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ht-stmini-cls-v6_ftis_noPretrain-msm-pos

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README.md CHANGED
@@ -16,9 +16,9 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 2.6093
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- - Accuracy: 0.9105
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- - Macro F1: 0.7667
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  ## Model description
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@@ -50,162 +50,160 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Accuracy | Macro F1 |
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  |:-------------:|:--------:|:-----:|:---------------:|:--------:|:--------:|
53
- | 75.2603 | 0.0013 | 174 | 82.6528 | 0.0677 | 0.0292 |
54
- | 45.2361 | 1.0013 | 348 | 98.7323 | 0.1069 | 0.0396 |
55
- | 28.5801 | 2.0013 | 522 | 99.2570 | 0.2912 | 0.0692 |
56
- | 20.4022 | 3.0013 | 696 | 80.4975 | 0.3979 | 0.0800 |
57
- | 13.1931 | 4.0013 | 870 | 74.1763 | 0.4525 | 0.1056 |
58
- | 8.2908 | 5.0013 | 1044 | 72.5996 | 0.5100 | 0.1255 |
59
- | 5.7198 | 6.0012 | 1218 | 50.8677 | 0.5379 | 0.1312 |
60
- | 4.8925 | 7.0012 | 1392 | 53.5426 | 0.5613 | 0.1367 |
61
- | 4.1701 | 8.0012 | 1566 | 38.1837 | 0.5700 | 0.1368 |
62
- | 3.8536 | 9.0012 | 1740 | 31.5866 | 0.5925 | 0.1462 |
63
- | 3.5887 | 10.0012 | 1914 | 22.7752 | 0.5999 | 0.1510 |
64
- | 3.3238 | 11.0012 | 2088 | 19.7876 | 0.6006 | 0.1541 |
65
- | 3.185 | 12.0012 | 2262 | 15.7283 | 0.6060 | 0.1548 |
66
- | 3.2136 | 13.0012 | 2436 | 12.9876 | 0.6012 | 0.1618 |
67
- | 2.951 | 14.0012 | 2610 | 11.7802 | 0.6242 | 0.1632 |
68
- | 2.9592 | 15.0012 | 2784 | 10.4675 | 0.6244 | 0.1584 |
69
- | 2.759 | 16.0012 | 2958 | 8.9851 | 0.6199 | 0.1640 |
70
- | 2.6892 | 17.0012 | 3132 | 8.3676 | 0.5743 | 0.1596 |
71
- | 2.714 | 18.0012 | 3306 | 7.7211 | 0.6370 | 0.1805 |
72
- | 2.6502 | 19.0012 | 3480 | 7.1550 | 0.6331 | 0.1762 |
73
- | 2.5273 | 20.0011 | 3654 | 6.6970 | 0.6571 | 0.2045 |
74
- | 2.4288 | 21.0011 | 3828 | 6.1293 | 0.6377 | 0.2191 |
75
- | 2.4037 | 22.0011 | 4002 | 5.6565 | 0.6543 | 0.2191 |
76
- | 2.3739 | 23.0011 | 4176 | 5.2133 | 0.6771 | 0.2388 |
77
- | 2.2177 | 24.0011 | 4350 | 4.6704 | 0.6386 | 0.2420 |
78
- | 2.1282 | 25.0011 | 4524 | 4.8865 | 0.6728 | 0.2554 |
79
- | 1.9925 | 26.0011 | 4698 | 4.0354 | 0.7199 | 0.2987 |
80
- | 1.9449 | 27.0011 | 4872 | 4.3479 | 0.7260 | 0.3169 |
81
- | 1.8109 | 28.0011 | 5046 | 4.3502 | 0.7232 | 0.3130 |
82
- | 1.7653 | 29.0011 | 5220 | 3.9373 | 0.7319 | 0.3564 |
83
