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# bert-base-cased-finetuned-ner-cadec

This model is a fine-tuned version of [bert-base-cased](https://huggingface.co/bert-base-cased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5960
- Precision: 0.6145
- Recall: 0.6931
- F1: 0.6514
- Accuracy: 0.9158
- Adr Precision: 0.5972
- Adr Recall: 0.7167
- Adr F1: 0.6515
- Disease Precision: 0.1613
- Disease Recall: 0.2
- Disease F1: 0.1786
- Drug Precision: 0.9042
- Drug Recall: 0.9321
- Drug F1: 0.9179
- Finding Precision: 0.375
- Finding Recall: 0.2174
- Finding F1: 0.2752
- Symptom Precision: 0.2895
- Symptom Recall: 0.4074
- Symptom F1: 0.3385
- B-adr Precision: 0.7488
- B-adr Recall: 0.8177
- B-adr F1: 0.7817
- B-disease Precision: 0.2083
- B-disease Recall: 0.2
- B-disease F1: 0.2041
- B-drug Precision: 0.9512
- B-drug Recall: 0.9630
- B-drug F1: 0.9571
- B-finding Precision: 0.5882
- B-finding Recall: 0.3030
- B-finding F1: 0.4000
- B-symptom Precision: 0.5769
- B-symptom Recall: 0.5556
- B-symptom F1: 0.5660
- I-adr Precision: 0.5822
- I-adr Recall: 0.694
- I-adr F1: 0.6332
- I-disease Precision: 0.1667
- I-disease Recall: 0.2083
- I-disease F1: 0.1852
- I-drug Precision: 0.9096
- I-drug Recall: 0.9321
- I-drug F1: 0.9207
- I-finding Precision: 0.4194
- I-finding Recall: 0.2281
- I-finding F1: 0.2955
- I-symptom Precision: 0.16
- I-symptom Recall: 0.3077
- I-symptom F1: 0.2105
- Macro Avg F1: 0.5154
- Weighted Avg F1: 0.7079

## 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: 40

### Training results

| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1     | Accuracy | Adr Precision | Adr Recall | Adr F1 | Disease Precision | Disease Recall | Disease F1 | Drug Precision | Drug Recall | Drug F1 | Finding Precision | Finding Recall | Finding F1 | Symptom Precision | Symptom Recall | Symptom F1 | B-adr Precision | B-adr Recall | B-adr F1 | B-disease Precision | B-disease Recall | B-disease F1 | B-drug Precision | B-drug Recall | B-drug F1 | B-finding Precision | B-finding Recall | B-finding F1 | B-symptom Precision | B-symptom Recall | B-symptom F1 | I-adr Precision | I-adr Recall | I-adr F1 | I-disease Precision | I-disease Recall | I-disease F1 | I-drug Precision | I-drug Recall | I-drug F1 | I-finding Precision | I-finding Recall | I-finding F1 | I-symptom Precision | I-symptom Recall | I-symptom F1 | Macro Avg F1 | Weighted Avg F1 |
|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|:-------------:|:----------:|:------:|:-----------------:|:--------------:|:----------:|:--------------:|:-----------:|:-------:|:-----------------:|:--------------:|:----------:|:-----------------:|:--------------:|:----------:|:---------------:|:------------:|:--------:|:-------------------:|:----------------:|:------------:|:----------------:|:-------------:|:---------:|:-------------------:|:----------------:|:------------:|:-------------------:|:----------------:|:------------:|:---------------:|:------------:|:--------:|:-------------------:|:----------------:|:------------:|:----------------:|:-------------:|:---------:|:-------------------:|:----------------:|:------------:|:-------------------:|:----------------:|:------------:|:------------:|:---------------:|
| No log        | 1.0   | 125  | 0.3119          | 0.4995    | 0.6195 | 0.5531 | 0.8982   | 0.4482        | 0.6567     | 0.5328 | 0.0968            | 0.12           | 0.1071     | 0.8108         | 0.9259      | 0.8646  | 0.0               | 0.0            | 0.0        | 0.0               | 0.0            | 0.0        | 0.6662          | 0.7947       | 0.7248   | 0.5                 | 0.04             | 0.0741       | 0.8966           | 0.9630        | 0.9286    | 0.0                 | 0.0              | 0.0          | 0.0                 | 0.0              | 0.0          | 0.4471          | 0.634        | 0.5244   | 0.0645              | 0.0833           | 0.0727       | 0.8389           | 0.9321        | 0.8830    | 0.0                 | 0.0              | 0.0          | 0.0                 | 0.0              | 0.0          | 0.3208       | 0.6051          |
| No log        | 2.0   | 250  | 0.2753          | 0.5678    | 0.6591 | 0.6101 | 0.9080   | 0.5287        | 0.6917     | 0.5993 | 0.1667            | 0.28           | 0.2090     | 0.8895         | 0.9444      | 0.9162  | 0.2174            | 0.0725         | 0.1087     | 0.6667            | 0.0741         | 0.1333     | 0.7216          | 0.7982       | 0.7580   | 0.3333              | 0.28             | 0.3043       | 0.9290           | 0.9691        | 0.9486    | 0.5                 | 0.1212           | 0.1951       | 0.6667              | 0.0741           | 0.1333       | 0.5211          | 0.668        | 0.5855   | 0.2105              | 0.3333           | 0.2581       | 0.8947           | 0.9444        | 0.9189    | 0.3571              | 0.0877           | 0.1408       | 0.0                 | 0.0              | 0.0          | 0.4243       | 0.6632          |
