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ht-stmini-cls-v6_ftis_noPretrain-msm-pos

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End of training

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README.md CHANGED
@@ -16,9 +16,9 @@ should probably proofread and complete it, then remove this comment. -->
16
 
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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: 0.9005
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- - Accuracy: 0.9455
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- - Macro F1: 0.8570
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  ## Model description
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@@ -50,216 +50,170 @@ 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
- | 39.0542 | 0.0015 | 202 | 52.4550 | 0.0872 | 0.0428 |
54
- | 9.995 | 1.0015 | 404 | 111.6770 | 0.4138 | 0.1069 |
55
- | 7.019 | 2.0015 | 606 | 151.1546 | 0.5324 | 0.1287 |
56
- | 5.9896 | 3.0015 | 808 | 161.7299 | 0.5608 | 0.1355 |
57
- | 5.2331 | 4.0015 | 1010 | 127.6348 | 0.5911 | 0.1425 |
58
- | 4.4417 | 5.0015 | 1212 | 85.7775 | 0.6060 | 0.1540 |
59
- | 3.7238 | 6.0015 | 1414 | 56.9365 | 0.5991 | 0.1518 |
60
- | 3.3202 | 7.0015 | 1616 | 38.2729 | 0.6192 | 0.1640 |
61
- | 3.0289 | 8.0015 | 1818 | 29.3182 | 0.6116 | 0.1670 |
62
- | 2.851 | 9.0015 | 2020 | 22.7821 | 0.6146 | 0.1740 |
63
- | 2.6193 | 10.0015 | 2222 | 20.0463 | 0.6157 | 0.1804 |
64
- | 2.5279 | 11.0015 | 2424 | 12.6429 | 0.6331 | 0.1994 |
65
- | 2.5246 | 12.0015 | 2626 | 11.5103 | 0.6461 | 0.2189 |
66
- | 2.387 | 13.0015 | 2828 | 9.9416 | 0.6469 | 0.2234 |
67
- | 2.2723 | 14.0015 | 3030 | 9.5941 | 0.6758 | 0.2647 |
68
- | 2.1285 | 15.0015 | 3232 | 9.1184 | 0.7111 | 0.2847 |
69
- | 1.9754 | 16.0015 | 3434 | 7.8173 | 0.7227 | 0.3092 |
70
- | 1.9499 | 17.0015 | 3636 | 6.2093 | 0.7161 | 0.3239 |
71
- | 1.9703 | 18.0015 | 3838 | 6.8571 | 0.7220 | 0.3407 |
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- | 1.8392 | 19.0015 | 4040 | 5.9043 | 0.7307 | 0.3679 |
73
- | 1.6563 | 20.0015 | 4242 | 6.6418 | 0.7494 | 0.3731 |
74
- | 1.7206 | 21.0015 | 4444 | 5.9527 | 0.7415 | 0.3983 |
75
- | 1.4991 | 22.0015 | 4646 | 7.9843 | 0.7538 | 0.4166 |
76
- | 1.4357 | 23.0015 | 4848 | 6.3545 | 0.7619 | 0.4368 |
77
- | 1.3359 | 24.0015 | 5050 | 6.9233 | 0.7764 | 0.4465 |
78
- | 1.4795 | 25.0015 | 5252 | 6.6354 | 0.7810 | 0.4767 |
79
- | 1.3976 | 26.0015 | 5454 | 7.4885 | 0.7918 | 0.4841 |
80
- | 1.2662 | 27.0015 | 5656 | 7.2623 | 0.7961 | 0.4800 |
81
- | 1.1697 | 28.0015 | 5858 | 6.7678 | 0.7819 | 0.4808 |
82
- | 1.1994 | 29.0015 | 6060 | 8.9266 | 0.8038 | 0.5040 |
83
- | 1.1654 | 30.0015 | 6262 | 8.9018 | 0.7965 | 0.4944 |
84
- | 1.0817 | 31.0015 | 6464 | 8.8383 | 0.8060 | 0.5435 |
85
- | 1.0778 | 32.0015 | 6666 | 8.7811 | 0.8029 | 0.5208 |
86
- | 0.985 | 33.0015 | 6868 | 9.7044 | 0.8169 | 0.5330 |
87
- | 0.9646 | 34.0015 | 7070 | 10.2150 | 0.8206 | 0.5506 |
88
- | 0.9595 | 35.0015 | 7272 | 11.9668 | 0.8233 | 0.5671 |
89
- | 0.8569 | 36.0015 | 7474 | 11.1166 | 0.8329 | 0.5819 |
90
- | 0.8767 | 37.0015 | 7676 | 13.2788 | 0.8401 | 0.6010 |