- | 1.6954 | 30.0011 | 5394 | 3.8869 | 0.7354 | 0.3425 |
84
- | 1.6546 | 31.0011 | 5568 | 3.8317 | 0.7542 | 0.3796 |
85
- | 1.5645 | 32.0011 | 5742 | 3.6349 | 0.7531 | 0.3900 |
86
- | 1.4233 | 33.0010 | 5916 | 4.0809 | 0.7687 | 0.4220 |
87
- | 1.3711 | 34.0010 | 6090 | 3.9708 | 0.7685 | 0.4136 |
88
- | 1.3536 | 35.0010 | 6264 | 3.3166 | 0.7793 | 0.4516 |
89
- | 1.2842 | 36.0010 | 6438 | 4.0544 | 0.7730 | 0.4089 |
90
- | 1.1955 | 37.0010 | 6612 | 4.2712 | 0.7833 | 0.4585 |
91
- | 1.2303 | 38.0010 | 6786 | 3.7976 | 0.7865 | 0.4792 |
92
- | 1.1236 | 39.0010 | 6960 | 3.6480 | 0.8020 | 0.4930 |
93
- | 0.985 | 40.0010 | 7134 | 3.5914 | 0.8078 | 0.4946 |
94
- | 0.9314 | 41.0010 | 7308 | 4.0045 | 0.8101 | 0.5176 |
95
- | 0.872 | 42.0010 | 7482 | 3.9282 | 0.8230 | 0.5308 |
96
- | 0.829 | 43.0010 | 7656 | 4.4537 | 0.8314 | 0.5515 |
97
- | 0.7659 | 44.0010 | 7830 | 3.8840 | 0.8330 | 0.5489 |
98
- | 0.7702 | 45.0010 | 8004 | 3.9707 | 0.8402 | 0.5444 |
99
- | 0.7176 | 46.0010 | 8178 | 4.3053 | 0.8409 | 0.5615 |
100
- | 0.6501 | 47.0009 | 8352 | 3.8825 | 0.8512 | 0.5765 |
101
- | 0.5934 | 48.0009 | 8526 | 4.3140 | 0.8522 | 0.5836 |
102
- | 0.5803 | 49.0009 | 8700 | 3.8892 | 0.8518 | 0.5939 |
103
- | 0.57 | 50.0009 | 8874 | 4.0285 | 0.8498 | 0.5787 |
104
- | 0.5901 | 51.0009 | 9048 | 4.5173 | 0.8551 | 0.5824 |
105
- | 0.5335 | 52.0009 | 9222 | 4.3036 | 0.8636 | 0.6055 |
106
- | 0.4703 | 53.0009 | 9396 | 4.1800 | 0.8564 | 0.6031 |
107
- | 0.4836 | 54.0009 | 9570 | 4.1669 | 0.8675 | 0.6185 |
108
- | 0.4621 | 55.0009 | 9744 | 5.0661 | 0.8628 | 0.6154 |
109
- | 0.4127 | 56.0009 | 9918 | 4.8844 | 0.8631 | 0.6149 |
110
- | 0.3833 | 57.0009 | 10092 | 4.7826 | 0.8712 | 0.6200 |
111
- | 0.4091 | 58.0009 | 10266 | 4.5449 | 0.8736 | 0.6358 |
112
- | 0.3885 | 59.0009 | 10440 | 5.0833 | 0.8714 | 0.6294 |
113
- | 0.3673 | 60.0008 | 10614 | 4.8933 | 0.8683 | 0.6295 |
114
- | 0.3436 | 61.0008 | 10788 | 5.0857 | 0.8772 | 0.6319 |
115
- | 0.3595 | 62.0008 | 10962 | 5.4096 | 0.8778 | 0.6472 |
116
- | 0.3397 | 63.0008 | 11136 | 5.1595 | 0.8729 | 0.6333 |
117
- | 0.3073 | 64.0008 | 11310 | 4.6216 | 0.8770 | 0.6468 |
118
- | 0.297 | 65.0008 | 11484 | 4.9289 | 0.8804 | 0.6551 |
119
- | 0.2792 | 66.0008 | 11658 | 5.1199 | 0.8788 | 0.6525 |
120
- | 0.2673 | 67.0008 | 11832 | 4.6677 | 0.8855 | 0.6581 |
121
- | 0.2592 | 68.0008 | 12006 | 5.0958 | 0.8812 | 0.6613 |
122
- | 0.2632 | 69.0008 | 12180 | 4.7814 | 0.8793 | 0.6696 |
123
- | 0.2332 | 70.0008 | 12354 | 4.8025 | 0.8838 | 0.6632 |
124
- | 0.2311 | 71.0008 | 12528 | 4.2490 | 0.8867 | 0.6759 |
125
- | 0.2519 | 72.0008 | 12702 | 4.5336 | 0.8834 | 0.6677 |
