generated_from_keras_callback

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Bert_class_1e-06_266epoch

This model is a fine-tuned version of guoluo/Bert_1.5e_07 on an unknown dataset. It achieves the following results on the evaluation set:

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

Training results

Train Loss Train Accuracy Validation Loss Validation Accuracy Train Lr Epoch
1.2823 0.4776 1.0993 0.6761 1e-06 0
1.0339 0.6776 0.9839 0.6761 9.99999e-07 1
0.9705 0.6776 0.9658 0.6761 9.999969e-07 2
0.9486 0.6776 0.9590 0.6761 9.99994e-07 3
0.9369 0.6776 0.9544 0.6761 9.9999e-07 4
0.9332 0.6776 0.9470 0.6761 9.99985e-07 5
0.9205 0.6776 0.9421 0.6761 9.99979e-07 6
0.9135 0.6776 0.9374 0.6761 9.999719e-07 7
0.9113 0.6776 0.9340 0.6761 9.99964e-07 8
0.9005 0.6776 0.9294 0.6761 9.99955e-07 9
0.8896 0.6776 0.9242 0.6761 9.99945e-07 10
0.8746 0.6800 0.9191 0.6761 9.99934e-07 11
0.8649 0.6824 0.9143 0.6761 9.999219e-07 12
0.8621 0.6847 0.9095 0.6761 9.999089e-07 13
0.8506 0.6847 0.9019 0.6761 9.99895e-07 14
0.8434 0.6800 0.8943 0.6761 9.9988e-07 15
0.8286 0.6871 0.8885 0.6761 9.998639e-07 16
0.8239 0.6824 0.8814 0.6761 9.998469e-07 17
0.8181 0.6894 0.8785 0.6761 9.998289e-07 18
0.7962 0.6894 0.8731 0.6690 9.998099e-07 19
0.7908 0.7012 0.8671 0.6690 9.997899e-07 20
0.7640 0.6988 0.8641 0.6761 9.997689e-07 21
0.7644 0.7035 0.8590 0.6831 9.997469e-07 22
0.7512 0.7200 0.8558 0.6831 9.99724e-07 23
0.7394 0.7200 0.8527 0.6972 9.997e-07 24
0.7366 0.7271 0.8501 0.7113 9.99675e-07 25
0.7293 0.7247 0.8471 0.7042 9.996489e-07 26
0.7189 0.7529 0.8479 0.7113 9.99622e-07 27
0.7077 0.7341 0.8411 0.7183 9.99594e-07 28
0.6965 0.7671 0.8409 0.7183 9.99565e-07 29
0.6838 0.7482 0.8372 0.7113 9.99535e-07 30
0.6835 0.7506 0.8362 0.7113 9.99504e-07 31
0.6702 0.7812 0.8365 0.6901 9.99472e-07 32
0.6623 0.7812 0.8323 0.7113 9.994391e-07 33
0.6565 0.7553 0.8298 0.6972 9.994051e-07 34
0.6452 0.7718 0.8291 0.6901 9.993701e-07 35
0.6396 0.7718 0.8285 0.7113 9.993341e-07 36
0.6299 0.7765 0.8262 0.6831 9.992972e-07 37
0.6230 0.7953 0.8364 0.7113 9.992592e-07 38
0.6095 0.7741 0.8233 0.7113 9.992202e-07 39
0.6193 0.7718 0.8206 0.7113 9.991802e-07 40
0.6008 0.7859 0.8260 0.7254 9.991393e-07 41
0.5967 0.7859 0.8199 0.7254 9.990973e-07 42
0.5883 0.7835 0.8189 0.7183 9.990544e-07 43
0.5751 0.8071 0.8279 0.7324 9.990104e-07 44
0.5709 0.8000 0.8204 0.7324 9.989654e-07 45
0.5697 0.8047 0.8229 0.7254 9.989195e-07 46