| No log        | 3.0   | 375  | 0.2933          | 0.5759    | 0.6659 | 0.6176 | 0.9068   | 0.5568        | 0.6867     | 0.6149 | 0.1273            | 0.28           | 0.175      | 0.8629         | 0.9321      | 0.8961  | 0.2955            | 0.1884         | 0.2301     | 0.7143            | 0.1852         | 0.2941     | 0.7267          | 0.7858       | 0.7551   | 0.1795              | 0.28             | 0.2188       | 0.9181           | 0.9691        | 0.9429    | 0.7407              | 0.3030           | 0.4301       | 0.8571              | 0.2222           | 0.3529       | 0.5486          | 0.666        | 0.6016   | 0.16                | 0.3333           | 0.2162       | 0.8889           | 0.9383        | 0.9129    | 0.4333              | 0.2281           | 0.2989       | 0.0                 | 0.0              | 0.0          | 0.4729       | 0.6831          |
| 0.2637        | 4.0   | 500  | 0.3117          | 0.5807    | 0.6602 | 0.6179 | 0.9105   | 0.5554        | 0.6683     | 0.6067 | 0.1304            | 0.24           | 0.1690     | 0.8686         | 0.9383      | 0.9021  | 0.3265            | 0.2319         | 0.2712     | 0.6667            | 0.2963         | 0.4103     | 0.7310          | 0.7982       | 0.7631   | 0.2188              | 0.28             | 0.2456       | 0.9181           | 0.9691        | 0.9429    | 0.6774              | 0.3182           | 0.4330       | 0.8889              | 0.2963           | 0.4444       | 0.5517          | 0.64         | 0.5926   | 0.1795              | 0.2917           | 0.2222       | 0.8786           | 0.9383        | 0.9075    | 0.4324              | 0.2807           | 0.3404       | 0.3333              | 0.0769           | 0.125        | 0.5017       | 0.6873          |
| 0.2637        | 5.0   | 625  | 0.3290          | 0.5881    | 0.6693 | 0.6261 | 0.9114   | 0.5636        | 0.6867     | 0.6191 | 0.1579            | 0.24           | 0.1905     | 0.8802         | 0.9074      | 0.8936  | 0.2857            | 0.2029         | 0.2373     | 0.6               | 0.4444         | 0.5106     | 0.7192          | 0.8071       | 0.7606   | 0.28                | 0.28             | 0.28         | 0.9509           | 0.9568        | 0.9538    | 0.6562              | 0.3182           | 0.4286       | 0.8                 | 0.4444           | 0.5714       | 0.5583          | 0.67         | 0.6091   | 0.2414              | 0.2917           | 0.2642       | 0.9130           | 0.9074        | 0.9102    | 0.3333              | 0.2456           | 0.2828       | 0.8571              | 0.4615           | 0.6          | 0.5661       | 0.6978          |
| 0.2637        | 6.0   | 750  | 0.3484          | 0.5547    | 0.6489 | 0.5981 | 0.9061   | 0.5310        | 0.6417     | 0.5811 | 0.1765            | 0.36           | 0.2368     | 0.8994         | 0.9383      | 0.9184  | 0.3243            | 0.1739         | 0.2264     | 0.2941            | 0.5556         | 0.3846     | 0.7249          | 0.7929       | 0.7574   | 0.2093              | 0.36             | 0.2647       | 0.9398           | 0.9630        | 0.9512    | 0.6667              | 0.2121           | 0.3218       | 0.6296              | 0.6296           | 0.6296       | 0.5391          | 0.634        | 0.5827   | 0.1739              | 0.3333           | 0.2286       | 0.9042           | 0.9321        | 0.9179    | 0.3667              | 0.1930           | 0.2529       | 0.1842              | 0.5385           | 0.2745       | 0.5181       | 0.6811          |
| 0.2637        | 7.0   | 875  | 0.3724          | 0.5410    | 0.6727 | 0.5997 | 0.9065   | 0.5164        | 0.6833     | 0.5882 | 0.1714            | 0.24           | 0.2000     | 0.8655         | 0.9136      | 0.8889  | 0.3269            | 0.2464         | 0.2810     | 0.2826            | 0.4815         | 0.3562     | 0.6933          | 0.8442       | 0.7614   | 0.25                | 0.24             | 0.2449       | 0.9277           | 0.9506        | 0.9390    | 0.6286              | 0.3333           | 0.4356       | 0.6667              | 0.5926           | 0.6275       | 0.5329          | 0.664        | 0.5913   | 0.2333              | 0.2917           | 0.2593       | 0.8810           | 0.9136        | 0.8970    | 0.375               | 0.2632           | 0.3093       | 0.1818              | 0.4615           | 0.2609       | 0.5326       | 0.6885          |