126
- | 0.2197 | 73.0007 | 12876 | 4.4599 | 0.8863 | 0.6773 |
127
- | 0.2231 | 74.0007 | 13050 | 4.2366 | 0.8851 | 0.6859 |
128
- | 0.2048 | 75.0007 | 13224 | 4.2431 | 0.8879 | 0.6834 |
129
- | 0.2072 | 76.0007 | 13398 | 3.9966 | 0.8891 | 0.6852 |
130
- | 0.1904 | 77.0007 | 13572 | 4.0425 | 0.8869 | 0.6877 |
131
- | 0.1801 | 78.0007 | 13746 | 3.4909 | 0.8864 | 0.6803 |
132
- | 0.1701 | 79.0007 | 13920 | 3.7384 | 0.8943 | 0.6863 |
133
- | 0.1905 | 80.0007 | 14094 | 3.5250 | 0.8896 | 0.6877 |
134
- | 0.1676 | 81.0007 | 14268 | 3.2716 | 0.8892 | 0.6941 |
135
- | 0.158 | 82.0007 | 14442 | 3.4004 | 0.8921 | 0.6988 |
136
- | 0.1473 | 83.0007 | 14616 | 3.3995 | 0.8937 | 0.7042 |
137
- | 0.1552 | 84.0007 | 14790 | 3.0094 | 0.8953 | 0.7038 |
138
- | 0.1437 | 85.0007 | 14964 | 3.6923 | 0.8945 | 0.7045 |
139
- | 0.1403 | 86.0007 | 15138 | 2.8550 | 0.8962 | 0.7016 |
140
- | 0.1487 | 87.0006 | 15312 | 3.2488 | 0.8886 | 0.6984 |
141
- | 0.1234 | 88.0006 | 15486 | 3.1374 | 0.9011 | 0.7167 |
142
- | 0.1244 | 89.0006 | 15660 | 3.4299 | 0.8917 | 0.7096 |
143
- | 0.1312 | 90.0006 | 15834 | 3.3333 | 0.8944 | 0.7136 |
144
- | 0.1209 | 91.0006 | 16008 | 3.3084 | 0.8935 | 0.7113 |
145
- | 0.1238 | 92.0006 | 16182 | 3.1446 | 0.8929 | 0.7121 |
146
- | 0.1183 | 93.0006 | 16356 | 3.1387 | 0.9008 | 0.7175 |
147
- | 0.1101 | 94.0006 | 16530 | 2.7948 | 0.9040 | 0.7287 |
148
- | 0.1109 | 95.0006 | 16704 | 2.8497 | 0.9003 | 0.7311 |
149
- | 0.1096 | 96.0006 | 16878 | 3.0141 | 0.9029 | 0.7316 |
150
- | 0.1127 | 97.0006 | 17052 | 3.0206 | 0.8989 | 0.7238 |
151
- | 0.0937 | 98.0006 | 17226 | 2.6860 | 0.9040 | 0.7310 |
152
- | 0.0938 | 99.0006 | 17400 | 2.6800 | 0.9023 | 0.7240 |
153
- | 0.0969 | 100.0005 | 17574 | 2.3175 | 0.9011 | 0.7181 |
154
- | 0.1141 | 101.0005 | 17748 | 2.8831 | 0.9004 | 0.7205 |
155
- | 0.0933 | 102.0005 | 17922 | 2.4479 | 0.9067 | 0.7350 |
156
- | 0.0855 | 103.0005 | 18096 | 2.6133 | 0.8995 | 0.7246 |
157
- | 0.0873 | 104.0005 | 18270 | 2.8303 | 0.8999 | 0.7309 |
158
- | 0.0885 | 105.0005 | 18444 | 2.6178 | 0.8981 | 0.7307 |
159
- | 0.0817 | 106.0005 | 18618 | 2.7427 | 0.9048 | 0.7338 |
160
- | 0.0901 | 107.0005 | 18792 | 2.4977 | 0.9004 | 0.7329 |
161
- | 0.0828 | 108.0005 | 18966 | 2.5934 | 0.9051 | 0.7344 |
162
- | 0.0839 | 109.0005 | 19140 | 2.5835 | 0.9035 | 0.7409 |
163
- | 0.0752 | 110.0005 | 19314 | 2.5139 | 0.9016 | 0.7350 |
164
- | 0.0779 | 111.0005 | 19488 | 2.7979 | 0.9022 | 0.7359 |
165
- | 0.0735 | 112.0005 | 19662 | 2.5842 | 0.9005 | 0.7370 |
166
- | 0.0676 | 113.0005 | 19836 | 2.1930 | 0.9092 | 0.7410 |
167
