File size: 36,368 Bytes
2dc4d32
b2c1429
 
2dc4d32
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerui-pt-pl30-1
  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. -->

# nerui-pt-pl30-1

This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co./indolem/indobert-base-uncased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0541
- Location Precision: 0.9244
- Location Recall: 0.9483
- Location F1: 0.9362
- Location Number: 116
- Organization Precision: 0.9608
- Organization Recall: 0.9304
- Organization F1: 0.9453
- Organization Number: 158
- Person Precision: 0.9762
- Person Recall: 0.9919
- Person F1: 0.9840
- Person Number: 124
- Overall Precision: 0.9548
- Overall Recall: 0.9548
- Overall F1: 0.9548
- Overall Accuracy: 0.9907

## 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: 5e-05
- train_batch_size: 16
- eval_batch_size: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100.0

### Training results

| Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.8833        | 1.0   | 96   | 0.4193          | 0.0                | 0.0             | 0.0         | 116             | 0.2982                 | 0.1076              | 0.1581          | 158                 | 0.2830           | 0.1210        | 0.1695    | 124           | 0.2857            | 0.0804         | 0.1255     | 0.8501           |
| 0.3788        | 2.0   | 192  | 0.2375          | 0.344              | 0.3707          | 0.3568      | 116             | 0.5535                 | 0.5570              | 0.5552          | 158                 | 0.5562           | 0.7581        | 0.6416    | 124           | 0.4967            | 0.5653         | 0.5288     | 0.9286           |
| 0.2233        | 3.0   | 288  | 0.1220          | 0.7008             | 0.7672          | 0.7325      | 116             | 0.6649                 | 0.7785              | 0.7172          | 158                 | 0.8897           | 0.9758        | 0.9308    | 124           | 0.7433            | 0.8367         | 0.7872     | 0.9618           |
| 0.1473        | 4.0   | 384  | 0.0942          | 0.7609             | 0.9052          | 0.8268      | 116             | 0.7403                 | 0.8481              | 0.7906          | 158                 | 0.976            | 0.9839        | 0.9799    | 124           | 0.8131            | 0.9070         | 0.8575     | 0.9712           |
| 0.118         | 5.0   | 480  | 0.0602          | 0.9027             | 0.8793          | 0.8908      | 116             | 0.8452                 | 0.8987              | 0.8712          | 158                 | 0.9683           | 0.9839        | 0.976     | 124           | 0.8993            | 0.9196         | 0.9093     | 0.9822           |
| 0.1004        | 6.0   | 576  | 0.0580          | 0.8254             | 0.8966          | 0.8595      | 116             | 0.8903                 | 0.8734              | 0.8818          | 158                 | 0.9457           | 0.9839        | 0.9644    | 124           | 0.8878            | 0.9146         | 0.9010     | 0.9808           |
| 0.0894        | 7.0   | 672  | 0.0506          | 0.9091             | 0.8621          | 0.8850      | 116             | 0.8563                 | 0.9051              | 0.88            | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9082            | 0.9196         | 0.9139     | 0.9824           |
| 0.078         | 8.0   | 768  | 0.0490          | 0.8618             | 0.9138          | 0.8870      | 116             | 0.9091                 | 0.8861              | 0.8974          | 158                 | 0.976            | 0.9839        | 0.9799    | 124           | 0.9154            | 0.9246         | 0.92       | 0.9841           |
| 0.0717        | 9.0   | 864  | 0.0516          | 0.8770             | 0.9224          | 0.8992      | 116             | 0.8780                 | 0.9114              | 0.8944          | 158                 | 0.9839           | 0.9839        | 0.9839    | 124           | 0.9098            | 0.9372         | 0.9233     | 0.9849           |
| 0.067         | 10.0  | 960  | 0.0548          | 0.8421             | 0.9655          | 0.8996      | 116             | 0.9252                 | 0.8608              | 0.8918          | 158                 | 0.9389           | 0.9919        | 0.9647    | 124           | 0.9027            | 0.9322         | 0.9172     | 0.9805           |
| 0.065         | 11.0  | 1056 | 0.0423          | 0.8740             | 0.9569          | 0.9136      | 116             | 0.9295                 | 0.9177              | 0.9236          | 158                 | 0.984            | 0.9919        | 0.9880    | 124           | 0.9289            | 0.9523         | 0.9404     | 0.9871           |
| 0.0574        | 12.0  | 1152 | 0.0379          | 0.8992             | 0.9224          | 0.9106      | 116             | 0.9467                 | 0.8987              | 0.9221          | 158                 | 0.984            | 0.9919        | 0.9880    | 124           | 0.9442            | 0.9347         | 0.9394     | 0.9890           |
| 0.0559        | 13.0  | 1248 | 0.0406          | 0.9237             | 0.9397          | 0.9316      | 116             | 0.9245                 | 0.9304              | 0.9274          | 158                 | 0.984            | 0.9919        | 0.9880    | 124           | 0.9428            | 0.9523         | 0.9475     | 0.9882           |