| 0.0793        | 8.0   | 1000 | 0.3738          | 0.6018    | 0.6727 | 0.6353 | 0.9135   | 0.5743        | 0.6633     | 0.6156 | 0.25              | 0.2            | 0.2222     | 0.8869         | 0.9198      | 0.9030  | 0.3699            | 0.3913         | 0.3803     | 0.4545            | 0.5556         | 0.5        | 0.7492          | 0.7823       | 0.7654   | 0.2778              | 0.2              | 0.2326       | 0.9448           | 0.9506        | 0.9477    | 0.58                | 0.4394           | 0.5          | 0.625               | 0.5556           | 0.5882       | 0.5671          | 0.642        | 0.6023   | 0.3571              | 0.2083           | 0.2632       | 0.9085           | 0.9198        | 0.9141    | 0.4179              | 0.4912           | 0.4516       | 0.2778              | 0.3846           | 0.3226       | 0.5588       | 0.7034          |
| 0.0793        | 9.0   | 1125 | 0.4368          | 0.5911    | 0.6614 | 0.6243 | 0.9077   | 0.5673        | 0.6533     | 0.6073 | 0.1667            | 0.32           | 0.2192     | 0.8779         | 0.9321      | 0.9042  | 0.3659            | 0.2174         | 0.2727     | 0.5               | 0.6667         | 0.5714     | 0.7441          | 0.7770       | 0.7602   | 0.2143              | 0.36             | 0.2687       | 0.9235           | 0.9691        | 0.9458    | 0.64                | 0.2424           | 0.3516       | 0.68                | 0.6296           | 0.6538       | 0.5622          | 0.624        | 0.5915   | 0.1707              | 0.2917           | 0.2154       | 0.9096           | 0.9321        | 0.9207    | 0.4167              | 0.2632           | 0.3226       | 0.3043              | 0.5385           | 0.3889       | 0.5419       | 0.6894          |
| 0.0793        | 10.0  | 1250 | 0.4367          | 0.5972    | 0.6784 | 0.6352 | 0.9113   | 0.5623        | 0.6917     | 0.6203 | 0.2258            | 0.28           | 0.25       | 0.9207         | 0.9321      | 0.9264  | 0.3421            | 0.1884         | 0.2430     | 0.4062            | 0.4815         | 0.4407     | 0.7171          | 0.8301       | 0.7695   | 0.28                | 0.28             | 0.28         | 0.9509           | 0.9568        | 0.9538    | 0.6333              | 0.2879           | 0.3958       | 0.8235              | 0.5185           | 0.6364       | 0.5717          | 0.678        | 0.6203   | 0.2143              | 0.25             | 0.2308       | 0.9146           | 0.9259        | 0.9202    | 0.4074              | 0.1930           | 0.2619       | 0.25                | 0.3846           | 0.3030       | 0.5372       | 0.7016          |
| 0.0793        | 11.0  | 1375 | 0.4405          | 0.5978    | 0.6784 | 0.6355 | 0.9118   | 0.5663        | 0.6833     | 0.6193 | 0.1714            | 0.24           | 0.2000     | 0.9036         | 0.9259      | 0.9146  | 0.4286            | 0.2609         | 0.3243     | 0.4286            | 0.5556         | 0.4839     | 0.7254          | 0.7947       | 0.7584   | 0.2308              | 0.24             | 0.2353       | 0.9625           | 0.9506        | 0.9565    | 0.5938              | 0.2879           | 0.3878       | 0.6429              | 0.6667           | 0.6545       | 0.5714          | 0.672        | 0.6176   | 0.1613              | 0.2083           | 0.1818       | 0.9091           | 0.9259        | 0.9174    | 0.4706              | 0.2807           | 0.3516       | 0.25                | 0.3846           | 0.3030       | 0.5364       | 0.6986          |
| 0.0302        | 12.0  | 1500 | 0.4536          | 0.6151    | 0.6716 | 0.6421 | 0.9154   | 0.5859        | 0.6767     | 0.6280 | 0.2               | 0.2            | 0.2000     | 0.9036         | 0.9259      | 0.9146  | 0.4074            | 0.3188         | 0.3577     | 0.3846            | 0.3704         | 0.3774     | 0.7442          | 0.7982       | 0.7703   | 0.2632              | 0.2              | 0.2273       | 0.9627           | 0.9568        | 0.9598    | 0.5952              | 0.3788           | 0.4630       | 0.75                | 0.4444           | 0.5581       | 0.5742          | 0.658        | 0.6132   | 0.2174              | 0.2083           | 0.2128       | 0.9146           | 0.9259        | 0.9202    | 0.4565              | 0.3684           | 0.4078       | 0.1875              | 0.2308           | 0.2069       | 0.5339       | 0.7050          |