- | 0.0692 | 114.0004 | 20010 | 2.6667 | 0.9063 | 0.7438 |
168
- | 0.0731 | 115.0004 | 20184 | 2.4151 | 0.9052 | 0.7452 |
169
- | 0.0683 | 116.0004 | 20358 | 2.5647 | 0.9003 | 0.7357 |
170
- | 0.0721 | 117.0004 | 20532 | 2.4017 | 0.9041 | 0.7476 |
171
- | 0.0841 | 118.0004 | 20706 | 2.5033 | 0.9057 | 0.7428 |
172
- | 0.0661 | 119.0004 | 20880 | 2.4490 | 0.9055 | 0.7442 |
173
- | 0.0722 | 120.0004 | 21054 | 2.4416 | 0.9012 | 0.7398 |
174
- | 0.0594 | 121.0004 | 21228 | 2.4087 | 0.9059 | 0.7478 |
175
- | 0.0671 | 122.0004 | 21402 | 2.2733 | 0.9068 | 0.7402 |
176
- | 0.0647 | 123.0004 | 21576 | 2.3748 | 0.9068 | 0.7481 |
177
- | 0.0599 | 124.0004 | 21750 | 2.4370 | 0.9110 | 0.7578 |
178
- | 0.0592 | 125.0004 | 21924 | 2.6410 | 0.9075 | 0.7514 |
179
- | 0.0589 | 126.0004 | 22098 | 2.3572 | 0.9096 | 0.7422 |
180
- | 0.0579 | 127.0003 | 22272 | 2.4145 | 0.9062 | 0.7459 |
181
- | 0.0563 | 128.0003 | 22446 | 2.7808 | 0.9039 | 0.7470 |
182
- | 0.0567 | 129.0003 | 22620 | 2.4582 | 0.9072 | 0.7499 |
183
- | 0.0594 | 130.0003 | 22794 | 2.5181 | 0.9036 | 0.7475 |
184
- | 0.0536 | 131.0003 | 22968 | 2.5589 | 0.9075 | 0.7500 |
185
- | 0.0497 | 132.0003 | 23142 | 2.5343 | 0.9103 | 0.7563 |
186
- | 0.0537 | 133.0003 | 23316 | 2.5398 | 0.9064 | 0.7482 |
187
- | 0.0532 | 134.0003 | 23490 | 2.7706 | 0.9057 | 0.7501 |
188
- | 0.0511 | 135.0003 | 23664 | 2.6705 | 0.9105 | 0.7667 |
189
- | 0.0516 | 136.0003 | 23838 | 2.8604 | 0.9043 | 0.7473 |
190
- | 0.0552 | 137.0003 | 24012 | 2.6830 | 0.9066 | 0.7522 |
191
- | 0.0578 | 138.0003 | 24186 | 2.9949 | 0.9049 | 0.7511 |
192
- | 0.0454 | 139.0003 | 24360 | 2.8202 | 0.9084 | 0.7526 |
193
- | 0.0503 | 140.0003 | 24534 | 2.9454 | 0.9067 | 0.7499 |
194
- | 0.0503 | 141.0002 | 24708 | 2.5759 | 0.9068 | 0.7537 |
195
- | 0.0439 | 142.0002 | 24882 | 2.3476 | 0.9088 | 0.7640 |
196
- | 0.0442 | 143.0002 | 25056 | 2.4482 | 0.9087 | 0.7538 |
197
- | 0.0547 | 144.0002 | 25230 | 2.5497 | 0.9099 | 0.7649 |
198
- | 0.0469 | 145.0002 | 25404 | 2.6652 | 0.9078 | 0.7555 |
199
- | 0.0539 | 146.0002 | 25578 | 2.6565 | 0.9084 | 0.7591 |
200
- | 0.0408 | 147.0002 | 25752 | 2.7857 | 0.9024 | 0.7487 |
201
- | 0.0437 | 148.0002 | 25926 | 2.8640 | 0.9079 | 0.7526 |
202
- | 0.0406 | 149.0002 | 26100 | 2.6219 | 0.9072 | 0.7582 |
203
- | 0.0419 | 150.0002 | 26274 | 2.7599 | 0.9068 | 0.7528 |
204
- | 0.0427 | 151.0002 | 26448 | 2.6148 | 0.9091 | 0.7590 |
205
- | 0.0404 | 152.0002 | 26622 | 2.7172 | 0.9113 | 0.7640 |
206
- | 0.0428 | 153.0002 | 26796 | 2.8506 | 0.9066 | 0.7516 |
207
- | 0.0415 | 154.0001 | 26970 | 2.6466 | 0.9052 | 0.7496 |
208