0.5580 0.8094 0.8152 0.7254 9.988726e-07 47
0.5595 0.8071 0.8275 0.7324 9.988246e-07 48
0.5486 0.7929 0.8168 0.7324 9.987757e-07 49
0.5400 0.8094 0.8239 0.7254 9.987258e-07 50
0.5352 0.8071 0.8190 0.7183 9.986749e-07 51
0.5141 0.8235 0.8171 0.7183 9.986229e-07 52
0.5324 0.8024 0.8191 0.7183 9.985699e-07 53
0.5123 0.8024 0.8279 0.7254 9.98516e-07 54
0.5151 0.8165 0.8213 0.7113 9.984611e-07 55
0.4986 0.8118 0.8176 0.7183 9.984052e-07 56
0.4925 0.8259 0.8208 0.7113 9.983482e-07 57
0.4848 0.8188 0.8182 0.7042 9.982904e-07 58
0.4952 0.8282 0.8214 0.7113 9.982315e-07 59
0.4837 0.8329 0.8192 0.7113 9.981716e-07 60
0.4513 0.8518 0.8224 0.7183 9.981106e-07 61
0.4628 0.8376 0.8227 0.7183 9.980488e-07 62
0.4633 0.8447 0.8246 0.7183 9.979859e-07 63
0.4472 0.8447 0.8256 0.7113 9.97922e-07 64
0.4529 0.8306 0.8285 0.7183 9.978571e-07 65
0.4579 0.8329 0.8331 0.7042 9.977913e-07 66
0.4326 0.8376 0.8278 0.7113 9.977244e-07 67
0.4255 0.8447 0.8265 0.7113 9.976566e-07 68
0.4322 0.8494 0.8293 0.7042 9.975878e-07 69
0.4189 0.8424 0.8382 0.7042 9.97518e-07 70
0.4236 0.8494 0.8302 0.7113 9.974472e-07 71
0.4025 0.8494 0.8364 0.7042 9.973753e-07 72
0.4225 0.8659 0.8370 0.7113 9.973025e-07 73
0.4027 0.8541 0.8377 0.7042 9.972288e-07 74
0.4090 0.8588 0.8381 0.7113 9.97154e-07 75
0.3887 0.8682 0.8378 0.7042 9.970781e-07 76
0.4022 0.8706 0.8406 0.7042 9.970014e-07 77
0.3867 0.8682 0.8457 0.7113 9.969236e-07 78
0.3689 0.8706 0.8460 0.7113 9.968448e-07 79
0.3728 0.8729 0.8527 0.7042 9.967652e-07 80
0.3754 0.8706 0.8525 0.7042 9.966844e-07 81
0.3580 0.8871 0.8531 0.7113 9.966027e-07 82
0.3718 0.8659 0.8593 0.7042 9.965199e-07 83
0.3535 0.8800 0.8593 0.7324 9.964363e-07 84
0.3342 0.8824 0.8704 0.6972 9.963516e-07 85
0.3341 0.8918 0.8630 0.7324 9.962658e-07 86
0.3371 0.8776 0.8698 0.7042 9.961792e-07 87
0.3338 0.8847 0.8689 0.7042 9.960916e-07 88
0.3295 0.8776 0.8753 0.6972 9.960029e-07 89
0.3259 0.8847 0.8696 0.7183 9.959133e-07 90
0.3290 0.8776 0.8726 0.7183 9.958227e-07 91
0.3117 0.8988 0.8798 0.7324 9.95731e-07 92
0.3075 0.8965 0.8836 0.7254 9.956385e-07 93
0.2905 0.9129 0.8868 0.7183 9.95545e-07 94
0.2979 0.9153 0.8888 0.7183 9.954504e-07 95
0.3031 0.8800 0.8956 0.7324 9.953548e-07 96
0.2883 0.9035 0.8984 0.7042 9.952582e-07 97
0.2835 0.9106 0.8969 0.7254 9.951607e-07 98
0.2803 0.9059 0.8998 0.7254 9.950621e-07 99
0.2812 0.9176 0.9034 0.7254 9.949626e-07 100
0.2714 0.9153 0.9028 0.7183 9.948621e-07 101
0.2905 0.9059 0.9144 0.7254 9.947606e-07 102