91
- | 0.8094 | 38.0015 | 7878 | 12.9696 | 0.8384 | 0.6067 |
92
- | 0.7561 | 39.0015 | 8080 | 12.2524 | 0.8382 | 0.5987 |
93
- | 0.6879 | 40.0015 | 8282 | 14.3620 | 0.8478 | 0.6204 |
94
- | 0.7386 | 41.0015 | 8484 | 14.7484 | 0.8626 | 0.6337 |
95
- | 0.6411 | 42.0015 | 8686 | 13.5941 | 0.8660 | 0.6437 |
96
- | 0.6389 | 43.0015 | 8888 | 15.4027 | 0.8645 | 0.6406 |
97
- | 0.6128 | 44.0015 | 9090 | 19.0751 | 0.8758 | 0.6587 |
98
- | 0.496 | 45.0015 | 9292 | 18.6661 | 0.8661 | 0.6372 |
99
- | 0.5358 | 46.0015 | 9494 | 14.1890 | 0.8757 | 0.6533 |
100
- | 0.4955 | 47.0015 | 9696 | 17.5556 | 0.8721 | 0.6659 |
101
- | 0.4513 | 48.0015 | 9898 | 16.8865 | 0.8847 | 0.6857 |
102
- | 0.4363 | 49.0015 | 10100 | 15.3593 | 0.8801 | 0.6744 |
103
- | 0.3792 | 50.0015 | 10302 | 14.4326 | 0.8903 | 0.6988 |
104
- | 0.3841 | 51.0015 | 10504 | 15.5706 | 0.8961 | 0.7055 |
105
- | 0.3951 | 52.0015 | 10706 | 16.9263 | 0.8958 | 0.7031 |
106
- | 0.3896 | 53.0015 | 10908 | 16.1398 | 0.8921 | 0.7052 |
107
- | 0.3263 | 54.0015 | 11110 | 14.3136 | 0.8982 | 0.7045 |
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- | 0.3028 | 55.0015 | 11312 | 13.7927 | 0.9024 | 0.7175 |
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- | 0.2973 | 56.0015 | 11514 | 15.8300 | 0.9022 | 0.7204 |
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- | 0.2723 | 57.0015 | 11716 | 12.2600 | 0.9057 | 0.7185 |
111
- | 0.274 | 58.0015 | 11918 | 11.5149 | 0.8993 | 0.7156 |
112
- | 0.2485 | 59.0015 | 12120 | 11.6746 | 0.9085 | 0.7371 |
113
- | 0.2617 | 60.0015 | 12322 | 10.2702 | 0.9102 | 0.7333 |
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- | 0.2402 | 61.0015 | 12524 | 9.3862 | 0.9120 | 0.7369 |
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- | 0.2289 | 62.0015 | 12726 | 9.2598 | 0.9106 | 0.7368 |
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- | 0.2068 | 63.0015 | 12928 | 7.8129 | 0.9153 | 0.7521 |
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- | 0.2011 | 64.0015 | 13130 | 6.5932 | 0.9102 | 0.7382 |
118
- | 0.1943 | 65.0015 | 13332 | 7.2363 | 0.9133 | 0.7565 |
119
- | 0.1746 | 66.0015 | 13534 | 6.6193 | 0.9149 | 0.7529 |
120
- | 0.1848 | 67.0015 | 13736 | 6.6123 | 0.9175 | 0.7517 |
121
- | 0.1704 | 68.0015 | 13938 | 6.5004 | 0.9159 | 0.7531 |
122
- | 0.1565 | 69.0015 | 14140 | 5.0556 | 0.9150 | 0.7578 |
123
- | 0.1533 | 70.0015 | 14342 | 5.4416 | 0.9179 | 0.7662 |
124
- | 0.1379 | 71.0015 | 14544 | 4.6997 | 0.9216 | 0.7713 |
125
- | 0.1354 | 72.0015 | 14746 | 4.3266 | 0.9193 | 0.7666 |
126
- | 0.1441 | 73.0015 | 14948 | 3.9965 | 0.9252 | 0.7782 |
127
- | 0.1302 | 74.0015 | 15150 | 3.1910 | 0.9221 | 0.7709 |
128
- | 0.132 | 75.0015 | 15352 | 3.2843 | 0.9252 | 0.7797 |
129
- | 0.1269 | 76.0015 | 15554 | 3.1127 | 0.9253 | 0.7860 |
130
- | 0.117 | 77.0015 | 15756 | 2.9740 | 0.9306 | 0.7843 |
131
- | 0.1135 | 78.0015 | 15958 | 3.0400 | 0.9273 | 0.7851 |
132
- | 0.1095 | 79.0015 | 16160 | 2.5968 | 0.9261 | 0.7831 |
133
- | 0.1012 | 80.0015 | 16362 | 2.8566 | 0.9262 | 0.7869 |
134
- | 0.0958 | 81.0015 | 16564 | 2.4564 | 0.9285 | 0.7847 |
135
