File size: 17,119 Bytes
5a58138
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
---
license: apache-2.0
base_model: google-t5/t5-base
tags:
- generated_from_trainer
metrics:
- rouge
model-index:
- name: t5-base-finetuned-stocknews_2000_150
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# t5-base-finetuned-stocknews_2000_150

This model is a fine-tuned version of [google-t5/t5-base](https://huggingface.co/google-t5/t5-base) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5246
- Rouge1: 41.1174
- Rouge2: 36.4917
- Rougel: 40.2739
- Rougelsum: 40.5043
- Gen Len: 19.0

## 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:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 150
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step  | Validation Loss | Rouge1  | Rouge2  | Rougel  | Rougelsum | Gen Len |
|:-------------:|:-----:|:-----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------:|
| No log        | 1.0   | 211   | 0.4220          | 37.4081 | 29.7287 | 35.6792 | 36.0611   | 19.0    |
| No log        | 2.0   | 422   | 0.4020          | 37.6979 | 30.5377 | 36.0747 | 36.4168   | 19.0    |
| 0.3832        | 3.0   | 633   | 0.3947          | 38.258  | 31.0862 | 36.5414 | 37.0213   | 19.0    |
| 0.3832        | 4.0   | 844   | 0.3850          | 38.4834 | 31.3747 | 36.8077 | 37.2317   | 19.0    |
| 0.2939        | 5.0   | 1055  | 0.3765          | 38.8131 | 32.3372 | 37.3919 | 37.7305   | 19.0    |
| 0.2939        | 6.0   | 1266  | 0.3762          | 39.1749 | 33.0152 | 37.6824 | 38.0201   | 19.0    |
| 0.2939        | 7.0   | 1477  | 0.3569          | 39.2336 | 32.9984 | 37.8439 | 38.1723   | 19.0    |
| 0.2511        | 8.0   | 1688  | 0.3551          | 39.452  | 33.6999 | 38.3731 | 38.5895   | 19.0    |
| 0.2511        | 9.0   | 1899  | 0.3523          | 39.8924 | 34.2746 | 38.6913 | 38.9944   | 19.0    |
| 0.2532        | 10.0  | 2110  | 0.3487          | 39.9155 | 34.2762 | 38.8052 | 39.077    | 19.0    |
| 0.2532        | 11.0  | 2321  | 0.3533          | 39.7805 | 34.2195 | 38.6591 | 38.9007   | 19.0    |
| 0.2158        | 12.0  | 2532  | 0.3529          | 39.6286 | 34.2772 | 38.5553 | 38.8225   | 19.0    |
| 0.2158        | 13.0  | 2743  | 0.3506          | 40.1899 | 35.0527 | 39.2227 | 39.4969   | 19.0    |
| 0.2158        | 14.0  | 2954  | 0.3474          | 40.666  | 35.5759 | 39.6311 | 39.9267   | 19.0    |
| 0.1882        | 15.0  | 3165  | 0.3488          | 40.4267 | 35.2551 | 39.2486 | 39.5608   | 19.0    |
| 0.1882        | 16.0  | 3376  | 0.3547          | 40.6478 | 35.5519 | 39.6034 | 39.8449   | 19.0    |
| 0.1612        | 17.0  | 3587  | 0.3616          | 40.7061 | 35.8348 | 39.8034 | 40.0508   | 19.0    |
| 0.1612        | 18.0  | 3798  | 0.3621          | 40.7052 | 35.8514 | 39.7689 | 40.0123   | 19.0    |