| 0.0302        | 13.0  | 1625 | 0.4545          | 0.6216    | 0.6920 | 0.6549 | 0.9147   | 0.5886        | 0.7033     | 0.6409 | 0.2222            | 0.24           | 0.2308     | 0.9325         | 0.9383      | 0.9354  | 0.4091            | 0.2609         | 0.3186     | 0.4062            | 0.4815         | 0.4407     | 0.7492          | 0.8035       | 0.7754   | 0.24                | 0.24             | 0.24         | 0.975            | 0.9630        | 0.9689    | 0.5897              | 0.3485           | 0.4381       | 0.6667              | 0.5185           | 0.5833       | 0.5762          | 0.688        | 0.6272   | 0.2083              | 0.2083           | 0.2083       | 0.9325           | 0.9383        | 0.9354    | 0.5152              | 0.2982           | 0.3778       | 0.2857              | 0.4615           | 0.3529       | 0.5507       | 0.7133          |
| 0.0302        | 14.0  | 1750 | 0.4876          | 0.5982    | 0.6761 | 0.6348 | 0.9136   | 0.5718        | 0.69       | 0.6254 | 0.1515            | 0.2            | 0.1724     | 0.8988         | 0.9321      | 0.9152  | 0.3636            | 0.2319         | 0.2832     | 0.3793            | 0.4074         | 0.3929     | 0.7291          | 0.8195       | 0.7717   | 0.2                 | 0.2              | 0.2000       | 0.9455           | 0.9630        | 0.9541    | 0.5882              | 0.3030           | 0.4000       | 0.75                | 0.5556           | 0.6383       | 0.5676          | 0.672        | 0.6154   | 0.1613              | 0.2083           | 0.1818       | 0.9042           | 0.9321        | 0.9179    | 0.4167              | 0.2632           | 0.3226       | 0.1765              | 0.2308           | 0.2000       | 0.5202       | 0.7002          |
| 0.0302        | 15.0  | 1875 | 0.5015          | 0.5958    | 0.6795 | 0.6349 | 0.9118   | 0.5592        | 0.685      | 0.6157 | 0.2               | 0.2            | 0.2000     | 0.8830         | 0.9321      | 0.9069  | 0.4255            | 0.2899         | 0.3448     | 0.4483            | 0.4815         | 0.4643     | 0.7252          | 0.8265       | 0.7725   | 0.2381              | 0.2              | 0.2174       | 0.9286           | 0.9630        | 0.9455    | 0.6154              | 0.3636           | 0.4571       | 0.7143              | 0.5556           | 0.6250       | 0.5466          | 0.668        | 0.6013   | 0.2083              | 0.2083           | 0.2083       | 0.8988           | 0.9321        | 0.9152    | 0.4474              | 0.2982           | 0.3579       | 0.2778              | 0.3846           | 0.3226       | 0.5423       | 0.6999          |
| 0.0138        | 16.0  | 2000 | 0.5115          | 0.6038    | 0.6784 | 0.6389 | 0.9122   | 0.5836        | 0.6867     | 0.6309 | 0.2188            | 0.28           | 0.2456     | 0.9096         | 0.9321      | 0.9207  | 0.4048            | 0.2464         | 0.3063     | 0.2609            | 0.4444         | 0.3288     | 0.7517          | 0.8035       | 0.7767   | 0.25                | 0.28             | 0.2642       | 0.9568           | 0.9568        | 0.9568    | 0.5405              | 0.3030           | 0.3883       | 0.5517              | 0.5926           | 0.5714       | 0.5673          | 0.666        | 0.6127   | 0.2069              | 0.25             | 0.2264       | 0.9036           | 0.9259        | 0.9146    | 0.5                 | 0.2982           | 0.3736       | 0.1379              | 0.3077           | 0.1905       | 0.5275       | 0.7028          |
| 0.0138        | 17.0  | 2125 | 0.5120          | 0.6181    | 0.6874 | 0.6509 | 0.9161   | 0.5810        | 0.6933     | 0.6322 | 0.1852            | 0.2            | 0.1923     | 0.8994         | 0.9383      | 0.9184  | 0.5385            | 0.3043         | 0.3889     | 0.4194            | 0.4815         | 0.4483     | 0.7335          | 0.8088       | 0.7694   | 0.2083              | 0.2              | 0.2041       | 0.9398           | 0.9630        | 0.9512    | 0.6667              | 0.3333           | 0.4444       | 0.7273              | 0.5926           | 0.6531       | 0.5799          | 0.668        | 0.6208   | 0.1923              | 0.2083           | 0.2          | 0.9157           | 0.9383        | 0.9268    | 0.6364              | 0.3684           | 0.4667       | 0.25                | 0.3077           | 0.2759       | 0.5512       | 0.7098          |
| 0.0138        | 18.0  | 2250 | 0.5226          | 0.6088    | 0.6874 | 0.6457 | 0.9140   | 0.5679        | 0.6967     | 0.6257 | 0.2               | 0.2            | 0.2000     | 0.8935         | 0.9321      | 0.9124  | 0.5882            | 0.2899         | 0.3883     | 0.3939            | 0.4815         | 0.4333     | 0.7233          | 0.8142       | 0.7660   | 0.2381              | 0.2              | 0.2174       | 0.9455           | 0.9630        | 0.9541    | 0.6774              | 0.3182           | 0.4330       | 0.6667              | 0.5926           | 0.6275       | 0.5552          | 0.674        | 0.6089   | 0.2174              | 0.2083           | 0.2128       | 0.9042           | 0.9321        | 0.9179    | 0.6071              | 0.2982           | 0.4          | 0.2381              | 0.3846           | 0.2941       | 0.5432       | 0.7016          |