- | 0.0963 | 82.0015 | 16766 | 2.4953 | 0.9333 | 0.8010 |
136
- | 0.1026 | 83.0015 | 16968 | 2.0616 | 0.9292 | 0.7923 |
137
- | 0.0853 | 84.0015 | 17170 | 1.8190 | 0.9269 | 0.7881 |
138
- | 0.0884 | 85.0015 | 17372 | 1.7115 | 0.9261 | 0.7899 |
139
- | 0.0911 | 86.0015 | 17574 | 1.8535 | 0.9275 | 0.7951 |
140
- | 0.0853 | 87.0015 | 17776 | 1.5836 | 0.9269 | 0.7920 |
141
- | 0.0915 | 88.0015 | 17978 | 1.5385 | 0.9321 | 0.8054 |
142
- | 0.0762 | 89.0015 | 18180 | 1.5013 | 0.9351 | 0.8112 |
143
- | 0.0876 | 90.0015 | 18382 | 1.6770 | 0.9298 | 0.7870 |
144
- | 0.0725 | 91.0015 | 18584 | 1.5174 | 0.9366 | 0.8054 |
145
- | 0.079 | 92.0015 | 18786 | 1.5734 | 0.9339 | 0.8067 |
146
- | 0.0658 | 93.0015 | 18988 | 1.4919 | 0.9314 | 0.8057 |
147
- | 0.0661 | 94.0015 | 19190 | 1.3583 | 0.9343 | 0.7936 |
148
- | 0.0717 | 95.0015 | 19392 | 1.3954 | 0.9374 | 0.8100 |
149
- | 0.0617 | 96.0015 | 19594 | 1.4305 | 0.9348 | 0.8151 |
150
- | 0.0665 | 97.0015 | 19796 | 1.3416 | 0.9334 | 0.7926 |
151
- | 0.0767 | 98.0015 | 19998 | 1.2812 | 0.9351 | 0.8144 |
152
- | 0.0664 | 99.0015 | 20200 | 1.4248 | 0.9345 | 0.8081 |
153
- | 0.055 | 100.0015 | 20402 | 1.3525 | 0.9331 | 0.8138 |
154
- | 0.0586 | 101.0015 | 20604 | 1.2343 | 0.9327 | 0.8121 |
155
- | 0.0647 | 102.0015 | 20806 | 1.1799 | 0.9326 | 0.8143 |
156
- | 0.0575 | 103.0015 | 21008 | 1.2465 | 0.9338 | 0.8180 |
157
- | 0.0564 | 104.0015 | 21210 | 1.2148 | 0.9355 | 0.8141 |
158
- | 0.0571 | 105.0015 | 21412 | 1.3326 | 0.9334 | 0.8156 |
159
- | 0.0522 | 106.0015 | 21614 | 1.2063 | 0.9362 | 0.8230 |
160
- | 0.051 | 107.0015 | 21816 | 1.1642 | 0.9383 | 0.8248 |
161
- | 0.07 | 108.0015 | 22018 | 1.1145 | 0.9385 | 0.8255 |
162
- | 0.0538 | 109.0015 | 22220 | 1.1939 | 0.9358 | 0.8187 |
163
- | 0.05 | 110.0015 | 22422 | 1.1498 | 0.9390 | 0.8298 |
164
- | 0.0521 | 111.0015 | 22624 | 1.0604 | 0.9338 | 0.8170 |
165
- | 0.0542 | 112.0015 | 22826 | 1.0632 | 0.9378 | 0.8220 |
166
- | 0.0522 | 113.0015 | 23028 | 1.1671 | 0.9374 | 0.8276 |
167
- | 0.0491 | 114.0015 | 23230 | 1.1449 | 0.9408 | 0.8300 |
168
- | 0.0478 | 115.0015 | 23432 | 1.0877 | 0.9405 | 0.8300 |
169
- | 0.0496 | 116.0015 | 23634 | 1.1114 | 0.9407 | 0.8278 |
170
- | 0.047 | 117.0015 | 23836 | 1.0889 | 0.9401 | 0.8250 |
171
- | 0.0464 | 118.0015 | 24038 | 1.0318 | 0.9421 | 0.8297 |
172
- | 0.0425 | 119.0015 | 24240 | 0.9645 | 0.9362 | 0.8262 |
173
- | 0.0445 | 120.0015 | 24442 | 1.0574 | 0.9369 | 0.8271 |
174
- | 0.0423 | 121.0015 | 24644 | 0.9761 | 0.9417 | 0.8372 |
175
- | 0.0444 | 122.0015 | 24846 | 1.0535 | 0.9376 | 0.8304 |
176
- | 0.0463 | 123.0015 | 25048 | 0.9546 | 0.9398 | 0.8298 |
177
- | 0.042 | 124.0015 | 25250 | 0.9689 | 0.9378 | 0.8336 |
178
- | 0.0423 | 125.0015 | 25452 | 0.9090 | 0.9419 | 0.8335 |
179
- | 0.0431 | 126.0015 | 25654 | 1.0322 | 0.9394 | 0.8357 |
180
- | 0.0371 | 127.0015 | 25856 | 1.0071 | 0.9425 | 0.8339 |
181
- | 0.0441 | 128.0015 | 26058 | 0.9907 | 0.9415 | 0.8351 |
182
- | 0.0408 | 129.0015 | 26260 | 1.0066 | 0.9423 | 0.8170 |
183
- | 0.0413 | 130.0015 | 26462 | 1.0439 | 0.9390 | 0.8256 |
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- | 0.0339 | 131.0015 | 26664 | 0.9631 | 0.9428 | 0.8358 |
