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q2_result.txt
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q2_result.txt
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(stanford) ipro:assignment2 gibbon$ python q2_NER.py
Epoch 0
Training loss: 0.463307410479410479
Training acc: 0.877154124575
Validation loss: 0.307743579149
[[41947 135 120 202 355]
[ 332 1387 69 165 141]
[ 409 32 722 56 49]
[ 833 166 97 759 237]
[ 775 86 47 114 2127]]
Tag: O - P 0.9470 / R 0.9810
Tag: LOC - P 0.7680 / R 0.6624
Tag: MISC - P 0.6844 / R 0.5694
Tag: ORG - P 0.5856 / R 0.3628
Tag: PER - P 0.7312 / R 0.6755
Total time: 106.289263964
Epoch 1
Training loss: 0.265870898962898962
Training acc: 0.931573855349
Validation loss: 0.253318011761
[[42127 127 85 290 130]
[ 256 1595 44 156 43]
[ 331 38 832 50 17]
[ 643 147 46 1195 61]
[ 639 136 32 206 2136]]
Tag: O - P 0.9575 / R 0.9852
Tag: LOC - P 0.7807 / R 0.7617
Tag: MISC - P 0.8008 / R 0.6562
Tag: ORG - P 0.6299 / R 0.5712
Tag: PER - P 0.8948 / R 0.6783
Total time: 105.296321869
Epoch 2
Training loss: 0.204324066639066639
Training acc: 0.949892201688
Validation loss: 0.234072372317
[[42262 139 69 169 120]
[ 250 1683 22 84 55]
[ 329 42 830 37 30]
[ 630 157 36 1185 84]
[ 578 61 19 102 2389]]
Tag: O - P 0.9594 / R 0.9884
Tag: LOC - P 0.8084 / R 0.8037
Tag: MISC - P 0.8504 / R 0.6546
Tag: ORG - P 0.7514 / R 0.5664
Tag: PER - P 0.8921 / R 0.7587
Total time: 106.238168001
Epoch 3
Training loss: 0.173922479153479153
Training acc: 0.959115218961
Validation loss: 0.217284992337
[[42139 143 87 263 127]
[ 177 1710 20 136 51]
[ 259 29 900 53 27]
[ 524 119 34 1335 80]
[ 448 90 19 99 2493]]
Tag: O - P 0.9677 / R 0.9855
Tag: LOC - P 0.8178 / R 0.8166
Tag: MISC - P 0.8491 / R 0.7098
Tag: ORG - P 0.7078 / R 0.6381
Tag: PER - P 0.8974 / R 0.7917
Total time: 108.918376923
Epoch 4
Training loss: 0.156043365598365598
Training acc: 0.964694211304
Validation loss: 0.22079654038
[[42220 81 94 252 112]
[ 191 1677 32 120 74]
[ 269 26 893 54 26]
[ 526 100 42 1357 67]
[ 514 47 15 118 2455]]
Tag: O - P 0.9657 / R 0.9874
Tag: LOC - P 0.8685 / R 0.8009
Tag: MISC - P 0.8299 / R 0.7043
Tag: ORG - P 0.7138 / R 0.6487
Tag: PER - P 0.8980 / R 0.7796
Total time: 104.50545907
Epoch 5
Training loss: 0.144031330943330943
Training acc: 0.967989549212
Validation loss: 0.213431790471
[[42120 110 121 268 140]
[ 162 1723 25 115 69]
[ 244 24 931 39 30]
[ 489 110 46 1360 87]
[ 385 48 21 91 2604]]
Tag: O - P 0.9705 / R 0.9851
Tag: LOC - P 0.8551 / R 0.8228
Tag: MISC - P 0.8138 / R 0.7342
Tag: ORG - P 0.7261 / R 0.6501
Tag: PER - P 0.8887 / R 0.8269
Total time: 106.073225021
Epoch 6
Training loss: 0.134652778506778506
Training acc: 0.970985310945
Validation loss: 0.21124586463
[[42162 85 82 328 102]
[ 175 1707 15 133 64]
[ 265 28 895 56 24]
[ 483 87 26 1420 76]
[ 434 58 13 94 2550]]
Tag: O - P 0.9688 / R 0.9860
Tag: LOC - P 0.8687 / R 0.8152
Tag: MISC - P 0.8681 / R 0.7058
Tag: ORG - P 0.6992 / R 0.6788
Tag: PER - P 0.9055 / R 0.8098
Total time: 105.853985071
Epoch 7
Training loss: 0.127819001675001675
Training acc: 0.972610880017
Validation loss: 0.211725860834
[[42054 99 137 339 130]
[ 150 1729 33 116 66]
[ 233 25 940 45 25]
[ 436 120 35 1426 75]
[ 386 53 17 117 2576]]
Tag: O - P 0.9721 / R 0.9835
Tag: LOC - P 0.8534 / R 0.8257
Tag: MISC - P 0.8090 / R 0.7413
Tag: ORG - P 0.6980 / R 0.6816
Tag: PER - P 0.8969 / R 0.8180
Total time: 105.625551939
Epoch 8
308 / 3181 : loss = 0.123058877885