 32) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 86.570 (93.610, 95.840, 45) 87.000 (94.530, 97.200, 48) 87.730 (94.880, 97.620, 47) 87.620 (94.950, 98.000, 49)
0.001 0.000 (0.000, 0.000, 0) 85.330 (91.010, 92.930, 48) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
89.190
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task ner --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.1 --lr_decay 1.0 --out /projects/lego/vectors_tuned/glove_ner.txt > glove_ner_log
chunk
1
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,0.0001,True,32,False,1,1,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,0.0001,True,32,False,1,1,iobes,15441 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 94.980 (97.230, 98.610, 30) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 96.520 (98.210, 99.090, 9) 96.300 (98.210, 99.350, 11) 95.740 (98.270, 99.410, 11) 96.300 (98.210, 99.520, 20)
0.1 0.000 (0.000, 0.000, 0) 96.640 (98.620, 98.660, 10) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 97.190 (98.100, 97.120, 3) 96.860 (98.270, 98.310, 15) 96.750 (98.500, 98.530, 17) 96.750 (98.500, 98.540, 17)
0.01 0.000 (0.000, 0.000, 0) 97.140 (98.040, 96.880, 7) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 97.190 (97.860, 96.810, 29) 97.350 (97.980, 96.860, 25) 97.250 (97.980, 96.910, 25) 97.250 (97.980, 96.890, 25)
0.001 0.000 (0.000, 0.000, 0) 96.860 (97.350, 96.170, 49) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
96.640
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task chunk --window_size 3 --l2reg 0.0001 --lower 1 --lr_init 0.1 --lr_decay 0.3 --out /projects/lego/vectors_tuned/glove_chunk.txt > glove_chunk_log
2
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,3,0.0001,True,32,False,1,2,iobes,15441 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,3,0.0001,True,32,False,1,2,iobes,15441 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 93.660 (97.170, 97.190, 8) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 96.140 (98.160, 98.590, 4) 95.750 (98.270, 98.460, 5) 95.800 (98.270, 99.360, 11) 95.810 (98.100, 97.860, 6)
0.1 0.000 (0.000, 0.000, 0) 96.690 (98.500, 98.560, 7) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 97.300 (98.150, 97.590, 8) 96.800 (98.270, 97.700, 8) 96.860 (98.330, 98.990, 43) 96.470 (98.390, 98.370, 15)
0.01 0.000 (0.000, 0.000, 0) 97.080 (98.150, 97.630, 19) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 96.860 (97.860, 96.580, 26) 97.080 (97.980, 96.840, 25) 97.190 (97.980, 96.890, 25) 96.970 (97.980, 96.640, 22)
0.001 0.000 (0.000, 0.000, 0) 96.420 (97.460, 95.980, 46) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
96.690
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task chunk --window_size 3 --l2reg 0.0001 --lower 1 --lr_init 0.1 --lr_decay 0.3 --out /projects/lego/vectors_tuned/glove_chunk.txt > glove_chunk_log
polar
1
1.0 0.3 0.1 0.03
1.0 0.832 (0.827, 0.996, 15) 0.818 (0.809, 0.989, 4) 0.741 (0.735, 0.786, 0) 0.741 (0.735, 0.786, 0)
0.3 0.845 (0.834, 0.997, 14) 0.833 (0.830, 0.984, 4) 0.831 (0.823, 0.997, 7) 0.823 (0.820, 0.980, 4)
0.1 0.851 (0.847, 0.990, 15) 0.844 (0.837, 0.997, 18) 0.843 (0.841, 0.991, 7) 0.844 (0.841, 0.991, 7)
0.03 0.853 (0.850, 0.978, 47) 0.852 (0.850, 0.989, 26) 0.850 (0.850, 0.997, 33) 0.852 (0.848, 0.978, 13)
0.01 0.830 (0.834, 0.919, 42) 0.846 (0.846, 0.966, 42) 0.853 (0.850, 0.979, 43) 0.854 (0.851, 0.985, 46)
0.003 0.795 (0.800, 0.827, 49) 0.807 (0.811, 0.856, 48) 0.811 (0.822, 0.874, 49) 0.813 (0.827, 0.885, 49)
0.001 0.751 (0.749, 0.758, 47) 0.768 (0.764, 0.773, 49) 0.772 (0.768, 0.780, 49) 0.774 (0.769, 0.783, 49)
0.854