185
- | 0.035 | 132.0015 | 26866 | 1.0452 | 0.9365 | 0.8312 |
186
- | 0.0349 | 133.0015 | 27068 | 1.0405 | 0.9362 | 0.8286 |
187
- | 0.0395 | 134.0015 | 27270 | 1.0398 | 0.9387 | 0.8303 |
188
- | 0.0352 | 135.0015 | 27472 | 0.9459 | 0.9420 | 0.8340 |
189
- | 0.0376 | 136.0015 | 27674 | 0.9511 | 0.9412 | 0.8374 |
190
- | 0.0362 | 137.0015 | 27876 | 1.0098 | 0.9388 | 0.8416 |
191
- | 0.0335 | 138.0015 | 28078 | 1.0599 | 0.9422 | 0.8380 |
192
- | 0.0309 | 139.0015 | 28280 | 1.1331 | 0.9377 | 0.8310 |
193
- | 0.0354 | 140.0015 | 28482 | 1.1502 | 0.9369 | 0.8304 |
194
- | 0.0357 | 141.0015 | 28684 | 0.9515 | 0.9386 | 0.8294 |
195
- | 0.0313 | 142.0015 | 28886 | 0.9854 | 0.9403 | 0.8400 |
196
- | 0.0329 | 143.0015 | 29088 | 1.0700 | 0.9362 | 0.8351 |
197
- | 0.0333 | 144.0015 | 29290 | 0.9787 | 0.9429 | 0.8437 |
198
- | 0.0329 | 145.0015 | 29492 | 1.0145 | 0.9323 | 0.8320 |
199
- | 0.0318 | 146.0015 | 29694 | 0.9619 | 0.9402 | 0.8358 |
200
- | 0.0322 | 147.0015 | 29896 | 1.1008 | 0.9348 | 0.8200 |
201
- | 0.0352 | 148.0015 | 30098 | 0.9330 | 0.9411 | 0.8401 |
202
- | 0.0309 | 149.0015 | 30300 | 0.9829 | 0.9421 | 0.8226 |
203
- | 0.0317 | 150.0015 | 30502 | 0.9698 | 0.9424 | 0.8221 |
204
- | 0.028 | 151.0015 | 30704 | 0.9358 | 0.9452 | 0.8475 |
205
- | 0.0328 | 152.0015 | 30906 | 1.0448 | 0.9394 | 0.8177 |
206
- | 0.0318 | 153.0015 | 31108 | 1.0614 | 0.9379 | 0.8396 |
207
- | 0.0297 | 154.0015 | 31310 | 0.9583 | 0.9421 | 0.8429 |
208
- | 0.0284 | 155.0015 | 31512 | 0.9899 | 0.9409 | 0.8418 |
209
- | 0.0287 | 156.0015 | 31714 | 0.9172 | 0.9422 | 0.8430 |
210
- | 0.0292 | 157.0015 | 31916 | 0.9322 | 0.9426 | 0.8473 |
211
- | 0.0263 | 158.0015 | 32118 | 1.0263 | 0.9406 | 0.8202 |
212
- | 0.0297 | 159.0015 | 32320 | 0.9233 | 0.9445 | 0.8252 |
213
- | 0.0296 | 160.0015 | 32522 | 0.9406 | 0.9424 | 0.8459 |
214
- | 0.0285 | 161.0015 | 32724 | 0.8934 | 0.9420 | 0.8246 |
215
- | 0.0277 | 162.0015 | 32926 | 0.8199 | 0.9428 | 0.8454 |
216
- | 0.0278 | 163.0015 | 33128 | 0.9287 | 0.9452 | 0.8332 |
217
- | 0.0276 | 164.0015 | 33330 | 1.0221 | 0.9402 | 0.8431 |
218
- | 0.0266 | 165.0015 | 33532 | 1.0262 | 0.9404 | 0.8476 |
219
- | 0.0256 | 166.0015 | 33734 | 0.9846 | 0.9396 | 0.8426 |
220
- | 0.0255 | 167.0015 | 33936 | 0.9476 | 0.9434 | 0.8509 |
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- | 0.0264 | 168.0015 | 34138 | 0.8982 | 0.9436 | 0.8305 |
222
- | 0.0249 | 169.0015 | 34340 | 0.9160 | 0.9420 | 0.8455 |
223
- | 0.0252 | 170.0015 | 34542 | 0.9905 | 0.9422 | 0.8283 |
224
- | 0.0285 | 171.0015 | 34744 | 0.9653 | 0.9415 | 0.8406 |
225
- | 0.0286 | 172.0015 | 34946 | 0.9691 | 0.9415 | 0.8445 |
226
- | 0.0333 | 173.0015 | 35148 | 0.9424 | 0.9405 | 0.8421 |
227
- | 0.0252 | 174.0015 | 35350 | 0.9120 | 0.9434 | 0.8485 |
228
- | 0.0245 | 175.0015 | 35552 | 1.0208 | 0.9429 | 0.8278 |
229
- | 0.0214 | 176.0015 | 35754 | 0.9905 | 0.9425 | 0.8302 |
230
- | 0.0248 | 177.0015 | 35956 | 0.9479 | 0.9439 | 0.8288 |
231
- | 0.0242 | 178.0015 | 36158 | 0.9858 | 0.9443 | 0.8525 |
232
- | 0.0236 | 179.0015 | 36360 | 1.0952 | 0.9416 | 0.8255 |