| 0.0508        | 14.0  | 1344 | 0.0465          | 0.9016             | 0.9483          | 0.9244      | 116             | 0.9408                 | 0.9051              | 0.9226          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.94              | 0.9447         | 0.9424     | 0.9876           |
| 0.0474        | 15.0  | 1440 | 0.0408          | 0.9328             | 0.9569          | 0.9447      | 116             | 0.925                  | 0.9367              | 0.9308          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9432            | 0.9598         | 0.9514     | 0.9876           |
| 0.0458        | 16.0  | 1536 | 0.0388          | 0.9322             | 0.9483          | 0.9402      | 116             | 0.9484                 | 0.9304              | 0.9393          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9524            | 0.9548         | 0.9536     | 0.9901           |
| 0.0456        | 17.0  | 1632 | 0.0464          | 0.9083             | 0.9397          | 0.9237      | 116             | 0.9080                 | 0.9367              | 0.9221          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9291            | 0.9548         | 0.9418     | 0.9876           |
| 0.0436        | 18.0  | 1728 | 0.0398          | 0.9322             | 0.9483          | 0.9402      | 116             | 0.9673                 | 0.9367              | 0.9518          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9597            | 0.9573         | 0.9585     | 0.9901           |
| 0.0412        | 19.0  | 1824 | 0.0421          | 0.9478             | 0.9397          | 0.9437      | 116             | 0.925                  | 0.9367              | 0.9308          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9453            | 0.9548         | 0.95       | 0.9890           |
| 0.0384        | 20.0  | 1920 | 0.0467          | 0.8908             | 0.9138          | 0.9021      | 116             | 0.8982                 | 0.9494              | 0.9231          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9177            | 0.9523         | 0.9346     | 0.9874           |
| 0.0369        | 21.0  | 2016 | 0.0414          | 0.9083             | 0.9397          | 0.9237      | 116             | 0.9308                 | 0.9367              | 0.9338          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9360            | 0.9548         | 0.9453     | 0.9893           |
| 0.0332        | 22.0  | 2112 | 0.0409          | 0.9                | 0.9310          | 0.9153      | 116             | 0.9423                 | 0.9304              | 0.9363          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9403            | 0.9497         | 0.9450     | 0.9887           |
| 0.035         | 23.0  | 2208 | 0.0373          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9610                 | 0.9367              | 0.9487          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9549            | 0.9573         | 0.9561     | 0.9909           |
| 0.0338        | 24.0  | 2304 | 0.0418          | 0.9091             | 0.9483          | 0.9283      | 116             | 0.9434                 | 0.9494              | 0.9464          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9433            | 0.9623         | 0.9527     | 0.9885           |
| 0.0331        | 25.0  | 2400 | 0.0457          | 0.9160             | 0.9397          | 0.9277      | 116             | 0.9226                 | 0.9051              | 0.9137          | 158                 | 0.9609           | 0.9919        | 0.9762    | 124           | 0.9328            | 0.9422         | 0.9375     | 0.9876           |
| 0.0287        | 26.0  | 2496 | 0.0488          | 0.9091             | 0.9483          | 0.9283      | 116             | 0.9412                 | 0.9114              | 0.9260          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9401            | 0.9472         | 0.9437     | 0.9882           |
| 0.0282        | 27.0  | 2592 | 0.0468          | 0.9160             | 0.9397          | 0.9277      | 116             | 0.9474                 | 0.9114              | 0.9290          | 158                 | 0.9683           | 0.9839        | 0.976     | 124           | 0.9446            | 0.9422         | 0.9434     | 0.9879           |
| 0.0282        | 28.0  | 2688 | 0.0433          | 0.9076             | 0.9310          | 0.9191      | 116             | 0.9494                 | 0.9494              | 0.9494          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9431            | 0.9573         | 0.9501     | 0.9896           |
| 0.0267        | 29.0  | 2784 | 0.0432          | 0.9076             | 0.9310          | 0.9191      | 116             | 0.9371                 | 0.9430              | 0.9401          | 158                 | 0.9609           | 0.9919        | 0.9762    | 124           | 0.9360            | 0.9548         | 0.9453     | 0.9885           |
| 0.0252        | 30.0  | 2880 | 0.0444          | 0.9231             | 0.9310          | 0.9270      | 116             | 0.9255                 | 0.9430              | 0.9342          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9406            | 0.9548         | 0.9476     | 0.9890           |