- | 0.0383 | 155.0001 | 27144 | 2.9242 | 0.9095 | 0.7603 |
209
 
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211
  ### Framework versions
 
16
 
17
  This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
18
  It achieves the following results on the evaluation set:
19
+ - Loss: 1.0792
20
+ - Accuracy: 0.9215
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+ - Macro F1: 0.7856
22
 
23
  ## Model description
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50
 
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  | Training Loss | Epoch | Step | Validation Loss | Accuracy | Macro F1 |
52
  |:-------------:|:--------:|:-----:|:---------------:|:--------:|:--------:|
53
+ | 30.7026 | 0.0013 | 174 | 53.0359 | 0.0701 | 0.0301 |
54
+ | 13.3168 | 1.0013 | 348 | 114.2384 | 0.3493 | 0.0816 |
55
+ | 7.1074 | 2.0013 | 522 | 184.1826 | 0.5067 | 0.1269 |
56
+ | 6.2899 | 3.0013 | 696 | 170.7892 | 0.5493 | 0.1363 |
57
+ | 5.429 | 4.0013 | 870 | 149.5437 | 0.5638 | 0.1398 |
58
+ | 4.8782 | 5.0013 | 1044 | 104.9163 | 0.5816 | 0.1448 |
59
+ | 4.0702 | 6.0012 | 1218 | 61.1026 | 0.5730 | 0.1455 |
60
+ | 3.6116 | 7.0012 | 1392 | 50.7110 | 0.5986 | 0.1553 |
61
+ | 3.1596 | 8.0012 | 1566 | 37.9209 | 0.6163 | 0.1576 |
62
+ | 2.9326 | 9.0012 | 1740 | 26.4895 | 0.6299 | 0.1700 |
63
+ | 2.7907 | 10.0012 | 1914 | 21.9770 | 0.6252 | 0.1715 |
64
+ | 2.6377 | 11.0012 | 2088 | 18.1595 | 0.6336 | 0.1910 |
65
+ | 2.5436 | 12.0012 | 2262 | 15.4035 | 0.6297 | 0.1963 |
66
+ | 2.5652 | 13.0012 | 2436 | 13.0654 | 0.6475 | 0.2099 |
67
+ | 2.3927 | 14.0012 | 2610 | 12.6810 | 0.6621 | 0.2371 |
68
+ | 2.3511 | 15.0012 | 2784 | 12.2593 | 0.6660 | 0.2444 |
69
+ | 2.2106 | 16.0012 | 2958 | 10.0168 | 0.6696 | 0.2605 |
70
+ | 2.1122 | 17.0012 | 3132 | 9.7692 | 0.6670 | 0.2724 |
71
+ | 2.0994 | 18.0012 | 3306 | 10.1993 | 0.6925 | 0.3151 |
72
+ | 2.047 | 19.0012 | 3480 | 8.8602 | 0.6989 | 0.2893 |
73
+ | 1.8971 | 20.0011 | 3654 | 9.6781 | 0.7090 | 0.3246 |
74
+ | 1.7991 | 21.0011 | 3828 | 8.5894 | 0.7237 | 0.3538 |
75
+ | 1.7553 | 22.0011 | 4002 | 9.3969 | 0.7363 | 0.3710 |
76
+ | 1.7591 | 23.0011 | 4176 | 7.9164 | 0.7405 | 0.3913 |
77
+ | 1.6045 | 24.0011 | 4350 | 7.3745 | 0.7387 | 0.4003 |
78
+ | 1.578 | 25.0011 | 4524 | 8.8691 | 0.7424 | 0.3921 |
79
+ | 1.4329 | 26.0011 | 4698 | 9.3178 | 0.7609 | 0.4269 |
80
+ | 1.3972 | 27.0011 | 4872 | 9.0777 | 0.7685 | 0.4370 |
81
+ | 1.2672 | 28.0011 | 5046 | 7.5701 | 0.7665 | 0.4510 |
82
+ | 1.2847 | 29.0011 | 5220 | 7.1190 | 0.7739 | 0.4663 |
83
+ | 1.2516 | 30.0011 | 5394 | 7.7489 | 0.7737 | 0.4485 |
84