233
- | 0.0206 | 180.0015 | 36562 | 1.1354 | 0.9418 | 0.8276 |
234
- | 0.0223 | 181.0015 | 36764 | 0.9461 | 0.9427 | 0.8295 |
235
- | 0.0226 | 182.0015 | 36966 | 0.9072 | 0.9445 | 0.8334 |
236
- | 0.0249 | 183.0015 | 37168 | 1.1476 | 0.9386 | 0.8449 |
237
- | 0.0263 | 184.0015 | 37370 | 0.8881 | 0.9421 | 0.8321 |
238
- | 0.0248 | 185.0015 | 37572 | 0.9298 | 0.9422 | 0.8537 |
239
- | 0.0216 | 186.0015 | 37774 | 0.9200 | 0.9425 | 0.8352 |
240
- | 0.0217 | 187.0015 | 37976 | 0.9245 | 0.9455 | 0.8526 |
241
- | 0.0214 | 188.0015 | 38178 | 1.0350 | 0.9405 | 0.8252 |
242
- | 0.022 | 189.0015 | 38380 | 0.8831 | 0.9455 | 0.8570 |
243
- | 0.0206 | 190.0015 | 38582 | 0.8855 | 0.9448 | 0.8361 |
244
- | 0.021 | 191.0015 | 38784 | 0.9974 | 0.9444 | 0.8513 |
245
- | 0.0226 | 192.0015 | 38986 | 0.9566 | 0.9420 | 0.8506 |
246
- | 0.0199 | 193.0015 | 39188 | 0.8891 | 0.9454 | 0.8328 |
247
- | 0.0237 | 194.0015 | 39390 | 0.9330 | 0.9431 | 0.8525 |
248
- | 0.0206 | 195.0015 | 39592 | 0.8964 | 0.9441 | 0.8327 |
249
- | 0.0209 | 196.0015 | 39794 | 0.9579 | 0.9450 | 0.8326 |
250
- | 0.0199 | 197.0015 | 39996 | 0.9376 | 0.9447 | 0.8342 |
251
- | 0.0218 | 198.0015 | 40198 | 0.8677 | 0.9454 | 0.8358 |
252
- | 0.0217 | 199.0015 | 40400 | 1.0234 | 0.9375 | 0.8222 |
253
- | 0.0229 | 200.0015 | 40602 | 0.9920 | 0.9379 | 0.8282 |
254
- | 0.0195 | 201.0015 | 40804 | 1.0083 | 0.9457 | 0.8355 |
255
- | 0.0215 | 202.0015 | 41006 | 0.9446 | 0.9464 | 0.8368 |
256
- | 0.02 | 203.0015 | 41208 | 0.9566 | 0.9449 | 0.8359 |
257
- | 0.0194 | 204.0015 | 41410 | 0.8834 | 0.9438 | 0.8543 |
258
- | 0.0185 | 205.0015 | 41612 | 0.9536 | 0.9454 | 0.8362 |
259
- | 0.0216 | 206.0015 | 41814 | 0.8942 | 0.9458 | 0.8558 |
260
- | 0.0178 | 207.0015 | 42016 | 1.0467 | 0.9412 | 0.8317 |
261
- | 0.0176 | 208.0015 | 42218 | 0.9006 | 0.9468 | 0.8365 |
262
- | 0.0223 | 209.0015 | 42420 | 0.8957 | 0.9429 | 0.8341 |
263
 
264
 
265
  ### 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: 1.0729
20
+ - Accuracy: 0.9326
21
+ - Macro F1: 0.8250
22
 
23
  ## Model description
24
 
 
50
 
51
  | Training Loss | Epoch | Step | Validation Loss | Accuracy | Macro F1 |
52
  |:-------------:|:--------:|:-----:|:---------------:|:--------:|:--------:|
53
+ | 33.0066 | 0.0014 | 183 | 28.9941 | 0.1277 | 0.0481 |
54
+ | 11.1343 | 1.0014 | 366 | 78.2820 | 0.3181 | 0.0803 |
55
+ | 6.8288 | 2.0013 | 549 | 102.8325 | 0.4972 | 0.1243 |
56
+ | 5.6931 | 3.0013 | 732 | 129.0265 | 0.5510 | 0.1337 |
57
+ | 4.8612 | 4.0013 | 915 | 89.1424 | 0.5718 | 0.1392 |
58
+ | 4.4996 | 5.0013 | 1098 | 58.6911 | 0.5882 | 0.1498 |
59
+ | 3.6078 | 6.0013 | 1281 | 45.3883 | 0.6053 | 0.1553 |
60
+ | 3.3073 | 7.0013 | 1464 | 36.1961 | 0.5959 | 0.1596 |
61
+ | 3.0631 | 8.0013 | 1647 | 30.5549 | 0.6024 | 0.1695 |
62
+ | 2.8203 | 9.0013 | 1830 | 23.8463 | 0.6013 | 0.1645 |
63
+ | 2.6434 | 10.0013 | 2013 | 18.6308 | 0.6354 | 0.1866 |
64
+ | 2.6342 | 11.0013 | 2196 | 17.4276 | 0.6166 | 0.1871 |
65
+ | 2.5348 | 12.0013 | 2379 | 13.3924 | 0.6419 | 0.2128 |
66
+ | 2.4277 | 13.0013 | 2562 | 13.6010 | 0.6523 | 0.2217 |
67
+ | 2.3344 | 14.0013 | 2745 | 13.5092 | 0.6565 | 0.2485 |