0.2631 0.9224 0.9143 0.6972 9.946582e-07 103
0.2679 0.9176 0.9180 0.7254 9.945547e-07 104
0.2583 0.9224 0.9206 0.7042 9.944504e-07 105
0.2613 0.9200 0.9286 0.7254 9.94345e-07 106
0.2669 0.9012 0.9237 0.7254 9.942386e-07 107
0.2571 0.9153 0.9351 0.7254 9.941313e-07 108
0.2570 0.9106 0.9306 0.7324 9.940229e-07 109
0.2344 0.9200 0.9396 0.7183 9.939135e-07 110
0.2359 0.9271 0.9369 0.7394 9.938033e-07 111
0.2395 0.9271 0.9522 0.7042 9.93692e-07 112
0.2408 0.9247 0.9509 0.7183 9.935796e-07 113
0.2330 0.9294 0.9561 0.7042 9.934664e-07 114
0.2247 0.9271 0.9539 0.7183 9.933522e-07 115
0.2192 0.9318 0.9705 0.7042 9.93237e-07 116
0.2173 0.9341 0.9621 0.7254 9.931208e-07 117
0.2138 0.9200 0.9679 0.7183 9.930036e-07 118
0.2239 0.9176 0.9733 0.6972 9.928855e-07 119
0.2188 0.9341 0.9838 0.7042 9.927663e-07 120
0.2116 0.9341 0.9764 0.7324 9.926462e-07 121
0.2061 0.9200 0.9840 0.7183 9.925251e-07 122
0.2061 0.9435 0.9798 0.7254 9.92403e-07 123
0.2049 0.9388 1.0056 0.7042 9.9228e-07 124
0.1947 0.9459 0.9898 0.7254 9.92156e-07 125
0.1990 0.9365 0.9935 0.6972 9.92031e-07 126
0.1945 0.9506 0.9997 0.7113 9.91905e-07 127
0.1955 0.9365 0.9972 0.7254 9.91778e-07 128
0.1845 0.9459 1.0044 0.7254 9.916502e-07 129
0.1722 0.9388 1.0057 0.7183 9.915212e-07 130
0.1693 0.9576 1.0118 0.7113 9.913914e-07 131
0.1837 0.9318 1.0126 0.7113 9.912605e-07 132
0.1894 0.9412 1.0254 0.6972 9.911287e-07 133
0.1702 0.9506 1.0156 0.7254 9.909959e-07 134
0.1697 0.9576 1.0184 0.7183 9.908621e-07 135
0.1694 0.9459 1.0179 0.7394 9.907274e-07 136
0.1587 0.9553 1.0255 0.7183 9.905916e-07 137
0.1590 0.9576 1.0308 0.7324 9.90455e-07 138
0.1670 0.9576 1.0376 0.7254 9.903173e-07 139
0.1606 0.9482 1.0405 0.7254 9.901787e-07 140
0.1605 0.9576 1.0468 0.7324 9.900391e-07 141
0.1476 0.9624 1.0470 0.7183 9.898986e-07 142
0.1493 0.9553 1.0530 0.7183 9.89757e-07 143
0.1292 0.9718 1.0573 0.7183 9.896146e-07 144
0.1393 0.9694 1.0655 0.7183 9.894711e-07 145
0.1458 0.9529 1.0627 0.7324 9.893266e-07 146
0.1319 0.9694 1.0809 0.7042 9.891812e-07 147
0.1358 0.9624 1.0716 0.7254 9.890348e-07 148
0.1514 0.9624 1.0863 0.7113 9.888875e-07 149
0.1384 0.9624 1.0777 0.7324 9.887391e-07 150
0.1286 0.9694 1.0907 0.7113 9.885898e-07 151
0.1316 0.9694 1.0914 0.7183 9.884395e-07 152
0.1310 0.9671 1.0933 0.7183 9.882883e-07 153
0.1331 0.9647 1.0940 0.7254 9.881361e-07 154
0.1225 0.9718 1.0998 0.7183 9.87983e-07 155
0.1176 0.9718 1.1027 0.7183 9.878289e-07 156