| 0.0238        | 31.0  | 2976 | 0.0432          | 0.9316             | 0.9397          | 0.9356      | 116             | 0.9487                 | 0.9367              | 0.9427          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9524            | 0.9548         | 0.9536     | 0.9896           |
| 0.0228        | 32.0  | 3072 | 0.0406          | 0.9237             | 0.9397          | 0.9316      | 116             | 0.9487                 | 0.9367              | 0.9427          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.95              | 0.9548         | 0.9524     | 0.9896           |
| 0.0231        | 33.0  | 3168 | 0.0506          | 0.9091             | 0.9483          | 0.9283      | 116             | 0.9477                 | 0.9177              | 0.9325          | 158                 | 0.976            | 0.9839        | 0.9799    | 124           | 0.9449            | 0.9472         | 0.9460     | 0.9893           |
| 0.0219        | 34.0  | 3264 | 0.0470          | 0.9310             | 0.9310          | 0.9310      | 116             | 0.9494                 | 0.9494              | 0.9494          | 158                 | 0.9603           | 0.9758        | 0.9680    | 124           | 0.9475            | 0.9523         | 0.9499     | 0.9901           |
| 0.021         | 35.0  | 3360 | 0.0477          | 0.9316             | 0.9397          | 0.9356      | 116             | 0.9487                 | 0.9367              | 0.9427          | 158                 | 0.9683           | 0.9839        | 0.976     | 124           | 0.9499            | 0.9523         | 0.9511     | 0.9901           |
| 0.0192        | 36.0  | 3456 | 0.0530          | 0.9098             | 0.9569          | 0.9328      | 116             | 0.9603                 | 0.9177              | 0.9385          | 158                 | 0.9683           | 0.9839        | 0.976     | 124           | 0.9474            | 0.9497         | 0.9486     | 0.9890           |
| 0.0208        | 37.0  | 3552 | 0.0456          | 0.9083             | 0.9397          | 0.9237      | 116             | 0.9416                 | 0.9177              | 0.9295          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9425            | 0.9472         | 0.9449     | 0.9893           |
| 0.0193        | 38.0  | 3648 | 0.0423          | 0.9091             | 0.9483          | 0.9283      | 116             | 0.9610                 | 0.9367              | 0.9487          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9501            | 0.9573         | 0.9537     | 0.9909           |
| 0.0181        | 39.0  | 3744 | 0.0417          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9613                 | 0.9430              | 0.9521          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.955             | 0.9598         | 0.9574     | 0.9907           |
| 0.0196        | 40.0  | 3840 | 0.0464          | 0.9160             | 0.9397          | 0.9277      | 116             | 0.9494                 | 0.9494              | 0.9494          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9479            | 0.9598         | 0.9538     | 0.9898           |
| 0.0179        | 41.0  | 3936 | 0.0444          | 0.9083             | 0.9397          | 0.9237      | 116             | 0.9484                 | 0.9304              | 0.9393          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9451            | 0.9523         | 0.9487     | 0.9896           |
| 0.018         | 42.0  | 4032 | 0.0539          | 0.9076             | 0.9310          | 0.9191      | 116             | 0.9542                 | 0.9241              | 0.9389          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9449            | 0.9472         | 0.9460     | 0.9890           |
| 0.017         | 43.0  | 4128 | 0.0420          | 0.9391             | 0.9310          | 0.9351      | 116             | 0.9554                 | 0.9494              | 0.9524          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9549            | 0.9573         | 0.9561     | 0.9915           |
| 0.0153        | 44.0  | 4224 | 0.0505          | 0.9231             | 0.9310          | 0.9270      | 116             | 0.9545                 | 0.9304              | 0.9423          | 158                 | 0.9609           | 0.9919        | 0.9762    | 124           | 0.9474            | 0.9497         | 0.9486     | 0.9907           |
| 0.0162        | 45.0  | 4320 | 0.0496          | 0.8992             | 0.9224          | 0.9106      | 116             | 0.9551                 | 0.9430              | 0.9490          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9451            | 0.9523         | 0.9487     | 0.9898           |
| 0.0162        | 46.0  | 4416 | 0.0479          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9605                 | 0.9241              | 0.9419          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9523            | 0.9523         | 0.9523     | 0.9898           |
| 0.018         | 47.0  | 4512 | 0.0466          | 0.9231             | 0.9310          | 0.9270      | 116             | 0.9177                 | 0.9177              | 0.9177          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9377            | 0.9447         | 0.9412     | 0.9890           |