+ | 1.2227 | 31.0011 | 5568 | 8.2549 | 0.7839 | 0.4662 |
85
+ | 1.1392 | 32.0011 | 5742 | 8.0929 | 0.7855 | 0.4848 |
86
+ | 1.0385 | 33.0010 | 5916 | 11.6833 | 0.7755 | 0.4629 |
87
+ | 1.0028 | 34.0010 | 6090 | 9.3064 | 0.7878 | 0.4986 |
88
+ | 1.043 | 35.0010 | 6264 | 11.5720 | 0.7946 | 0.5027 |
89
+ | 0.979 | 36.0010 | 6438 | 10.2560 | 0.7948 | 0.4907 |
90
+ | 0.9138 | 37.0010 | 6612 | 11.9265 | 0.8007 | 0.5072 |
91
+ | 0.9419 | 38.0010 | 6786 | 10.6589 | 0.8110 | 0.5288 |
92
+ | 0.8925 | 39.0010 | 6960 | 13.7785 | 0.8043 | 0.5331 |
93
+ | 0.7434 | 40.0010 | 7134 | 9.5213 | 0.8135 | 0.5179 |
94
+ | 0.7123 | 41.0010 | 7308 | 15.0359 | 0.8294 | 0.5615 |
95
+ | 0.7004 | 42.0010 | 7482 | 16.5428 | 0.8464 | 0.5765 |
96
+ | 0.6616 | 43.0010 | 7656 | 18.6558 | 0.8453 | 0.5782 |
97
+ | 0.6361 | 44.0010 | 7830 | 18.9831 | 0.8384 | 0.5759 |
98
+ | 0.5687 | 45.0010 | 8004 | 18.4669 | 0.8389 | 0.5743 |
99
+ | 0.5919 | 46.0010 | 8178 | 19.7344 | 0.8573 | 0.5943 |
100
+ | 0.5168 | 47.0009 | 8352 | 18.0129 | 0.8560 | 0.5985 |
101
+ | 0.4788 | 48.0009 | 8526 | 22.6378 | 0.8554 | 0.6005 |
102
+ | 0.4743 | 49.0009 | 8700 | 17.6276 | 0.8507 | 0.6045 |
103
+ | 0.4413 | 50.0009 | 8874 | 19.3010 | 0.8633 | 0.6067 |
104
+ | 0.467 | 51.0009 | 9048 | 15.4770 | 0.8628 | 0.5971 |
105
+ | 0.4063 | 52.0009 | 9222 | 20.0598 | 0.8665 | 0.6142 |
106
+ | 0.3804 | 53.0009 | 9396 | 19.2125 | 0.8613 | 0.6187 |
107
+ | 0.3679 | 54.0009 | 9570 | 20.8151 | 0.8656 | 0.6244 |
108
+ | 0.3499 | 55.0009 | 9744 | 17.6358 | 0.8664 | 0.6236 |
109
+ | 0.3212 | 56.0009 | 9918 | 17.9925 | 0.8727 | 0.6438 |
110
+ | 0.2874 | 57.0009 | 10092 | 13.5473 | 0.8797 | 0.6454 |
111
+ | 0.3201 | 58.0009 | 10266 | 15.6663 | 0.8774 | 0.6539 |
112
+ | 0.3109 | 59.0009 | 10440 | 17.0826 | 0.8712 | 0.6272 |
113
+ | 0.2888 | 60.0008 | 10614 | 13.6391 | 0.8827 | 0.6590 |
114
+ | 0.2614 | 61.0008 | 10788 | 13.5838 | 0.8816 | 0.6587 |
115
+ | 0.2569 | 62.0008 | 10962 | 11.6622 | 0.8838 | 0.6668 |
116
+ | 0.2485 | 63.0008 | 11136 | 12.1554 | 0.8825 | 0.6613 |
117
+ | 0.2408 | 64.0008 | 11310 | 8.6533 | 0.8816 | 0.6733 |
118
+ | 0.2271 | 65.0008 | 11484 | 10.4841 | 0.8849 | 0.6785 |
119
+ | 0.2112 | 66.0008 | 11658 | 8.8140 | 0.8853 | 0.6785 |
120
+ | 0.2089 | 67.0008 | 11832 | 8.3154 | 0.8890 | 0.6769 |
121
+ | 0.2021 | 68.0008 | 12006 | 8.0686 | 0.8896 | 0.6803 |
122
+ | 0.2022 | 69.0008 | 12180 | 7.6383 | 0.8892 | 0.6851 |
123
+ | 0.1796 | 70.0008 | 12354 | 7.1766 | 0.8853 | 0.6855 |
124
+ | 0.1734 | 71.0008 | 12528 | 5.2828 | 0.8863 | 0.6880 |
125
+ | 0.1883 | 72.0008 | 12702 | 6.3331 | 0.8892 | 0.6850 |
126