| 0.0138        | 19.0  | 2375 | 0.5139          | 0.6151    | 0.6806 | 0.6462 | 0.9148   | 0.5862        | 0.6917     | 0.6346 | 0.1923            | 0.2            | 0.1961     | 0.8935         | 0.9321      | 0.9124  | 0.4419            | 0.2754         | 0.3393     | 0.3548            | 0.4074         | 0.3793     | 0.7463          | 0.8018       | 0.7730   | 0.2381              | 0.2              | 0.2174       | 0.9398           | 0.9630        | 0.9512    | 0.6216              | 0.3485           | 0.4466       | 0.6364              | 0.5185           | 0.5714       | 0.5697          | 0.67         | 0.6158   | 0.2083              | 0.2083           | 0.2083       | 0.9152           | 0.9321        | 0.9235    | 0.5                 | 0.2982           | 0.3736       | 0.2                 | 0.3077           | 0.2424       | 0.5323       | 0.7047          |
| 0.0087        | 20.0  | 2500 | 0.5420          | 0.5994    | 0.6795 | 0.6369 | 0.9129   | 0.5646        | 0.6917     | 0.6217 | 0.2083            | 0.2            | 0.2041     | 0.8882         | 0.9321      | 0.9096  | 0.4615            | 0.2609         | 0.3333     | 0.3333            | 0.4074         | 0.3667     | 0.7167          | 0.8106       | 0.7608   | 0.25                | 0.2              | 0.2222       | 0.9398           | 0.9630        | 0.9512    | 0.6                 | 0.3182           | 0.4158       | 0.7143              | 0.5556           | 0.6250       | 0.5572          | 0.682        | 0.6133   | 0.2174              | 0.2083           | 0.2128       | 0.9042           | 0.9321        | 0.9179    | 0.5                 | 0.2632           | 0.3448       | 0.2273              | 0.3846           | 0.2857       | 0.5350       | 0.6981          |
| 0.0087        | 21.0  | 2625 | 0.5395          | 0.6113    | 0.6840 | 0.6456 | 0.9121   | 0.5773        | 0.6967     | 0.6314 | 0.1786            | 0.2            | 0.1887     | 0.9207         | 0.9321      | 0.9264  | 0.4857            | 0.2464         | 0.3269     | 0.3514            | 0.4815         | 0.4062     | 0.7237          | 0.8159       | 0.7671   | 0.2083              | 0.2              | 0.2041       | 0.9627           | 0.9568        | 0.9598    | 0.6333              | 0.2879           | 0.3958       | 0.6154              | 0.5926           | 0.6038       | 0.5675          | 0.664        | 0.6120   | 0.2                 | 0.2083           | 0.2041       | 0.9264           | 0.9321        | 0.9292    | 0.5926              | 0.2807           | 0.3810       | 0.24                | 0.4615           | 0.3158       | 0.5373       | 0.7018          |
| 0.0087        | 22.0  | 2750 | 0.5431          | 0.6174    | 0.6908 | 0.6521 | 0.9158   | 0.5868        | 0.71       | 0.6425 | 0.1724            | 0.2            | 0.1852     | 0.9036         | 0.9259      | 0.9146  | 0.4706            | 0.2319         | 0.3107     | 0.3939            | 0.4815         | 0.4333     | 0.7391          | 0.8071       | 0.7716   | 0.2273              | 0.2              | 0.2128       | 0.9571           | 0.9630        | 0.9600    | 0.625               | 0.3030           | 0.4082       | 0.6154              | 0.5926           | 0.6038       | 0.5712          | 0.69         | 0.6250   | 0.1923              | 0.2083           | 0.2          | 0.9146           | 0.9259        | 0.9202    | 0.5                 | 0.2281           | 0.3133       | 0.2273              | 0.3846           | 0.2857       | 0.5300       | 0.7045          |
| 0.0087        | 23.0  | 2875 | 0.5375          | 0.6111    | 0.7010 | 0.6530 | 0.9168   | 0.5741        | 0.7167     | 0.6375 | 0.1667            | 0.16           | 0.1633     | 0.9207         | 0.9321      | 0.9264  | 0.4348            | 0.2899         | 0.3478     | 0.4667            | 0.5185         | 0.4912     | 0.7182          | 0.8301       | 0.7701   | 0.25                | 0.2              | 0.2222       | 0.9627           | 0.9568        | 0.9598    | 0.6216              | 0.3485           | 0.4466       | 0.6957              | 0.5926           | 0.6400       | 0.5731          | 0.69         | 0.6261   | 0.2105              | 0.1667           | 0.1860       | 0.9146           | 0.9259        | 0.9202    | 0.5                 | 0.3158           | 0.3871       | 0.2632              | 0.3846           | 0.3125       | 0.5471       | 0.7093          |