| 0.1434        | 19.0  | 4009  | 0.3632          | 40.5196 | 35.649  | 39.5977 | 39.8099   | 19.0    |
| 0.1434        | 20.0  | 4220  | 0.3667          | 40.8356 | 35.9832 | 39.9295 | 40.1647   | 19.0    |
| 0.1434        | 21.0  | 4431  | 0.3711          | 40.75   | 35.7893 | 39.7533 | 40.0671   | 19.0    |
| 0.1248        | 22.0  | 4642  | 0.3714          | 40.6404 | 35.8139 | 39.6508 | 39.9206   | 19.0    |
| 0.1248        | 23.0  | 4853  | 0.3720          | 40.596  | 35.7999 | 39.7515 | 39.9484   | 19.0    |
| 0.1097        | 24.0  | 5064  | 0.3766          | 40.6635 | 35.8029 | 39.8031 | 40.023    | 19.0    |
| 0.1097        | 25.0  | 5275  | 0.3841          | 40.6312 | 35.7811 | 39.7593 | 40.0159   | 19.0    |
| 0.1097        | 26.0  | 5486  | 0.3874          | 40.6912 | 35.85   | 39.7479 | 40.0379   | 19.0    |
| 0.0994        | 27.0  | 5697  | 0.3840          | 40.7263 | 35.9777 | 39.8711 | 40.1549   | 19.0    |
| 0.0994        | 28.0  | 5908  | 0.3935          | 40.7512 | 35.8443 | 39.7654 | 40.052    | 19.0    |
| 0.0877        | 29.0  | 6119  | 0.3942          | 40.801  | 35.9741 | 39.8594 | 40.0986   | 19.0    |
| 0.0877        | 30.0  | 6330  | 0.3977          | 40.9239 | 36.1363 | 40.0563 | 40.319    | 19.0    |
| 0.0786        | 31.0  | 6541  | 0.4009          | 40.8977 | 36.1534 | 40.0016 | 40.2385   | 19.0    |
| 0.0786        | 32.0  | 6752  | 0.3996          | 40.7816 | 36.1552 | 39.9214 | 40.1717   | 19.0    |
| 0.0786        | 33.0  | 6963  | 0.4023          | 40.9965 | 36.3464 | 40.1217 | 40.3481   | 19.0    |
| 0.0723        | 34.0  | 7174  | 0.4086          | 40.8352 | 36.1049 | 39.8852 | 40.142    | 19.0    |
| 0.0723        | 35.0  | 7385  | 0.4048          | 40.9399 | 36.2465 | 40.0545 | 40.3178   | 19.0    |
| 0.0654        | 36.0  | 7596  | 0.4097          | 40.9975 | 36.2784 | 40.0802 | 40.3726   | 19.0    |
| 0.0654        | 37.0  | 7807  | 0.4117          | 40.851  | 36.1677 | 40.0313 | 40.3027   | 19.0    |
| 0.0592        | 38.0  | 8018  | 0.4164          | 40.9427 | 36.2783 | 40.1323 | 40.4087   | 19.0    |
| 0.0592        | 39.0  | 8229  | 0.4187          | 40.6632 | 36.0088 | 39.8049 | 40.0361   | 19.0    |
| 0.0592        | 40.0  | 8440  | 0.4188          | 41.008  | 36.3243 | 40.1924 | 40.466    | 19.0    |
| 0.0557        | 41.0  | 8651  | 0.4244          | 40.887  | 36.2373 | 40.0544 | 40.3017   | 19.0    |
| 0.0557        | 42.0  | 8862  | 0.4219          | 40.8024 | 36.1323 | 39.9768 | 40.2685   | 19.0    |
| 0.0516        | 43.0  | 9073  | 0.4234          | 40.7758 | 36.1291 | 39.9284 | 40.1658   | 19.0    |
| 0.0516        | 44.0  | 9284  | 0.4268          | 40.8067 | 36.1192 | 39.9735 | 40.212    | 19.0    |