+ | 0.1577 | 73.0007 | 12876 | 5.2060 | 0.8881 | 0.6809 |
127
+ | 0.1722 | 74.0007 | 13050 | 5.1878 | 0.8955 | 0.7086 |
128
+ | 0.1546 | 75.0007 | 13224 | 4.3501 | 0.8936 | 0.6975 |
129
+ | 0.1545 | 76.0007 | 13398 | 5.2210 | 0.8910 | 0.6938 |
130
+ | 0.1413 | 77.0007 | 13572 | 3.4221 | 0.9040 | 0.7158 |
131
+ | 0.1386 | 78.0007 | 13746 | 3.5215 | 0.8908 | 0.7046 |
132
+ | 0.1312 | 79.0007 | 13920 | 3.3452 | 0.9005 | 0.7103 |
133
+ | 0.1342 | 80.0007 | 14094 | 3.0481 | 0.8995 | 0.7101 |
134
+ | 0.1215 | 81.0007 | 14268 | 2.7801 | 0.9014 | 0.7145 |
135
+ | 0.1137 | 82.0007 | 14442 | 2.8138 | 0.8979 | 0.7071 |
136
+ | 0.1213 | 83.0007 | 14616 | 2.4074 | 0.8981 | 0.7160 |
137
+ | 0.1179 | 84.0007 | 14790 | 2.3177 | 0.9026 | 0.7137 |
138
+ | 0.106 | 85.0007 | 14964 | 2.5299 | 0.8972 | 0.7148 |
139
+ | 0.1161 | 86.0007 | 15138 | 1.9398 | 0.9008 | 0.7181 |
140
+ | 0.1003 | 87.0006 | 15312 | 1.9359 | 0.9005 | 0.7244 |
141
+ | 0.0998 | 88.0006 | 15486 | 1.8980 | 0.9058 | 0.7241 |
142
+ | 0.0955 | 89.0006 | 15660 | 2.0656 | 0.9031 | 0.7285 |
143
+ | 0.1045 | 90.0006 | 15834 | 1.8558 | 0.9071 | 0.7364 |
144
+ | 0.0962 | 91.0006 | 16008 | 1.8845 | 0.9025 | 0.7256 |
145
+ | 0.096 | 92.0006 | 16182 | 1.7214 | 0.9028 | 0.7367 |
146
+ | 0.0862 | 93.0006 | 16356 | 1.6991 | 0.9016 | 0.7277 |
147
+ | 0.0845 | 94.0006 | 16530 | 1.8148 | 0.9035 | 0.7310 |
148
+ | 0.0795 | 95.0006 | 16704 | 1.6382 | 0.9061 | 0.7355 |
149
+ | 0.0838 | 96.0006 | 16878 | 1.5160 | 0.9072 | 0.7396 |
150
+ | 0.0844 | 97.0006 | 17052 | 1.5174 | 0.9017 | 0.7301 |
151
+ | 0.0762 | 98.0006 | 17226 | 1.4679 | 0.9112 | 0.7400 |
152
+ | 0.0731 | 99.0006 | 17400 | 1.4525 | 0.9084 | 0.7359 |
153
+ | 0.074 | 100.0005 | 17574 | 1.4793 | 0.9056 | 0.7307 |
154
+ | 0.0886 | 101.0005 | 17748 | 1.5900 | 0.9073 | 0.7405 |
155
+ | 0.0771 | 102.0005 | 17922 | 1.3456 | 0.9050 | 0.7432 |
156
+ | 0.0687 | 103.0005 | 18096 | 1.4198 | 0.9075 | 0.7381 |
157
+ | 0.0678 | 104.0005 | 18270 | 1.4216 | 0.9071 | 0.7407 |
158
+ | 0.0774 | 105.0005 | 18444 | 1.3671 | 0.9060 | 0.7453 |
159
+ | 0.0637 | 106.0005 | 18618 | 1.3558 | 0.9048 | 0.7472 |
160
+ | 0.069 | 107.0005 | 18792 | 1.3143 | 0.9071 | 0.7437 |
161
+ | 0.0653 | 108.0005 | 18966 | 1.3673 | 0.9078 | 0.7452 |
162
+ | 0.0671 | 109.0005 | 19140 | 1.3679 | 0.9062 | 0.7435 |
163
+ | 0.0601 | 110.0005 | 19314 | 1.3389 | 0.9134 | 0.7537 |
164
+ | 0.0631 | 111.0005 | 19488 | 1.1637 | 0.9144 | 0.7557 |
165
+ | 0.059 | 112.0005 | 19662 | 1.2114 | 0.9106 | 0.7497 |
166
+ | 0.055 | 113.0005 | 19836 | 1.2166 | 0.9130 | 0.7540 |
167
+ | 0.0575 | 114.0004 | 20010 | 1.4097 | 0.9052 | 0.7441 |