| 0.0049        | 24.0  | 3000 | 0.5681          | 0.6144    | 0.6965 | 0.6529 | 0.9134   | 0.5905        | 0.7233     | 0.6502 | 0.1724            | 0.2            | 0.1852     | 0.8935         | 0.9321      | 0.9124  | 0.3438            | 0.1594         | 0.2178     | 0.3889            | 0.5185         | 0.4444     | 0.7254          | 0.8230       | 0.7711   | 0.2174              | 0.2              | 0.2083       | 0.9451           | 0.9568        | 0.9509    | 0.6296              | 0.2576           | 0.3656       | 0.6538              | 0.6296           | 0.6415       | 0.5802          | 0.702        | 0.6353   | 0.1786              | 0.2083           | 0.1923       | 0.9096           | 0.9321        | 0.9207    | 0.4348              | 0.1754           | 0.2500       | 0.24                | 0.4615           | 0.3158       | 0.5252       | 0.7034          |
| 0.0049        | 25.0  | 3125 | 0.5550          | 0.6216    | 0.7089 | 0.6624 | 0.9169   | 0.5954        | 0.7283     | 0.6552 | 0.1724            | 0.2            | 0.1852     | 0.9259         | 0.9259      | 0.9259  | 0.4524            | 0.2754         | 0.3423     | 0.375             | 0.5556         | 0.4478     | 0.7362          | 0.8248       | 0.7780   | 0.2273              | 0.2              | 0.2128       | 0.9688           | 0.9568        | 0.9627    | 0.6216              | 0.3485           | 0.4466       | 0.6                 | 0.6667           | 0.6316       | 0.5867          | 0.704        | 0.6400   | 0.1923              | 0.2083           | 0.2          | 0.9259           | 0.9259        | 0.9259    | 0.5                 | 0.2807           | 0.3596       | 0.2308              | 0.4615           | 0.3077       | 0.5465       | 0.7162          |
| 0.0049        | 26.0  | 3250 | 0.5581          | 0.6149    | 0.6908 | 0.6507 | 0.9155   | 0.5947        | 0.7117     | 0.6480 | 0.1786            | 0.2            | 0.1887     | 0.8982         | 0.9259      | 0.9119  | 0.3659            | 0.2174         | 0.2727     | 0.3421            | 0.4815         | 0.4000     | 0.7431          | 0.8088       | 0.7746   | 0.2273              | 0.2              | 0.2128       | 0.9509           | 0.9568        | 0.9538    | 0.6364              | 0.3182           | 0.4242       | 0.5769              | 0.5556           | 0.5660       | 0.5833          | 0.7          | 0.6364   | 0.1852              | 0.2083           | 0.1961       | 0.9036           | 0.9259        | 0.9146    | 0.4643              | 0.2281           | 0.3059       | 0.24                | 0.4615           | 0.3158       | 0.5300       | 0.7079          |
| 0.0049        | 27.0  | 3375 | 0.5642          | 0.6164    | 0.6806 | 0.6469 | 0.9156   | 0.5895        | 0.6917     | 0.6365 | 0.1786            | 0.2            | 0.1887     | 0.8824         | 0.9259      | 0.9036  | 0.4722            | 0.2464         | 0.3238     | 0.3784            | 0.5185         | 0.4375     | 0.7529          | 0.7982       | 0.7749   | 0.2273              | 0.2              | 0.2128       | 0.9398           | 0.9630        | 0.9512    | 0.7                 | 0.3182           | 0.4375       | 0.6538              | 0.6296           | 0.6415       | 0.5774          | 0.664        | 0.6177   | 0.1786              | 0.2083           | 0.1923       | 0.9036           | 0.9259        | 0.9146    | 0.4839              | 0.2632           | 0.3409       | 0.2083              | 0.3846           | 0.2703       | 0.5354       | 0.7046          |
| 0.0036        | 28.0  | 3500 | 0.5611          | 0.6256    | 0.6965 | 0.6592 | 0.9153   | 0.5919        | 0.7083     | 0.6449 | 0.2               | 0.2            | 0.2000     | 0.9157         | 0.9383      | 0.9268  | 0.5122            | 0.3043         | 0.3818     | 0.3636            | 0.4444         | 0.4000     | 0.7384          | 0.8142       | 0.7744   | 0.2273              | 0.2              | 0.2128       | 0.9509           | 0.9568        | 0.9538    | 0.5897              | 0.3485           | 0.4381       | 0.64                | 0.5926           | 0.6154       | 0.5859          | 0.696        | 0.6362   | 0.2                 | 0.2083           | 0.2041       | 0.9264           | 0.9321        | 0.9292    | 0.5625              | 0.3158           | 0.4045       | 0.1579              | 0.2308           | 0.1875       | 0.5356       | 0.7133          |