68
+ | 2.2074 | 15.0012 | 2928 | 10.3846 | 0.6691 | 0.2554 |
69
+ | 2.1947 | 16.0012 | 3111 | 10.1984 | 0.6891 | 0.2803 |
70
+ | 2.1364 | 17.0012 | 3294 | 9.6411 | 0.7135 | 0.2984 |
71
+ | 2.0875 | 18.0012 | 3477 | 9.3521 | 0.7179 | 0.3227 |
72
+ | 1.8428 | 19.0012 | 3660 | 8.3752 | 0.7260 | 0.3203 |
73
+ | 1.8182 | 20.0012 | 3843 | 8.7405 | 0.7333 | 0.3632 |
74
+ | 1.7718 | 21.0012 | 4026 | 9.7411 | 0.7347 | 0.3594 |
75
+ | 1.6555 | 22.0012 | 4209 | 8.9251 | 0.7403 | 0.3659 |
76
+ | 1.629 | 23.0012 | 4392 | 8.3350 | 0.7558 | 0.4155 |
77
+ | 1.5322 | 24.0012 | 4575 | 8.2890 | 0.7664 | 0.4299 |
78
+ | 1.5162 | 25.0012 | 4758 | 9.4102 | 0.7580 | 0.4335 |
79
+ | 1.398 | 26.0012 | 4941 | 8.7786 | 0.7690 | 0.4423 |
80
+ | 1.4555 | 27.0012 | 5124 | 9.0446 | 0.7713 | 0.4354 |
81
+ | 1.3793 | 28.0012 | 5307 | 9.3544 | 0.7591 | 0.4532 |
82
+ | 1.4261 | 29.0011 | 5490 | 8.5091 | 0.7867 | 0.4821 |
83
+ | 1.1456 | 30.0011 | 5673 | 9.7924 | 0.7808 | 0.4818 |
84
+ | 1.118 | 31.0011 | 5856 | 10.4816 | 0.7568 | 0.4466 |
85
+ | 1.1135 | 32.0011 | 6039 | 12.4731 | 0.7909 | 0.4956 |
86
+ | 1.0627 | 33.0011 | 6222 | 13.0584 | 0.8033 | 0.5051 |
87
+ | 1.0394 | 34.0011 | 6405 | 12.3441 | 0.8059 | 0.4985 |
88
+ | 0.9104 | 35.0011 | 6588 | 13.6528 | 0.8028 | 0.5094 |
89
+ | 0.8938 | 36.0011 | 6771 | 15.0621 | 0.7946 | 0.5053 |
90
+ | 0.8979 | 37.0011 | 6954 | 14.1666 | 0.8258 | 0.5458 |
91
+ | 0.8241 | 38.0011 | 7137 | 15.9922 | 0.8326 | 0.5485 |
92
+ | 0.7994 | 39.0011 | 7320 | 17.9586 | 0.8283 | 0.5431 |
93
+ | 0.7104 | 40.0011 | 7503 | 16.1515 | 0.8312 | 0.5600 |
94
+ | 0.7211 | 41.0011 | 7686 | 18.6898 | 0.8363 | 0.5792 |
95
+ | 0.6156 | 42.0010 | 7869 | 19.5428 | 0.8461 | 0.5864 |
96
+ | 0.5766 | 43.0010 | 8052 | 19.5202 | 0.8475 | 0.5989 |
97
+ | 0.615 | 44.0010 | 8235 | 16.5659 | 0.8472 | 0.5875 |
98
+ | 0.5782 | 45.0010 | 8418 | 21.9991 | 0.8586 | 0.6189 |
99
+ | 0.5163 | 46.0010 | 8601 | 18.3148 | 0.8668 | 0.6283 |
100
+ | 0.4732 | 47.0010 | 8784 | 18.2023 | 0.8695 | 0.6385 |
101
+ | 0.4534 | 48.0010 | 8967 | 20.0157 | 0.8664 | 0.6347 |
102
+ | 0.4556 | 49.0010 | 9150 | 16.2393 | 0.8717 | 0.6438 |
103
+ | 0.4393 | 50.0010 | 9333 | 17.8171 | 0.8775 | 0.6585 |
104
+ | 0.3702 | 51.0010 | 9516 | 15.7624 | 0.8779 | 0.6617 |
105
+ | 0.3369 | 52.0010 | 9699 | 16.2056 | 0.8741 | 0.6658 |
106
+ | 0.371 | 53.0010 | 9882 | 13.4575 | 0.8850 | 0.6798 |
107
+ | 0.3398 | 54.0010 | 10065 | 14.7072 | 0.8805 | 0.6754 |
108
+ | 0.3107 | 55.0010 | 10248 | 12.3093 | 0.8856 | 0.6857 |
109
+ | 0.3234 | 56.0009 | 10431 | 10.9512 | 0.8858 | 0.6826 |
110
+ | 0.2741 | 57.0009 | 10614 | 13.8298 | 0.8889 | 0.6861 |
111
+ | 0.2571 | 58.0009 | 10797 | 10.0751 | 0.8919 | 0.6967 |
112
+ | 0.268 | 59.0009 | 10980 | 8.5677 | 0.8855 | 0.6871 |
113
+ | 0.2458 | 60.0009 | 11163 | 8.1748 | 0.8894 | 0.6965 |
114
+ | 0.2293 | 61.0009 | 11346 | 8.1445 | 0.8961 | 0.7094 |
115
+ | 0.2412 | 62.0009 | 11529 | 7.2570 | 0.8948 | 0.7045 |
116
+ | 0.2142 | 63.0009 | 11712 | 6.1374 | 0.8961 | 0.7157 |
117
+ | 0.1982 | 64.0009 | 11895 | 6.4198 | 0.8963 | 0.7140 |
118
+ | 0.2066 | 65.0009 | 12078 | 5.1981 | 0.9008 | 0.7237 |
