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all0.3
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sg100r.txt
pos
1
0.3
1.0 90.274 (91.359, 98.589, 13)
0.3 91.623 (92.857, 99.131, 5)
0.1 92.682 (93.856, 97.066, 2)
0.03 92.971 (94.156, 98.047, 6)
0.01 93.019 (94.056, 97.441, 13)
0.003 93.211 (93.806, 97.106, 43)
0.001 92.682 (93.007, 95.312, 48)
92.971
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
2
0.3
1.0 90.082 (90.909, 98.621, 14)
0.3 92.104 (93.007, 99.418, 6)
0.1 92.152 (94.006, 99.051, 5)
0.03 93.693 (94.206, 97.760, 5)
0.01 93.500 (94.106, 97.784, 16)
0.003 93.211 (94.006, 96.859, 37)
0.001 92.826 (93.107, 95.057, 42)
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,1.0,0.9,0.3,3,1e-05,True,32,False,1,1,iobes,17494 not found
0.3
1.0 0.000 (0.000, 0.000, 0)
0.3 90.030 (94.470, 99.790, 5)
0.1 88.110 (95.050, 99.710, 6)
0.03 87.520 (94.820, 99.790, 21)
0.01 87.130 (94.400, 99.180, 39)
0.003 84.760 (92.450, 96.250, 48)
0.001 81.700 (86.980, 89.720, 48)
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,1.0,0.9,0.3,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,0.001,0.9,0.3,3,1e-05,True,32,False,1,2,iobes,17494 not found
0.3
1.0 0.000 (0.000, 0.000, 0)
0.3 89.950 (94.500, 99.920, 7)
0.1 87.300 (95.120, 98.220, 3)
0.03 87.470 (94.770, 99.640, 16)
0.01 87.430 (94.340, 99.280, 45)
0.003 85.650 (92.050, 96.110, 48)
0.001 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
0.3
1.0 94.270 (97.410, 98.610, 31)
0.3 96.640 (98.560, 99.280, 11)
0.1 96.690 (98.670, 99.020, 16)
0.03 96.530 (98.390, 98.190, 17)
0.01 97.020 (98.270, 96.030, 5)
0.003 96.800 (98.100, 95.930, 15)
0.001 96.580 (97.920, 95.700, 44)
96.690
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
2
None,True,True,100,sg100r.txt,False,0.0,sgdmomentum,1.0,0.9,0.3,3,0.0001,True,32,False,1,2,iobes,15441 not found
0.3
1.0 0.000 (0.000, 0.000, 0)
0.3 96.640 (98.500, 99.280, 11)
0.1 96.530 (98.730, 98.740, 10)
0.03 96.640 (98.440, 98.050, 9)
0.01 96.640 (98.330, 96.080, 5)
0.003 96.530 (98.270, 96.370, 19)
0.001 96.580 (97.920, 95.900, 49)
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
0.3
1.0 0.815 (0.819, 0.922, 2)
0.3 0.840 (0.831, 0.969, 2)
0.1 0.848 (0.837, 0.997, 18)
0.03 0.855 (0.844, 0.996, 45)
0.01 0.844 (0.834, 0.963, 46)
0.003 0.817 (0.813, 0.866, 49)
0.001 0.759 (0.764, 0.766, 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
0.3
1.0 0.714 (0.732, 0.944, 15)
0.3 0.844 (0.833, 0.969, 2)
0.1 0.852 (0.837, 0.994, 9)
0.03 0.853 (0.843, 0.995, 36)
0.01 0.847 (0.830, 0.963, 46)
0.003 0.814 (0.813, 0.861, 46)
0.001 0.748 (0.748, 0.756, 49)
0.853
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
freq_uni
1
0.3
1.0 0.283 (0.283, 0.380, 1)
0.3 0.288 (0.294, 0.366, 1)
0.1 0.301 (0.303, 0.375, 1)
0.03 0.307 (0.310, 0.357, 2)
0.01 0.308 (0.309, 0.387, 7)
0.003 0.308 (0.309, 0.386, 25)
0.001 0.304 (0.306, 0.346, 48)
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
0.3
1.0 0.281 (0.283, 0.352, 1)
0.3 0.294 (0.294, 0.309, 0)
0.1 0.303 (0.304, 0.352, 0)
0.03 0.306 (0.308, 0.368, 2)
0.01 0.305 (0.307, 0.372, 6)
0.003 0.304 (0.307, 0.389, 26)
0.001 0.301 (0.303, 0.348, 49)
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
0.3
1.0 89.697 (91.558, 98.142, 10)
0.3 91.141 (92.757, 99.713, 7)
0.1 90.611 (93.007, 97.584, 3)
0.03 91.382 (93.007, 97.297, 5)
0.01 91.767 (92.857, 98.358, 22)
0.003 91.189 (92.358, 96.994, 49)
0.001 89.263 (90.210, 92.546, 46)
90.611
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task pos --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.1 --lr_decay 0.3 --out /projects/lego/vectors_tuned/rand_pos.txt > rand_pos_log