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task polar --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.01 --lr_decay 0.03 --out /projects/lego/vectors_tuned/glove_polar.txt > glove_polar_log
2
1.0 0.3 0.1 0.03
1.0 0.821 (0.820, 0.998, 39) 0.812 (0.801, 0.965, 4) 0.693 (0.694, 0.840, 1) 0.777 (0.755, 0.858, 1)
0.3 0.843 (0.833, 0.997, 24) 0.832 (0.827, 0.963, 2) 0.835 (0.828, 0.967, 2) 0.833 (0.824, 0.958, 2)
0.1 0.856 (0.848, 0.990, 13) 0.847 (0.840, 0.989, 7) 0.845 (0.839, 0.996, 9) 0.845 (0.842, 0.991, 7)
0.03 0.852 (0.845, 0.979, 43) 0.856 (0.848, 0.986, 21) 0.857 (0.848, 0.992, 21) 0.857 (0.847, 0.987, 16)
0.01 0.826 (0.833, 0.923, 49) 0.846 (0.844, 0.970, 45) 0.852 (0.848, 0.982, 49) 0.855 (0.849, 0.987, 47)
0.003 0.794 (0.793, 0.821, 49) 0.802 (0.805, 0.848, 47) 0.806 (0.816, 0.869, 49) 0.806 (0.819, 0.872, 47)
0.001 0.727 (0.725, 0.732, 49) 0.748 (0.743, 0.754, 49) 0.757 (0.750, 0.761, 49) 0.758 (0.752, 0.765, 49)
0.855
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task polar --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.01 --lr_decay 0.03 --out /projects/lego/vectors_tuned/glove_polar.txt > glove_polar_log
freq_uni
1
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,0,1e-05,True,32,False,1,1,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,0,1e-05,True,32,False,1,1,67347 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 0.332 (0.332, 0.386, 0) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 0.365 (0.367, 0.535, 1) 0.366 (0.369, 0.549, 1) 0.367 (0.369, 0.543, 1) 0.366 (0.369, 0.543, 1)
0.1 0.000 (0.000, 0.000, 0) 0.377 (0.383, 0.482, 0) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 0.389 (0.392, 0.524, 1) 0.389 (0.392, 0.524, 1) 0.388 (0.392, 0.496, 1) 0.388 (0.392, 0.496, 1)
0.01 0.000 (0.000, 0.000, 0) 0.388 (0.392, 0.518, 3) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 0.387 (0.391, 0.508, 10) 0.387 (0.391, 0.508, 10) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 0.386 (0.390, 0.492, 27) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.388
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task freq_uni --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.03 --out /projects/lego/vectors_tuned/glove_freq_uni.txt > glove_freq_uni_log
2
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.1,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.01,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.003,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.003,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,1.0,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.1,0,1e-05,True,32,False,1,2,67347 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.03,0,1e-05,True,32,False,1,2,67347 not found
1.0 0.3 0.1 0.03
1.0 0.000 (0.000, 0.000, 0) 0.344 (0.345, 0.416, 0) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.3 0.363 (0.365, 0.423, 0) 0.366 (0.368, 0.526, 1) 0.363 (0.365, 0.423, 0) 0.363 (0.365, 0.423, 0)
0.1 0.000 (0.000, 0.000, 0) 0.382 (0.385, 0.513, 0) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.03 0.387 (0.392, 0.526, 1) 0.388 (0.392, 0.523, 1) 0.388 (0.392, 0.523, 1) 0.388 (0.392, 0.523, 1)
0.01 0.000 (0.000, 0.000, 0) 0.388 (0.390, 0.510, 3) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.003 0.000 (0.000, 0.000, 0) 0.387 (0.389, 0.498, 10) 0.386 (0.389, 0.517, 14) 0.000 (0.000, 0.000, 0)
0.001 0.000 (0.000, 0.000, 0) 0.385 (0.388, 0.490, 32) 0.000 (0.000, 0.000, 0) 0.000 (0.000, 0.000, 0)
0.388
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task freq_uni --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.3 --out /projects/lego/vectors_tuned/glove_freq_uni.txt > glove_freq_uni_log