| 0.0516        | 45.0  | 9495  | 0.4229          | 40.8445 | 36.0577 | 39.9435 | 40.1851   | 19.0    |
| 0.0473        | 46.0  | 9706  | 0.4343          | 40.7118 | 36.1068 | 39.9453 | 40.1875   | 19.0    |
| 0.0473        | 47.0  | 9917  | 0.4311          | 40.7688 | 36.0953 | 39.9612 | 40.1921   | 19.0    |
| 0.0438        | 48.0  | 10128 | 0.4376          | 40.9327 | 36.2236 | 40.0164 | 40.2675   | 19.0    |
| 0.0438        | 49.0  | 10339 | 0.4360          | 41.0039 | 36.3548 | 40.0958 | 40.3716   | 19.0    |
| 0.0408        | 50.0  | 10550 | 0.4418          | 40.9386 | 36.3116 | 40.0052 | 40.2586   | 19.0    |
| 0.0408        | 51.0  | 10761 | 0.4436          | 41.0744 | 36.421  | 40.1518 | 40.4014   | 19.0    |
| 0.0408        | 52.0  | 10972 | 0.4427          | 41.1198 | 36.4495 | 40.2116 | 40.4505   | 19.0    |
| 0.0382        | 53.0  | 11183 | 0.4428          | 41.0544 | 36.4075 | 40.1852 | 40.4269   | 19.0    |
| 0.0382        | 54.0  | 11394 | 0.4468          | 41.0366 | 36.3513 | 40.1403 | 40.361    | 19.0    |
| 0.0354        | 55.0  | 11605 | 0.4463          | 40.9558 | 36.3748 | 40.1348 | 40.3447   | 19.0    |
| 0.0354        | 56.0  | 11816 | 0.4508          | 40.8857 | 36.3143 | 40.0455 | 40.2318   | 19.0    |
| 0.0338        | 57.0  | 12027 | 0.4544          | 40.8272 | 36.244  | 40.0023 | 40.2384   | 19.0    |
| 0.0338        | 58.0  | 12238 | 0.4555          | 40.9537 | 36.1908 | 40.0228 | 40.2483   | 19.0    |
| 0.0338        | 59.0  | 12449 | 0.4521          | 40.9258 | 36.1708 | 40.0611 | 40.3071   | 19.0    |
| 0.031         | 60.0  | 12660 | 0.4555          | 40.8837 | 36.147  | 40.0305 | 40.2382   | 19.0    |
| 0.031         | 61.0  | 12871 | 0.4566          | 40.9297 | 36.2576 | 40.09   | 40.2747   | 19.0    |
| 0.0307        | 62.0  | 13082 | 0.4562          | 40.8585 | 36.2582 | 40.0722 | 40.25     | 19.0    |
| 0.0307        | 63.0  | 13293 | 0.4592          | 40.9201 | 36.2751 | 40.0861 | 40.3269   | 19.0    |
| 0.0281        | 64.0  | 13504 | 0.4567          | 40.9232 | 36.2481 | 40.0753 | 40.3216   | 19.0    |
| 0.0281        | 65.0  | 13715 | 0.4606          | 41.0077 | 36.3489 | 40.1395 | 40.3744   | 19.0    |
| 0.0281        | 66.0  | 13926 | 0.4649          | 41.0042 | 36.5452 | 40.2019 | 40.4466   | 19.0    |
| 0.0263        | 67.0  | 14137 | 0.4674          | 40.9152 | 36.4575 | 40.2074 | 40.4128   | 19.0    |
| 0.0263        | 68.0  | 14348 | 0.4638          | 40.9942 | 36.4242 | 40.2192 | 40.4164   | 19.0    |
| 0.0258        | 69.0  | 14559 | 0.4652          | 41.0026 | 36.3871 | 40.1336 | 40.3569   | 19.0    |
| 0.0258        | 70.0  | 14770 | 0.4683          | 40.9275 | 36.4236 | 40.0798 | 40.3247   | 19.0    |
| 0.0258        | 71.0  | 14981 | 0.4729          | 40.9299 | 36.2989 | 40.1179 | 40.3533   | 19.0    |