| 0.0164        | 48.0  | 4608 | 0.0476          | 0.9237             | 0.9397          | 0.9316      | 116             | 0.9542                 | 0.9241              | 0.9389          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9521            | 0.9497         | 0.9509     | 0.9896           |
| 0.015         | 49.0  | 4704 | 0.0472          | 0.9237             | 0.9397          | 0.9316      | 116             | 0.9613                 | 0.9430              | 0.9521          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9549            | 0.9573         | 0.9561     | 0.9909           |
| 0.0138        | 50.0  | 4800 | 0.0471          | 0.9316             | 0.9397          | 0.9356      | 116             | 0.9545                 | 0.9304              | 0.9423          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9547            | 0.9523         | 0.9535     | 0.9904           |
| 0.0149        | 51.0  | 4896 | 0.0501          | 0.9160             | 0.9397          | 0.9277      | 116             | 0.9671                 | 0.9304              | 0.9484          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9547            | 0.9523         | 0.9535     | 0.9901           |
| 0.0148        | 52.0  | 4992 | 0.0433          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9545                 | 0.9304              | 0.9423          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9524            | 0.9548         | 0.9536     | 0.9909           |
| 0.0149        | 53.0  | 5088 | 0.0447          | 0.9153             | 0.9310          | 0.9231      | 116             | 0.9542                 | 0.9241              | 0.9389          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9472            | 0.9472         | 0.9472     | 0.9898           |
| 0.0144        | 54.0  | 5184 | 0.0460          | 0.9322             | 0.9483          | 0.9402      | 116             | 0.9610                 | 0.9367              | 0.9487          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9549            | 0.9573         | 0.9561     | 0.9901           |
| 0.0135        | 55.0  | 5280 | 0.0508          | 0.9310             | 0.9310          | 0.9310      | 116             | 0.9434                 | 0.9494              | 0.9464          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9501            | 0.9573         | 0.9537     | 0.9904           |
| 0.0132        | 56.0  | 5376 | 0.0471          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9542                 | 0.9241              | 0.9389          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9523            | 0.9523         | 0.9523     | 0.9907           |
| 0.0125        | 57.0  | 5472 | 0.0480          | 0.9231             | 0.9310          | 0.9270      | 116             | 0.9613                 | 0.9430              | 0.9521          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9548            | 0.9548         | 0.9548     | 0.9909           |
| 0.0137        | 58.0  | 5568 | 0.0482          | 0.9167             | 0.9483          | 0.9322      | 116             | 0.9671                 | 0.9304              | 0.9484          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9524            | 0.9548         | 0.9536     | 0.9909           |
| 0.0113        | 59.0  | 5664 | 0.0461          | 0.9237             | 0.9397          | 0.9316      | 116             | 0.9673                 | 0.9367              | 0.9518          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9572            | 0.9548         | 0.9560     | 0.9901           |
| 0.0122        | 60.0  | 5760 | 0.0477          | 0.9160             | 0.9397          | 0.9277      | 116             | 0.9671                 | 0.9304              | 0.9484          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9547            | 0.9523         | 0.9535     | 0.9904           |
| 0.0112        | 61.0  | 5856 | 0.0491          | 0.9316             | 0.9397          | 0.9356      | 116             | 0.9610                 | 0.9367              | 0.9487          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9572            | 0.9548         | 0.9560     | 0.9907           |
| 0.0103        | 62.0  | 5952 | 0.0535          | 0.9231             | 0.9310          | 0.9270      | 116             | 0.9548                 | 0.9367              | 0.9457          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9523            | 0.9523         | 0.9523     | 0.9893           |
| 0.012         | 63.0  | 6048 | 0.0495          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9548                 | 0.9367              | 0.9457          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9525            | 0.9573         | 0.9549     | 0.9896           |
| 0.0117        | 64.0  | 6144 | 0.0491          | 0.9231             | 0.9310          | 0.9270      | 116             | 0.9304                 | 0.9304              | 0.9304          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9403            | 0.9497         | 0.9450     | 0.9904           |
| 0.0103        | 65.0  | 6240 | 0.0559          | 0.9076             | 0.9310          | 0.9191      | 116             | 0.9484                 | 0.9304              | 0.9393          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.945             | 0.9497         | 0.9474     | 0.9887           |