2
0.3
1.0 90.226 (90.909, 97.146, 9)
0.3 90.515 (92.507, 99.569, 7)
0.1 90.611 (92.957, 97.608, 3)
0.03 91.382 (93.157, 97.313, 5)
0.01 91.526 (93.007, 97.871, 18)
0.003 91.141 (92.507, 97.034, 49)
0.001 89.119 (90.210, 92.873, 49)
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,1.0,0.9,0.3,3,1e-05,True,32,False,1,1,iobes,17494 not found
0.3
1.0 0.000 (0.000, 0.000, 0)
0.3 89.500 (93.930, 99.970, 7)
0.1 88.350 (94.130, 98.230, 2)
0.03 87.850 (93.510, 98.430, 7)
0.01 87.590 (93.490, 98.850, 32)
0.003 85.820 (90.850, 95.890, 47)
0.001 80.680 (85.570, 85.670, 48)
88.350
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 0.3 --out /projects/lego/vectors_tuned/rand_ner.txt > rand_ner_log
2
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.3,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,0.001,0.9,0.3,3,1e-05,True,32,False,1,2,iobes,17494 not found
0.3
1.0 0.000 (0.000, 0.000, 0)
0.3 89.450 (93.790, 99.970, 7)
0.1 86.840 (94.100, 98.160, 3)
0.03 87.750 (93.770, 99.410, 12)
0.01 87.570 (93.490, 98.850, 32)
0.003 85.700 (90.780, 95.940, 47)
0.001 0.000 (0.000, 0.000, 0)
86.840
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 0.3 --out /projects/lego/vectors_tuned/rand_ner.txt > rand_ner_log
chunk
1
0.3
1.0 94.750 (98.160, 98.730, 38)
0.3 95.980 (98.390, 99.330, 10)
0.1 96.530 (98.390, 98.720, 9)
0.03 95.540 (98.150, 97.840, 9)
0.01 95.540 (97.920, 95.880, 6)
0.003 95.590 (97.810, 95.940, 21)
0.001 95.040 (97.110, 95.180, 47)
95.980
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 0.3 --out /projects/lego/vectors_tuned/rand_chunk.txt > rand_chunk_log
2
None,True,True,100,sg100r_rand.txt,False,0.0,sgdmomentum,1.0,0.9,0.3,3,0.0001,True,32,False,1,2,iobes,15441 not found
0.3
1.0 0.000 (0.000, 0.000, 0)
0.3 95.980 (98.390, 99.330, 10)
0.1 96.530 (98.390, 98.720, 9)
0.03 95.540 (98.150, 97.850, 9)
0.01 95.540 (97.920, 95.890, 6)
0.003 95.590 (97.810, 95.930, 21)
0.001 95.150 (97.110, 95.220, 49)
95.980
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 0.3 --out /projects/lego/vectors_tuned/rand_chunk.txt > rand_chunk_log
polar
1
0.3
1.0 0.681 (0.664, 0.993, 11)
0.3 0.677 (0.653, 0.962, 6)
0.1 0.655 (0.642, 0.997, 23)
0.03 0.640 (0.626, 0.988, 42)
0.01 0.606 (0.594, 0.824, 49)
0.003 0.603 (0.584, 0.601, 2)
0.001 0.603 (0.584, 0.601, 5)
0.681
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task polar --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 1.0 --lr_decay 0.3 --out /projects/lego/vectors_tuned/rand_polar.txt > rand_polar_log
2
0.3
1.0 0.685 (0.665, 1.000, 48)
0.3 0.682 (0.654, 0.996, 11)
0.1 0.656 (0.644, 0.997, 24)
0.03 0.644 (0.624, 0.989, 46)
0.01 0.605 (0.596, 0.821, 47)
0.003 0.602 (0.584, 0.601, 7)
0.001 0.602 (0.584, 0.601, 7)
0.685
python2.7 convert_mat_to_txt.py --pre_emb sg100r_rand.txt --task polar --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 1.0 --lr_decay 0.3 --out /projects/lego/vectors_tuned/rand_polar.txt > rand_polar_log
freq_uni
1
0.3
1.0 0.264 (0.264, 0.228, 1)
0.3 0.270 (0.268, 0.199, 0)
0.1 0.272 (0.271, 0.203, 0)
0.03 0.274 (0.273, 0.202, 1)
0.01 0.267 (0.266, 0.198, 1)
0.003 0.266 (0.265, 0.194, 2)
0.001 0.266 (0.263, 0.196, 14)
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
2
0.3
1.0 0.268 (0.268, 0.203, 1)
0.3 0.270 (0.268, 0.199, 0)
0.1 0.272 (0.271, 0.203, 0)
0.03 0.274 (0.273, 0.202, 1)
0.01 0.268 (0.267, 0.197, 1)
0.003 0.267 (0.265, 0.200, 7)
0.001 0.266 (0.264, 0.197, 14)
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
0.3
1.0 90.274 (91.259, 97.513, 9)
0.3 91.526 (93.057, 99.235, 6)
0.1 91.526 (93.706, 99.019, 5)
0.03 92.971 (94.206, 98.461, 7)