119
+ | 0.1983 | 66.0009 | 12261 | 5.0489 | 0.9035 | 0.7255 |
120
+ | 0.1839 | 67.0009 | 12444 | 5.2241 | 0.8982 | 0.7207 |
121
+ | 0.1877 | 68.0009 | 12627 | 4.2456 | 0.9041 | 0.7305 |
122
+ | 0.1762 | 69.0008 | 12810 | 4.0758 | 0.9062 | 0.7322 |
123
+ | 0.1576 | 70.0008 | 12993 | 3.8500 | 0.9089 | 0.7420 |
124
+ | 0.1634 | 71.0008 | 13176 | 3.2246 | 0.9079 | 0.7438 |
125
+ | 0.1459 | 72.0008 | 13359 | 2.8425 | 0.9093 | 0.7512 |
126
+ | 0.1426 | 73.0008 | 13542 | 3.0715 | 0.9118 | 0.7526 |
127
+ | 0.1308 | 74.0008 | 13725 | 2.6295 | 0.9116 | 0.7528 |
128
+ | 0.1312 | 75.0008 | 13908 | 2.5167 | 0.9065 | 0.7486 |
129
+ | 0.1259 | 76.0008 | 14091 | 2.3257 | 0.9136 | 0.7559 |
130
+ | 0.1205 | 77.0008 | 14274 | 2.1471 | 0.9137 | 0.7553 |
131
+ | 0.1161 | 78.0008 | 14457 | 2.2904 | 0.9138 | 0.7615 |
132
+ | 0.1152 | 79.0008 | 14640 | 1.9268 | 0.9146 | 0.7634 |
133
+ | 0.1195 | 80.0008 | 14823 | 2.0473 | 0.9129 | 0.7588 |
134
+ | 0.1013 | 81.0008 | 15006 | 2.3733 | 0.9126 | 0.7649 |
135
+ | 0.11 | 82.0007 | 15189 | 1.9859 | 0.9158 | 0.7670 |
136
+ | 0.0963 | 83.0007 | 15372 | 1.8979 | 0.9105 | 0.7634 |
137
+ | 0.1093 | 84.0007 | 15555 | 1.9596 | 0.9151 | 0.7739 |
138
+ | 0.0935 | 85.0007 | 15738 | 1.7822 | 0.9211 | 0.7791 |
139
+ | 0.0972 | 86.0007 | 15921 | 1.7814 | 0.9213 | 0.7783 |
140
+ | 0.0905 | 87.0007 | 16104 | 1.5859 | 0.9200 | 0.7782 |
141
+ | 0.0903 | 88.0007 | 16287 | 1.8738 | 0.9152 | 0.7738 |
142
+ | 0.095 | 89.0007 | 16470 | 1.8052 | 0.9147 | 0.7716 |
143
+ | 0.082 | 90.0007 | 16653 | 1.7191 | 0.9158 | 0.7767 |
144
+ | 0.0743 | 91.0007 | 16836 | 1.6819 | 0.9237 | 0.7839 |
145
+ | 0.0894 | 92.0007 | 17019 | 1.5637 | 0.9164 | 0.7794 |
146
+ | 0.0836 | 93.0007 | 17202 | 1.6113 | 0.9202 | 0.7846 |
147
+ | 0.0665 | 94.0007 | 17385 | 1.3876 | 0.9168 | 0.7800 |
148
+ | 0.0783 | 95.0007 | 17568 | 1.3656 | 0.9212 | 0.7974 |
149
+ | 0.0831 | 96.0006 | 17751 | 1.4816 | 0.9181 | 0.7824 |
150
+ | 0.0753 | 97.0006 | 17934 | 1.4351 | 0.9193 | 0.7816 |
151
+ | 0.0737 | 98.0006 | 18117 | 1.4159 | 0.9187 | 0.7861 |
152
+ | 0.0691 | 99.0006 | 18300 | 1.4085 | 0.9173 | 0.7829 |
153
+ | 0.0637 | 100.0006 | 18483 | 1.2294 | 0.9262 | 0.7951 |
154
+ | 0.0604 | 101.0006 | 18666 | 1.2872 | 0.9237 | 0.7962 |
155
+ | 0.0609 | 102.0006 | 18849 | 1.3586 | 0.9244 | 0.7972 |
156
+ | 0.0626 | 103.0006 | 19032 | 1.3484 | 0.9200 | 0.7895 |
157
+ | 0.0604 | 104.0006 | 19215 | 1.3194 | 0.9242 | 0.7913 |
158
+ | 0.0651 | 105.0006 | 19398 | 1.3994 | 0.9208 | 0.7917 |
159
+ | 0.0571 | 106.0006 | 19581 | 1.3560 | 0.9229 | 0.8003 |
160
+ | 0.0567 | 107.0006 | 19764 | 1.3682 | 0.9266 | 0.7979 |
161
+ | 0.0635 | 108.0006 | 19947 | 1.2841 | 0.9244 | 0.7948 |
162
+ | 0.0579 | 109.0005 | 20130 | 1.2499 | 0.9199 | 0.7948 |
163
+ | 0.0519 | 110.0005 | 20313 | 1.3855 | 0.9151 | 0.7885 |
164
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165
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166
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167
+ | 0.0529 | 114.0005 | 21045 | 1.2883 | 0.9249 | 0.7982 |
168
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169