| 0.0245        | 72.0  | 15192 | 0.4713          | 40.8745 | 36.2617 | 40.0829 | 40.3073   | 19.0    |
| 0.0245        | 73.0  | 15403 | 0.4720          | 40.9534 | 36.4602 | 40.1804 | 40.4279   | 19.0    |
| 0.0231        | 74.0  | 15614 | 0.4762          | 41.055  | 36.552  | 40.2672 | 40.5027   | 19.0    |
| 0.0231        | 75.0  | 15825 | 0.4776          | 40.939  | 36.492  | 40.1735 | 40.3718   | 19.0    |
| 0.0219        | 76.0  | 16036 | 0.4814          | 41.0543 | 36.6498 | 40.3146 | 40.5381   | 19.0    |
| 0.0219        | 77.0  | 16247 | 0.4826          | 41.0015 | 36.5925 | 40.2389 | 40.4813   | 19.0    |
| 0.0219        | 78.0  | 16458 | 0.4840          | 41.0486 | 36.6352 | 40.3106 | 40.5603   | 19.0    |
| 0.0213        | 79.0  | 16669 | 0.4848          | 40.9784 | 36.4886 | 40.1903 | 40.439    | 19.0    |
| 0.0213        | 80.0  | 16880 | 0.4910          | 41.175  | 36.6854 | 40.3474 | 40.5917   | 19.0    |
| 0.0204        | 81.0  | 17091 | 0.4843          | 41.0851 | 36.5354 | 40.3005 | 40.5392   | 19.0    |
| 0.0204        | 82.0  | 17302 | 0.4847          | 41.2714 | 36.6856 | 40.4516 | 40.672    | 19.0    |
| 0.0196        | 83.0  | 17513 | 0.4860          | 40.9692 | 36.3916 | 40.1273 | 40.3602   | 19.0    |
| 0.0196        | 84.0  | 17724 | 0.4870          | 40.9497 | 36.3933 | 40.1057 | 40.3926   | 19.0    |
| 0.0196        | 85.0  | 17935 | 0.4827          | 41.0823 | 36.5005 | 40.2376 | 40.4651   | 19.0    |
| 0.019         | 86.0  | 18146 | 0.4889          | 41.1902 | 36.6614 | 40.3848 | 40.6069   | 19.0    |
| 0.019         | 87.0  | 18357 | 0.4890          | 41.186  | 36.6136 | 40.4576 | 40.6462   | 19.0    |
| 0.0179        | 88.0  | 18568 | 0.4940          | 41.1593 | 36.5153 | 40.377  | 40.5727   | 19.0    |
| 0.0179        | 89.0  | 18779 | 0.4908          | 40.9712 | 36.43   | 40.1811 | 40.3797   | 19.0    |
| 0.0179        | 90.0  | 18990 | 0.4914          | 41.0358 | 36.4656 | 40.1936 | 40.4449   | 19.0    |
| 0.0176        | 91.0  | 19201 | 0.4924          | 40.8918 | 36.3329 | 40.0398 | 40.2895   | 19.0    |
| 0.0176        | 92.0  | 19412 | 0.4913          | 41.0889 | 36.3829 | 40.213  | 40.4163   | 19.0    |
| 0.0168        | 93.0  | 19623 | 0.4939          | 41.048  | 36.407  | 40.1863 | 40.4131   | 19.0    |
| 0.0168        | 94.0  | 19834 | 0.4996          | 41.0211 | 36.3687 | 40.1492 | 40.3375   | 19.0    |
| 0.016         | 95.0  | 20045 | 0.5000          | 40.8562 | 36.2496 | 39.9959 | 40.2259   | 19.0    |
| 0.016         | 96.0  | 20256 | 0.4989          | 41.0123 | 36.3468 | 40.1217 | 40.3407   | 19.0    |
| 0.016         | 97.0  | 20467 | 0.5004          | 41.0992 | 36.4577 | 40.1794 | 40.4175   | 19.0    |
| 0.0163        | 98.0  | 20678 | 0.5009          | 41.0319 | 36.3625 | 40.1331 | 40.3442   | 19.0    |