0.01 93.163 (93.956, 98.437, 20)
0.003 92.537 (93.556, 97.369, 42)
0.001 92.104 (92.707, 94.921, 47)
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
0.3
1.0 89.889 (91.309, 99.155, 18)
0.3 92.056 (93.207, 99.035, 5)
0.1 91.815 (93.806, 99.011, 5)
0.03 93.211 (94.056, 97.887, 5)
0.01 93.308 (94.106, 98.110, 16)
0.003 92.971 (93.656, 97.321, 42)
0.001 92.297 (92.557, 94.953, 47)
93.308
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task pos --window_size 3 --l2reg 1e-05 --lower 1 --lr_init 0.01 --lr_decay 0.3 --out /projects/lego/vectors_tuned/glove_pos.txt > glove_pos_log
ner
1
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.3,3,1e-05,True,32,False,1,1,iobes,17494 not found
0.3
1.0 0.000 (0.000, 0.000, 0)
0.3 88.300 (94.420, 99.800, 5)
0.1 90.110 (95.420, 98.490, 3)
0.03 88.490 (95.250, 98.980, 9)
0.01 88.520 (95.380, 97.630, 15)
0.003 87.250 (94.390, 97.230, 49)
0.001 86.520 (91.280, 93.220, 48)
90.110
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 0.3 --out /projects/lego/vectors_tuned/glove_ner.txt > glove_ner_log
2
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,1.0,0.9,0.3,3,1e-05,True,32,False,1,2,iobes,17494 not found
None,True,True,100,glove100.txt,False,0.0,sgdmomentum,0.001,0.9,0.3,3,1e-05,True,32,False,1,2,iobes,17494 not found
0.3
1.0 0.000 (0.000, 0.000, 0)
0.3 89.330 (94.580, 99.900, 7)
0.1 89.190 (95.490, 98.390, 2)
0.03 89.630 (95.260, 98.850, 7)
0.01 88.370 (95.250, 99.100, 32)
0.003 87.000 (94.530, 97.200, 48)
0.001 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 0.3 --out /projects/lego/vectors_tuned/glove_ner.txt > glove_ner_log
chunk
1
0.3
1.0 94.980 (97.230, 98.610, 30)
0.3 96.300 (98.210, 99.350, 11)
0.1 96.640 (98.620, 98.660, 10)
0.03 96.860 (98.270, 98.310, 15)
0.01 97.140 (98.040, 96.880, 7)
0.003 97.350 (97.980, 96.860, 25)
0.001 96.860 (97.350, 96.170, 49)
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,1.0,0.9,0.3,3,0.0001,True,32,False,1,2,iobes,15441 not found
0.3
1.0 0.000 (0.000, 0.000, 0)
0.3 95.750 (98.270, 98.460, 5)
0.1 96.690 (98.500, 98.560, 7)
0.03 96.800 (98.270, 97.700, 8)
0.01 97.080 (98.150, 97.630, 19)
0.003 97.080 (97.980, 96.840, 25)
0.001 96.420 (97.460, 95.980, 46)
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
0.3
1.0 0.818 (0.809, 0.989, 4)
0.3 0.833 (0.830, 0.984, 4)
0.1 0.844 (0.837, 0.997, 18)
0.03 0.852 (0.850, 0.989, 26)
0.01 0.846 (0.846, 0.966, 42)
0.003 0.807 (0.811, 0.856, 48)
0.001 0.768 (0.764, 0.773, 49)
0.852
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task polar --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.3 --out /projects/lego/vectors_tuned/glove_polar.txt > glove_polar_log
2
0.3
1.0 0.812 (0.801, 0.965, 4)
0.3 0.832 (0.827, 0.963, 2)
0.1 0.847 (0.840, 0.989, 7)
0.03 0.856 (0.848, 0.986, 21)
0.01 0.846 (0.844, 0.970, 45)
0.003 0.802 (0.805, 0.848, 47)
0.001 0.748 (0.743, 0.754, 49)
0.856
python2.7 convert_mat_to_txt.py --pre_emb glove100.txt --task polar --window_size 0 --l2reg 1e-05 --lower 1 --lr_init 0.03 --lr_decay 0.3 --out /projects/lego/vectors_tuned/glove_polar.txt > glove_polar_log
freq_uni
1
0.3
1.0 0.332 (0.332, 0.386, 0)
0.3 0.366 (0.369, 0.549, 1)
0.1 0.377 (0.383, 0.482, 0)
0.03 0.389 (0.392, 0.524, 1)
0.01 0.388 (0.392, 0.518, 3)
0.003 0.387 (0.391, 0.508, 10)
0.001 0.386 (0.390, 0.492, 27)
0.389
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
2
0.3
1.0 0.344 (0.345, 0.416, 0)
0.3 0.366 (0.368, 0.526, 1)
0.1 0.382 (0.385, 0.513, 0)
0.03 0.388 (0.392, 0.523, 1)
0.01 0.388 (0.390, 0.510, 3)
0.003 0.387 (0.389, 0.498, 10)
0.001 0.385 (0.388, 0.490, 32)
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