| 0.0036        | 29.0  | 3625 | 0.5777          | 0.6308    | 0.6965 | 0.6620 | 0.9138   | 0.6112        | 0.71       | 0.6569 | 0.1818            | 0.24           | 0.2069     | 0.9048         | 0.9383      | 0.9212  | 0.5               | 0.2754         | 0.3551     | 0.3077            | 0.4444         | 0.3636     | 0.7614          | 0.7965       | 0.7785   | 0.2                 | 0.24             | 0.2182       | 0.9455           | 0.9630        | 0.9541    | 0.625               | 0.3030           | 0.4082       | 0.5714              | 0.5926           | 0.5818       | 0.5808          | 0.69         | 0.6307   | 0.1724              | 0.2083           | 0.1887       | 0.9157           | 0.9383        | 0.9268    | 0.5161              | 0.2807           | 0.3636       | 0.16                | 0.3077           | 0.2105       | 0.5261       | 0.7096          |
| 0.0036        | 30.0  | 3750 | 0.5546          | 0.6388    | 0.6931 | 0.6649 | 0.9169   | 0.6049        | 0.7017     | 0.6497 | 0.1786            | 0.2            | 0.1887     | 0.9268         | 0.9383      | 0.9325  | 0.5135            | 0.2754         | 0.3585     | 0.4545            | 0.5556         | 0.5        | 0.7615          | 0.7912       | 0.7760   | 0.2                 | 0.2              | 0.2000       | 0.9689           | 0.9630        | 0.9659    | 0.6                 | 0.3182           | 0.4158       | 0.6667              | 0.5926           | 0.6275       | 0.5914          | 0.686        | 0.6352   | 0.1852              | 0.2083           | 0.1961       | 0.9325           | 0.9383        | 0.9354    | 0.5667              | 0.2982           | 0.3908       | 0.2632              | 0.3846           | 0.3125       | 0.5455       | 0.7149          |
| 0.0036        | 31.0  | 3875 | 0.5646          | 0.6142    | 0.6976 | 0.6532 | 0.9170   | 0.5891        | 0.7217     | 0.6487 | 0.1875            | 0.24           | 0.2105     | 0.9152         | 0.9321      | 0.9235  | 0.3784            | 0.2029         | 0.2642     | 0.3529            | 0.4444         | 0.3934     | 0.7378          | 0.8265       | 0.7796   | 0.2727              | 0.24             | 0.2553       | 0.9568           | 0.9568        | 0.9568    | 0.6552              | 0.2879           | 0.4          | 0.6522              | 0.5556           | 0.6          | 0.5796          | 0.706        | 0.6366   | 0.1852              | 0.2083           | 0.1961       | 0.9207           | 0.9321        | 0.9264    | 0.4483              | 0.2281           | 0.3023       | 0.2273              | 0.3846           | 0.2857       | 0.5339       | 0.7111          |
| 0.0032        | 32.0  | 4000 | 0.5708          | 0.6198    | 0.7033 | 0.6589 | 0.9166   | 0.5870        | 0.725      | 0.6488 | 0.1923            | 0.2            | 0.1961     | 0.9268         | 0.9383      | 0.9325  | 0.5               | 0.2609         | 0.3429     | 0.3143            | 0.4074         | 0.3548     | 0.7228          | 0.8354       | 0.7750   | 0.2273              | 0.2              | 0.2128       | 0.9688           | 0.9568        | 0.9627    | 0.6176              | 0.3182           | 0.4200       | 0.6                 | 0.5556           | 0.5769       | 0.5870          | 0.702        | 0.6393   | 0.2083              | 0.2083           | 0.2083       | 0.9207           | 0.9321        | 0.9264    | 0.5517              | 0.2807           | 0.3721       | 0.1905              | 0.3077           | 0.2353       | 0.5329       | 0.7130          |
| 0.0032        | 33.0  | 4125 | 0.5836          | 0.6207    | 0.6931 | 0.6549 | 0.9149   | 0.5950        | 0.71       | 0.6474 | 0.1875            | 0.24           | 0.2105     | 0.9157         | 0.9383      | 0.9268  | 0.4286            | 0.2174         | 0.2885     | 0.3514            | 0.4815         | 0.4062     | 0.7428          | 0.8177       | 0.7784   | 0.2222              | 0.24             | 0.2308       | 0.9571           | 0.9630        | 0.9600    | 0.6                 | 0.2727           | 0.3750       | 0.6154              | 0.5926           | 0.6038       | 0.5874          | 0.692        | 0.6354   | 0.1724              | 0.2083           | 0.1887       | 0.9157           | 0.9383        | 0.9268    | 0.4483              | 0.2281           | 0.3023       | 0.1905              | 0.3077           | 0.2353       | 0.5237       | 0.7088          |
| 0.0032        | 34.0  | 4250 | 0.5745          | 0.6213    | 0.6931 | 0.6552 | 0.9168   | 0.5961        | 0.7133     | 0.6495 | 0.1724            | 0.2            | 0.1852     | 0.9212         | 0.9383      | 0.9297  | 0.4054            | 0.2174         | 0.2830     | 0.3333            | 0.4444         | 0.3810     | 0.7476          | 0.8230       | 0.7835   | 0.2083              | 0.2              | 0.2041       | 0.9630           | 0.9630        | 0.9630    | 0.5938              | 0.2879           | 0.3878       | 0.625               | 0.5556           | 0.5882       | 0.5891          | 0.694        | 0.6373   | 0.1852              | 0.2083           | 0.1961       | 0.9212           | 0.9383        | 0.9297    | 0.4828              | 0.2456           | 0.3256       | 0.1739              | 0.3077           | 0.2222       | 0.5237       | 0.7125          |