| 0.0163        | 99.0  | 20889 | 0.4978          | 40.8888 | 36.238  | 40.0311 | 40.2348   | 19.0    |
| 0.0154        | 100.0 | 21100 | 0.5059          | 40.9034 | 36.2802 | 40.033  | 40.2534   | 19.0    |
| 0.0154        | 101.0 | 21311 | 0.5026          | 41.0808 | 36.4192 | 40.211  | 40.4242   | 19.0    |
| 0.0148        | 102.0 | 21522 | 0.5043          | 41.1898 | 36.4732 | 40.3336 | 40.5495   | 19.0    |
| 0.0148        | 103.0 | 21733 | 0.5062          | 41.216  | 36.6109 | 40.408  | 40.6201   | 19.0    |
| 0.0148        | 104.0 | 21944 | 0.5076          | 40.9136 | 36.2326 | 40.043  | 40.274    | 19.0    |
| 0.0142        | 105.0 | 22155 | 0.5085          | 41.1476 | 36.5099 | 40.3444 | 40.5131   | 19.0    |
| 0.0142        | 106.0 | 22366 | 0.5087          | 41.1    | 36.4271 | 40.2888 | 40.4809   | 19.0    |
| 0.0137        | 107.0 | 22577 | 0.5083          | 40.8868 | 36.2128 | 40.0356 | 40.2519   | 19.0    |
| 0.0137        | 108.0 | 22788 | 0.5097          | 41.0436 | 36.4065 | 40.2004 | 40.4431   | 19.0    |
| 0.0137        | 109.0 | 22999 | 0.5113          | 41.1789 | 36.617  | 40.3938 | 40.5925   | 19.0    |
| 0.0137        | 110.0 | 23210 | 0.5127          | 40.989  | 36.3659 | 40.1097 | 40.3074   | 19.0    |
| 0.0137        | 111.0 | 23421 | 0.5144          | 41.0157 | 36.3607 | 40.1239 | 40.3237   | 19.0    |
| 0.0132        | 112.0 | 23632 | 0.5153          | 40.9412 | 36.3165 | 40.0601 | 40.283    | 19.0    |
| 0.0132        | 113.0 | 23843 | 0.5127          | 41.011  | 36.3343 | 40.1059 | 40.3317   | 19.0    |
| 0.0138        | 114.0 | 24054 | 0.5174          | 40.9507 | 36.3226 | 40.0426 | 40.2821   | 19.0    |
| 0.0138        | 115.0 | 24265 | 0.5172          | 40.9169 | 36.2471 | 40.0189 | 40.2581   | 19.0    |
| 0.0138        | 116.0 | 24476 | 0.5191          | 40.9621 | 36.2937 | 40.0859 | 40.2872   | 19.0    |
| 0.0129        | 117.0 | 24687 | 0.5164          | 40.9124 | 36.2428 | 40.0247 | 40.2636   | 19.0    |
| 0.0129        | 118.0 | 24898 | 0.5217          | 40.8482 | 36.2412 | 39.983  | 40.2084   | 19.0    |
| 0.0131        | 119.0 | 25109 | 0.5191          | 40.9377 | 36.3549 | 40.0702 | 40.303    | 19.0    |
| 0.0131        | 120.0 | 25320 | 0.5206          | 41.0878 | 36.5262 | 40.2577 | 40.4903   | 19.0    |
| 0.0123        | 121.0 | 25531 | 0.5223          | 40.9777 | 36.4348 | 40.1438 | 40.3255   | 19.0    |
| 0.0123        | 122.0 | 25742 | 0.5200          | 40.9512 | 36.2822 | 40.0795 | 40.2998   | 19.0    |
| 0.0123        | 123.0 | 25953 | 0.5244          | 40.9508 | 36.3301 | 40.0726 | 40.3256   | 19.0    |
| 0.0125        | 124.0 | 26164 | 0.5225          | 41.1733 | 36.4561 | 40.3336 | 40.5512   | 19.0    |