| 0.0116        | 66.0  | 6336 | 0.0506          | 0.9076             | 0.9310          | 0.9191      | 116             | 0.9490                 | 0.9430              | 0.9460          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9453            | 0.9548         | 0.95       | 0.9904           |
| 0.0105        | 67.0  | 6432 | 0.0469          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9545                 | 0.9304              | 0.9423          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9524            | 0.9548         | 0.9536     | 0.9909           |
| 0.0097        | 68.0  | 6528 | 0.0497          | 0.925              | 0.9569          | 0.9407      | 116             | 0.9608                 | 0.9304              | 0.9453          | 158                 | 0.976            | 0.9839        | 0.9799    | 124           | 0.9548            | 0.9548         | 0.9548     | 0.9909           |
| 0.0093        | 69.0  | 6624 | 0.0479          | 0.9316             | 0.9397          | 0.9356      | 116             | 0.9610                 | 0.9367              | 0.9487          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9572            | 0.9548         | 0.9560     | 0.9901           |
| 0.0093        | 70.0  | 6720 | 0.0478          | 0.9316             | 0.9397          | 0.9356      | 116             | 0.9610                 | 0.9367              | 0.9487          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9572            | 0.9548         | 0.9560     | 0.9901           |
| 0.01          | 71.0  | 6816 | 0.0444          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9613                 | 0.9430              | 0.9521          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.955             | 0.9598         | 0.9574     | 0.9912           |
| 0.0096        | 72.0  | 6912 | 0.0423          | 0.9478             | 0.9397          | 0.9437      | 116             | 0.9490                 | 0.9430              | 0.9460          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9573            | 0.9573         | 0.9573     | 0.9918           |
| 0.0088        | 73.0  | 7008 | 0.0462          | 0.9322             | 0.9483          | 0.9402      | 116             | 0.9673                 | 0.9367              | 0.9518          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9597            | 0.9573         | 0.9585     | 0.9907           |
| 0.01          | 74.0  | 7104 | 0.0477          | 0.9316             | 0.9397          | 0.9356      | 116             | 0.9490                 | 0.9430              | 0.9460          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9525            | 0.9573         | 0.9549     | 0.9915           |
| 0.0083        | 75.0  | 7200 | 0.0490          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9542                 | 0.9241              | 0.9389          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9523            | 0.9523         | 0.9523     | 0.9907           |
| 0.0085        | 76.0  | 7296 | 0.0482          | 0.9167             | 0.9483          | 0.9322      | 116             | 0.9487                 | 0.9367              | 0.9427          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9478            | 0.9573         | 0.9525     | 0.9909           |
| 0.0091        | 77.0  | 7392 | 0.0496          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9610                 | 0.9367              | 0.9487          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9549            | 0.9573         | 0.9561     | 0.9912           |
| 0.0083        | 78.0  | 7488 | 0.0476          | 0.9237             | 0.9397          | 0.9316      | 116             | 0.9673                 | 0.9367              | 0.9518          | 158                 | 0.9683           | 0.9839        | 0.976     | 124           | 0.9547            | 0.9523         | 0.9535     | 0.9904           |
| 0.0087        | 79.0  | 7584 | 0.0494          | 0.9316             | 0.9397          | 0.9356      | 116             | 0.9423                 | 0.9304              | 0.9363          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9499            | 0.9523         | 0.9511     | 0.9898           |
| 0.0077        | 80.0  | 7680 | 0.0506          | 0.9316             | 0.9397          | 0.9356      | 116             | 0.9548                 | 0.9367              | 0.9457          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9548            | 0.9548         | 0.9548     | 0.9901           |
| 0.0086        | 81.0  | 7776 | 0.0518          | 0.9160             | 0.9397          | 0.9277      | 116             | 0.9299                 | 0.9241              | 0.9270          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.9380            | 0.9497         | 0.9438     | 0.9901           |
| 0.0072        | 82.0  | 7872 | 0.0560          | 0.9167             | 0.9483          | 0.9322      | 116             | 0.9477                 | 0.9177              | 0.9325          | 158                 | 0.9685           | 0.9919        | 0.9801    | 124           | 0.945             | 0.9497         | 0.9474     | 0.9896           |
| 0.008         | 83.0  | 7968 | 0.0515          | 0.9076             | 0.9310          | 0.9191      | 116             | 0.9548                 | 0.9367              | 0.9457          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9475            | 0.9523         | 0.9499     | 0.9904           |