0.1205 0.9671 1.1042 0.7183 9.876738e-07 157
0.1295 0.9647 1.1100 0.7183 9.875179e-07 158
0.1097 0.9718 1.1243 0.7183 9.873609e-07 159
0.1072 0.9812 1.1196 0.7183 9.87203e-07 160
0.1063 0.9788 1.1262 0.7254 9.87044e-07 161
0.1208 0.9647 1.1248 0.7042 9.868842e-07 162
0.1120 0.9694 1.1296 0.7183 9.867233e-07 163
0.1123 0.9694 1.1367 0.7183 9.865615e-07 164
0.0972 0.9882 1.1382 0.7183 9.863987e-07 165
0.1175 0.9647 1.1515 0.7254 9.86235e-07 166
0.1136 0.9741 1.1551 0.7183 9.860704e-07 167
0.0929 0.9859 1.1558 0.7183 9.859048e-07 168
0.0895 0.9812 1.1637 0.7183 9.857382e-07 169
0.1013 0.9718 1.1599 0.7183 9.855706e-07 170
0.1026 0.9718 1.1607 0.7183 9.854022e-07 171
0.0983 0.9788 1.1601 0.7254 9.852326e-07 172
0.0809 0.9882 1.1673 0.7183 9.850622e-07 173
0.0923 0.9765 1.1763 0.7254 9.848909e-07 174
0.0840 0.9835 1.1775 0.7254 9.847186e-07 175
0.0887 0.9812 1.1881 0.7254 9.845453e-07 176
0.0922 0.9718 1.1893 0.7254 9.84371e-07 177
0.0794 0.9882 1.1944 0.7254 9.841958e-07 178
0.0826 0.9835 1.2019 0.7113 9.840197e-07 179
0.0725 0.9929 1.1993 0.7254 9.838426e-07 180
0.0727 0.9929 1.2000 0.7113 9.836646e-07 181
0.0759 0.9859 1.2061 0.7254 9.834856e-07 182
0.0945 0.9788 1.2160 0.7113 9.833057e-07 183
0.0796 0.9812 1.2021 0.7254 9.831248e-07 184
0.0792 0.9835 1.2152 0.7183 9.829429e-07 185
0.0803 0.9859 1.2169 0.7183 9.827601e-07 186
0.0835 0.9812 1.2237 0.7183 9.825764e-07 187
0.0680 0.9859 1.2224 0.7113 9.823916e-07 188
0.0898 0.9812 1.2188 0.7183 9.82206e-07 189
0.0780 0.9788 1.2196 0.7113 9.820194e-07 190
0.0759 0.9835 1.2473 0.6901 9.818318e-07 191
0.0915 0.9694 1.2324 0.7042 9.816433e-07 192
0.0767 0.9859 1.2285 0.7042 9.814539e-07 193
0.0663 0.9906 1.2300 0.7113 9.812636e-07 194
0.0795 0.9835 1.2481 0.7042 9.810723e-07 195
0.0686 0.9882 1.2451 0.7042 9.8088e-07 196
0.0702 0.9835 1.2363 0.7113 9.806869e-07 197
0.0751 0.9812 1.2419 0.7113 9.804927e-07 198
0.0680 0.9859 1.2398 0.7113 9.802976e-07 199
0.0543 0.9882 1.2477 0.7042 9.801016e-07 200
0.0666 0.9835 1.2703 0.6972 9.799047e-07 201
0.0704 0.9859 1.2476 0.7042 9.797068e-07 202
0.0634 0.9859 1.2609 0.7042 9.79508e-07 203
0.0650 0.9882 1.2557 0.7113 9.793082e-07 204
0.0533 0.9976 1.2743 0.7113 9.791074e-07 205
0.0585 0.9882 1.2753 0.7113 9.789057e-07 206
0.0596 0.9929 1.2881 0.7042 9.787032e-07 207
0.0593 0.9953 1.2948 0.7042 9.784997e-07 208
0.0625 0.9859 1.2883 0.7042 9.782952e-07 209
0.0556 0.9929 1.2802 0.7113 9.780898e-07 210
0.0615 0.9812 1.2972 0.7113 9.778835e-07 211