168
+ | 0.0679 | 115.0004 | 20184 | 1.2815 | 0.9081 | 0.7550 |
169
+ | 0.0586 | 116.0004 | 20358 | 1.2250 | 0.9143 | 0.7571 |
170
+ | 0.0653 | 117.0004 | 20532 | 1.1487 | 0.9128 | 0.7653 |
171
+ | 0.0611 | 118.0004 | 20706 | 1.2429 | 0.9143 | 0.7555 |
172
+ | 0.0541 | 119.0004 | 20880 | 1.1926 | 0.9082 | 0.7545 |
173
+ | 0.0587 | 120.0004 | 21054 | 1.1361 | 0.9133 | 0.7566 |
174
+ | 0.0467 | 121.0004 | 21228 | 1.3534 | 0.9057 | 0.7456 |
175
+ | 0.0533 | 122.0004 | 21402 | 1.2125 | 0.9133 | 0.7593 |
176
+ | 0.0516 | 123.0004 | 21576 | 1.1766 | 0.9147 | 0.7568 |
177
+ | 0.0505 | 124.0004 | 21750 | 1.1781 | 0.9144 | 0.7592 |
178
+ | 0.0499 | 125.0004 | 21924 | 1.2424 | 0.9101 | 0.7518 |
179
+ | 0.0556 | 126.0004 | 22098 | 1.2504 | 0.9135 | 0.7609 |
180
+ | 0.0493 | 127.0003 | 22272 | 1.1748 | 0.9136 | 0.7632 |
181
+ | 0.0447 | 128.0003 | 22446 | 1.1121 | 0.9185 | 0.7746 |
182
+ | 0.0503 | 129.0003 | 22620 | 1.1637 | 0.9128 | 0.7629 |
183
+ | 0.0536 | 130.0003 | 22794 | 1.3146 | 0.9102 | 0.7524 |
184
+ | 0.0443 | 131.0003 | 22968 | 1.2645 | 0.9159 | 0.7627 |
185
+ | 0.0445 | 132.0003 | 23142 | 1.1439 | 0.9155 | 0.7633 |
186
+ | 0.0499 | 133.0003 | 23316 | 1.1085 | 0.9215 | 0.7856 |
187
+ | 0.0457 | 134.0003 | 23490 | 1.2019 | 0.9147 | 0.7762 |
188
+ | 0.0467 | 135.0003 | 23664 | 1.1470 | 0.9179 | 0.7688 |
189
+ | 0.0412 | 136.0003 | 23838 | 1.1068 | 0.9163 | 0.7674 |
190
+ | 0.0499 | 137.0003 | 24012 | 1.1346 | 0.9153 | 0.7681 |
191
+ | 0.0446 | 138.0003 | 24186 | 1.2337 | 0.9151 | 0.7605 |
192
+ | 0.0437 | 139.0003 | 24360 | 1.0946 | 0.9198 | 0.7705 |
193
+ | 0.0435 | 140.0003 | 24534 | 1.2161 | 0.9164 | 0.7771 |
194
+ | 0.0449 | 141.0002 | 24708 | 1.1682 | 0.9118 | 0.7722 |
195
+ | 0.0408 | 142.0002 | 24882 | 1.0727 | 0.9176 | 0.7825 |
196
+ | 0.042 | 143.0002 | 25056 | 1.0953 | 0.9165 | 0.7774 |
197
+ | 0.0419 | 144.0002 | 25230 | 1.3255 | 0.9102 | 0.7617 |
198
+ | 0.0413 | 145.0002 | 25404 | 1.0833 | 0.9148 | 0.7630 |
199
+ | 0.0448 | 146.0002 | 25578 | 1.1313 | 0.9115 | 0.7614 |
200
+ | 0.0374 | 147.0002 | 25752 | 1.2751 | 0.9104 | 0.7625 |
201
+ | 0.04 | 148.0002 | 25926 | 1.1803 | 0.9116 | 0.7536 |
202
+ | 0.0371 | 149.0002 | 26100 | 1.2737 | 0.9164 | 0.7657 |
203
+ | 0.039 | 150.0002 | 26274 | 1.1885 | 0.9165 | 0.7711 |
204
+ | 0.0383 | 151.0002 | 26448 | 1.2611 | 0.9124 | 0.7659 |
205
+ | 0.0352 | 152.0002 | 26622 | 1.1512 | 0.9175 | 0.7783 |
206
+ | 0.0366 | 153.0002 | 26796 | 1.1345 | 0.9186 | 0.7799 |
 
 
207
 
208
 
209
  ### Framework versions
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