| 0.0062        | 84.0  | 8064 | 0.0530          | 0.9076             | 0.9310          | 0.9191      | 116             | 0.9613                 | 0.9430              | 0.9521          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.95              | 0.9548         | 0.9524     | 0.9904           |
| 0.0071        | 85.0  | 8160 | 0.0524          | 0.9237             | 0.9397          | 0.9316      | 116             | 0.9673                 | 0.9367              | 0.9518          | 158                 | 0.9683           | 0.9839        | 0.976     | 124           | 0.9547            | 0.9523         | 0.9535     | 0.9904           |
| 0.007         | 86.0  | 8256 | 0.0543          | 0.9231             | 0.9310          | 0.9270      | 116             | 0.9548                 | 0.9367              | 0.9457          | 158                 | 0.9683           | 0.9839        | 0.976     | 124           | 0.9497            | 0.9497         | 0.9497     | 0.9907           |
| 0.0075        | 87.0  | 8352 | 0.0545          | 0.9237             | 0.9397          | 0.9316      | 116             | 0.9545                 | 0.9304              | 0.9423          | 158                 | 0.976            | 0.9839        | 0.9799    | 124           | 0.9521            | 0.9497         | 0.9509     | 0.9901           |
| 0.0085        | 88.0  | 8448 | 0.0537          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9608                 | 0.9304              | 0.9453          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9548            | 0.9548         | 0.9548     | 0.9904           |
| 0.009         | 89.0  | 8544 | 0.0536          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9542                 | 0.9241              | 0.9389          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9523            | 0.9523         | 0.9523     | 0.9904           |
| 0.0081        | 90.0  | 8640 | 0.0544          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9542                 | 0.9241              | 0.9389          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9523            | 0.9523         | 0.9523     | 0.9901           |
| 0.0083        | 91.0  | 8736 | 0.0534          | 0.9322             | 0.9483          | 0.9402      | 116             | 0.9608                 | 0.9304              | 0.9453          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9572            | 0.9548         | 0.9560     | 0.9907           |
| 0.0077        | 92.0  | 8832 | 0.0539          | 0.9322             | 0.9483          | 0.9402      | 116             | 0.9673                 | 0.9367              | 0.9518          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9597            | 0.9573         | 0.9585     | 0.9907           |
| 0.0071        | 93.0  | 8928 | 0.0541          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9605                 | 0.9241              | 0.9419          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9547            | 0.9523         | 0.9535     | 0.9901           |
| 0.0066        | 94.0  | 9024 | 0.0537          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9608                 | 0.9304              | 0.9453          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9548            | 0.9548         | 0.9548     | 0.9904           |
| 0.0073        | 95.0  | 9120 | 0.0551          | 0.925              | 0.9569          | 0.9407      | 116             | 0.9671                 | 0.9304              | 0.9484          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9573            | 0.9573         | 0.9573     | 0.9904           |
| 0.006         | 96.0  | 9216 | 0.0550          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9608                 | 0.9304              | 0.9453          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9548            | 0.9548         | 0.9548     | 0.9904           |
| 0.0068        | 97.0  | 9312 | 0.0545          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9542                 | 0.9241              | 0.9389          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9523            | 0.9523         | 0.9523     | 0.9901           |
| 0.0072        | 98.0  | 9408 | 0.0549          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9608                 | 0.9304              | 0.9453          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9548            | 0.9548         | 0.9548     | 0.9904           |
| 0.0062        | 99.0  | 9504 | 0.0542          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9608                 | 0.9304              | 0.9453          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9548            | 0.9548         | 0.9548     | 0.9907           |
| 0.0061        | 100.0 | 9600 | 0.0541          | 0.9244             | 0.9483          | 0.9362      | 116             | 0.9608                 | 0.9304              | 0.9453          | 158                 | 0.9762           | 0.9919        | 0.9840    | 124           | 0.9548            | 0.9548         | 0.9548     | 0.9907           |


### Framework versions

- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2