0.0621 0.9859 1.3030 0.6972 9.776762e-07 212
0.0559 0.9882 1.2857 0.7183 9.774681e-07 213
0.0635 0.9859 1.3151 0.7042 9.772589e-07 214
0.0544 0.9882 1.2969 0.7113 9.770488e-07 215
0.0477 0.9976 1.2981 0.7113 9.768378e-07 216
0.0554 0.9882 1.3156 0.7113 9.766259e-07 217
0.0548 0.9906 1.3094 0.7113 9.76413e-07 218
0.0470 0.9976 1.3185 0.7042 9.761993e-07 219
0.0489 0.9953 1.3197 0.7042 9.759846e-07 220
0.0436 0.9976 1.3024 0.7113 9.757689e-07 221
0.0456 0.9953 1.3061 0.7113 9.755523e-07 222
0.0417 0.9976 1.3189 0.7042 9.753348e-07 223
0.0416 0.9953 1.3220 0.7042 9.751164e-07 224
0.0369 1.0 1.3211 0.7113 9.748971e-07 225
0.0570 0.9859 1.3274 0.7042 9.746768e-07 226
0.0416 0.9929 1.3409 0.6901 9.744556e-07 227
0.0314 1.0 1.3376 0.7042 9.742334e-07 228
0.0421 0.9929 1.3242 0.7183 9.740104e-07 229
0.0398 0.9976 1.3331 0.7042 9.737864e-07 230
0.0483 0.9882 1.3431 0.7042 9.735616e-07 231
0.0356 0.9953 1.3526 0.7042 9.733358e-07 232
0.0392 0.9953 1.3500 0.7042 9.731091e-07 233
0.0413 0.9953 1.3659 0.6972 9.728815e-07 234
0.0371 0.9929 1.3473 0.7042 9.726529e-07 235
0.0383 0.9929 1.3689 0.6972 9.724233e-07 236
0.0452 0.9953 1.3552 0.7042 9.721929e-07 237
0.0408 0.9953 1.3430 0.7113 9.719615e-07 238
0.0507 0.9906 1.3656 0.7042 9.717293e-07 239
0.0437 0.9953 1.3735 0.6972 9.714961e-07 240
0.0368 0.9929 1.3713 0.7113 9.71262e-07 241
0.0381 0.9976 1.3793 0.6972 9.71027e-07 242
0.0369 0.9953 1.3835 0.7113 9.707911e-07 243
0.0343 0.9976 1.3778 0.7183 9.705543e-07 244
0.0321 0.9929 1.3790 0.7113 9.703166e-07 245
0.0367 0.9953 1.3830 0.7113 9.70078e-07 246
0.0302 0.9953 1.3828 0.7113 9.698384e-07 247
0.0333 0.9929 1.3821 0.7113 9.69598e-07 248
0.0386 0.9929 1.3962 0.7113 9.693566e-07 249
0.0335 0.9929 1.4009 0.7113 9.691144e-07 250
0.0481 0.9835 1.3924 0.7113 9.688712e-07 251
0.0361 0.9953 1.3923 0.7113 9.686271e-07 252
0.0343 0.9906 1.4150 0.6972 9.683821e-07 253
0.0429 0.9906 1.3859 0.7254 9.681362e-07 254
0.0353 0.9906 1.4019 0.7113 9.678894e-07 255
0.0317 0.9929 1.4072 0.7113 9.676417e-07 256
0.0231 1.0 1.4038 0.7113 9.67393e-07 257
0.0240 1.0 1.4172 0.7183 9.671435e-07 258
0.0358 0.9882 1.4316 0.7042 9.66893e-07 259
0.0381 0.9906 1.4047 0.7254 9.666417e-07 260
0.0311 0.9929 1.4056 0.7113 9.663894e-07 261
0.0274 0.9976 1.4240 0.7113 9.661362e-07 262
0.0305 0.9976 1.4322 0.7113 9.658822e-07 263
0.0322 0.9929 1.4127 0.7183 9.656274e-07 264
0.0213 0.9976 1.4092 0.7254 9.653716e-07 265

Framework versions