+ | 0.0567 | 116.0005 | 21411 | 1.2484 | 0.9238 | 0.7952 |
170
+ | 0.0557 | 117.0005 | 21594 | 1.2555 | 0.9262 | 0.8022 |
171
+ | 0.0506 | 118.0005 | 21777 | 1.1636 | 0.9260 | 0.8064 |
172
+ | 0.0499 | 119.0005 | 21960 | 1.2017 | 0.9266 | 0.7986 |
173
+ | 0.0496 | 120.0005 | 22143 | 1.1805 | 0.9270 | 0.8064 |
174
+ | 0.0485 | 121.0005 | 22326 | 1.1518 | 0.9320 | 0.8139 |
175
+ | 0.043 | 122.0005 | 22509 | 1.2173 | 0.9298 | 0.8094 |
176
+ | 0.0462 | 123.0004 | 22692 | 1.2900 | 0.9277 | 0.8029 |
177
+ | 0.0446 | 124.0004 | 22875 | 1.0684 | 0.9319 | 0.8134 |
178
+ | 0.0404 | 125.0004 | 23058 | 1.2660 | 0.9251 | 0.8102 |
179
+ | 0.0442 | 126.0004 | 23241 | 1.1452 | 0.9300 | 0.8079 |
180
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181
+ | 0.0458 | 128.0004 | 23607 | 1.2680 | 0.9204 | 0.8035 |
182
+ | 0.0424 | 129.0004 | 23790 | 1.0869 | 0.9299 | 0.8165 |
183
+ | 0.0443 | 130.0004 | 23973 | 1.1968 | 0.9294 | 0.8137 |
184
+ | 0.0408 | 131.0004 | 24156 | 1.0853 | 0.9297 | 0.8152 |
185
+ | 0.0395 | 132.0004 | 24339 | 1.2921 | 0.9202 | 0.7981 |
186
+ | 0.0437 | 133.0004 | 24522 | 1.1411 | 0.9272 | 0.8157 |
187
+ | 0.0395 | 134.0004 | 24705 | 1.1747 | 0.9304 | 0.8140 |
188
+ | 0.0403 | 135.0004 | 24888 | 1.2004 | 0.9291 | 0.8156 |
189
+ | 0.0399 | 136.0003 | 25071 | 1.1811 | 0.9294 | 0.8123 |
190
+ | 0.0445 | 137.0003 | 25254 | 1.1537 | 0.9276 | 0.8083 |
191
+ | 0.0378 | 138.0003 | 25437 | 1.0813 | 0.9289 | 0.8122 |
192
+ | 0.0433 | 139.0003 | 25620 | 1.2047 | 0.9278 | 0.8080 |
193
+ | 0.0346 | 140.0003 | 25803 | 1.1242 | 0.9303 | 0.8143 |
194
+ | 0.0345 | 141.0003 | 25986 | 1.2306 | 0.9218 | 0.8118 |
195
+ | 0.0368 | 142.0003 | 26169 | 1.1907 | 0.9270 | 0.8176 |
196
+ | 0.0341 | 143.0003 | 26352 | 1.1001 | 0.9326 | 0.8250 |
197
+ | 0.0388 | 144.0003 | 26535 | 1.1829 | 0.9266 | 0.8150 |
198
+ | 0.0328 | 145.0003 | 26718 | 1.1795 | 0.9263 | 0.8098 |
199
+ | 0.0321 | 146.0003 | 26901 | 1.0789 | 0.9314 | 0.8191 |
200
+ | 0.0351 | 147.0003 | 27084 | 1.0805 | 0.9277 | 0.8136 |
201
+ | 0.035 | 148.0003 | 27267 | 1.1429 | 0.9326 | 0.8216 |
202
+ | 0.0341 | 149.0003 | 27450 | 1.2454 | 0.9242 | 0.8121 |
203
+ | 0.0344 | 150.0002 | 27633 | 1.1290 | 0.9285 | 0.8215 |
204
+ | 0.0402 | 151.0002 | 27816 | 1.1240 | 0.9317 | 0.8233 |
205
+ | 0.0332 | 152.0002 | 27999 | 1.0537 | 0.9325 | 0.8182 |
206
+ | 0.035 | 153.0002 | 28182 | 1.0829 | 0.9281 | 0.8166 |
207
+ | 0.0321 | 154.0002 | 28365 | 1.1237 | 0.9295 | 0.8176 |
208
+ | 0.0334 | 155.0002 | 28548 | 1.0779 | 0.9289 | 0.8177 |
209
+ | 0.0339 | 156.0002 | 28731 | 1.0957 | 0.9318 | 0.8203 |
210
+ | 0.0331 | 157.0002 | 28914 | 1.0895 | 0.9303 | 0.8227 |
211
+ | 0.03 | 158.0002 | 29097 | 1.1288 | 0.9303 | 0.8185 |
212
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213
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214
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215
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216
+ | 0.0324 | 163.0001 | 30012 | 1.2234 | 0.9281 | 0.8207 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
217
 
218
 
219
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