| 0.0125        | 125.0 | 26375 | 0.5240          | 41.0364 | 36.4154 | 40.189  | 40.4268   | 19.0    |
| 0.0118        | 126.0 | 26586 | 0.5246          | 41.1267 | 36.4904 | 40.3025 | 40.5672   | 19.0    |
| 0.0118        | 127.0 | 26797 | 0.5214          | 40.9609 | 36.417  | 40.1255 | 40.3472   | 19.0    |
| 0.0125        | 128.0 | 27008 | 0.5196          | 41.1335 | 36.4937 | 40.3248 | 40.5371   | 19.0    |
| 0.0125        | 129.0 | 27219 | 0.5214          | 41.1757 | 36.606  | 40.3908 | 40.6112   | 19.0    |
| 0.0125        | 130.0 | 27430 | 0.5190          | 41.1436 | 36.5116 | 40.344  | 40.5505   | 19.0    |
| 0.012         | 131.0 | 27641 | 0.5227          | 41.0854 | 36.5638 | 40.2975 | 40.5342   | 19.0    |
| 0.012         | 132.0 | 27852 | 0.5233          | 41.0652 | 36.5087 | 40.2447 | 40.4784   | 19.0    |
| 0.0117        | 133.0 | 28063 | 0.5251          | 41.1272 | 36.4621 | 40.2664 | 40.4917   | 19.0    |
| 0.0117        | 134.0 | 28274 | 0.5215          | 41.1819 | 36.5561 | 40.3583 | 40.5515   | 19.0    |
| 0.0117        | 135.0 | 28485 | 0.5219          | 41.1615 | 36.5308 | 40.323  | 40.5283   | 19.0    |
| 0.0116        | 136.0 | 28696 | 0.5228          | 41.0947 | 36.4701 | 40.2537 | 40.4725   | 19.0    |
| 0.0116        | 137.0 | 28907 | 0.5211          | 41.1187 | 36.4948 | 40.2711 | 40.4957   | 19.0    |
| 0.0114        | 138.0 | 29118 | 0.5219          | 41.0826 | 36.4684 | 40.2557 | 40.4678   | 19.0    |
| 0.0114        | 139.0 | 29329 | 0.5223          | 41.1453 | 36.5356 | 40.3132 | 40.5333   | 19.0    |
| 0.0111        | 140.0 | 29540 | 0.5237          | 41.1055 | 36.4938 | 40.2656 | 40.4907   | 19.0    |
| 0.0111        | 141.0 | 29751 | 0.5241          | 41.1391 | 36.4983 | 40.2896 | 40.5215   | 19.0    |
| 0.0111        | 142.0 | 29962 | 0.5243          | 41.1702 | 36.5621 | 40.3401 | 40.5579   | 19.0    |
| 0.0112        | 143.0 | 30173 | 0.5242          | 41.1499 | 36.5609 | 40.3355 | 40.5387   | 19.0    |
| 0.0112        | 144.0 | 30384 | 0.5236          | 41.1261 | 36.5274 | 40.3011 | 40.522    | 19.0    |
| 0.011         | 145.0 | 30595 | 0.5240          | 41.1174 | 36.4917 | 40.2739 | 40.5043   | 19.0    |
| 0.011         | 146.0 | 30806 | 0.5248          | 41.1174 | 36.4917 | 40.2739 | 40.5043   | 19.0    |
| 0.0106        | 147.0 | 31017 | 0.5241          | 41.1174 | 36.4917 | 40.2739 | 40.5043   | 19.0    |
| 0.0106        | 148.0 | 31228 | 0.5243          | 41.1174 | 36.4917 | 40.2739 | 40.5043   | 19.0    |
| 0.0106        | 149.0 | 31439 | 0.5245          | 41.1174 | 36.4917 | 40.2739 | 40.5043   | 19.0    |
| 0.0105        | 150.0 | 31650 | 0.5246          | 41.1174 | 36.4917 | 40.2739 | 40.5043   | 19.0    |


### Framework versions

- Transformers 4.38.1
- Pytorch 2.1.2
- Datasets 2.1.0
- Tokenizers 0.15.2