| 0.0032        | 35.0  | 4375 | 0.5777          | 0.6122    | 0.6920 | 0.6497 | 0.9160   | 0.5871        | 0.7133     | 0.6441 | 0.1724            | 0.2            | 0.1852     | 0.9212         | 0.9383      | 0.9297  | 0.3846            | 0.2174         | 0.2778     | 0.3056            | 0.4074         | 0.3492     | 0.7373          | 0.8248       | 0.7786   | 0.2083              | 0.2              | 0.2041       | 0.9630           | 0.9630        | 0.9630    | 0.5758              | 0.2879           | 0.3838       | 0.6522              | 0.5556           | 0.6          | 0.5786          | 0.692        | 0.6302   | 0.1852              | 0.2083           | 0.1961       | 0.9212           | 0.9383        | 0.9297    | 0.4516              | 0.2456           | 0.3182       | 0.1739              | 0.3077           | 0.2222       | 0.5226       | 0.7083          |
| 0.0022        | 36.0  | 4500 | 0.5876          | 0.6171    | 0.6954 | 0.6539 | 0.9170   | 0.5970        | 0.7183     | 0.6520 | 0.1613            | 0.2            | 0.1786     | 0.9207         | 0.9321      | 0.9264  | 0.4               | 0.2319         | 0.2936     | 0.2895            | 0.4074         | 0.3385     | 0.7484          | 0.8212       | 0.7831   | 0.2                 | 0.2              | 0.2000       | 0.9627           | 0.9568        | 0.9598    | 0.5714              | 0.3030           | 0.3960       | 0.6                 | 0.5556           | 0.5769       | 0.5875          | 0.698        | 0.6380   | 0.1724              | 0.2083           | 0.1887       | 0.9207           | 0.9321        | 0.9264    | 0.4516              | 0.2456           | 0.3182       | 0.1538              | 0.3077           | 0.2051       | 0.5192       | 0.7115          |
| 0.0022        | 37.0  | 4625 | 0.5922          | 0.6194    | 0.6931 | 0.6542 | 0.9153   | 0.5975        | 0.715      | 0.6510 | 0.1613            | 0.2            | 0.1786     | 0.9207         | 0.9321      | 0.9264  | 0.4103            | 0.2319         | 0.2963     | 0.3056            | 0.4074         | 0.3492     | 0.7549          | 0.8124       | 0.7826   | 0.2                 | 0.2              | 0.2000       | 0.9627           | 0.9568        | 0.9598    | 0.5882              | 0.3030           | 0.4000       | 0.6                 | 0.5556           | 0.5769       | 0.5728          | 0.692        | 0.6268   | 0.1786              | 0.2083           | 0.1923       | 0.9207           | 0.9321        | 0.9264    | 0.4516              | 0.2456           | 0.3182       | 0.1667              | 0.3077           | 0.2162       | 0.5199       | 0.7081          |
| 0.0022        | 38.0  | 4750 | 0.5959          | 0.6136    | 0.6942 | 0.6514 | 0.9152   | 0.5961        | 0.7183     | 0.6515 | 0.1613            | 0.2            | 0.1786     | 0.9042         | 0.9321      | 0.9179  | 0.375             | 0.2174         | 0.2752     | 0.2895            | 0.4074         | 0.3385     | 0.7408          | 0.8195       | 0.7782   | 0.2                 | 0.2              | 0.2000       | 0.9512           | 0.9630        | 0.9571    | 0.5882              | 0.3030           | 0.4000       | 0.5769              | 0.5556           | 0.5660       | 0.5819          | 0.696        | 0.6339   | 0.1724              | 0.2083           | 0.1887       | 0.9042           | 0.9321        | 0.9179    | 0.4194              | 0.2281           | 0.2955       | 0.16                | 0.3077           | 0.2105       | 0.5148       | 0.7065          |
| 0.0022        | 39.0  | 4875 | 0.5967          | 0.6132    | 0.6931 | 0.6507 | 0.9156   | 0.5964        | 0.7167     | 0.6510 | 0.1562            | 0.2            | 0.1754     | 0.9096         | 0.9321      | 0.9207  | 0.375             | 0.2174         | 0.2752     | 0.2821            | 0.4074         | 0.3333     | 0.7444          | 0.8195       | 0.7801   | 0.2                 | 0.2              | 0.2000       | 0.9571           | 0.9630        | 0.9600    | 0.5882              | 0.3030           | 0.4000       | 0.5556              | 0.5556           | 0.5556       | 0.5839          | 0.696        | 0.6350   | 0.1667              | 0.2083           | 0.1852       | 0.9096           | 0.9321        | 0.9207    | 0.4194              | 0.2281           | 0.2955       | 0.16                | 0.3077           | 0.2105       | 0.5143       | 0.7079          |
| 0.0017        | 40.0  | 5000 | 0.5960          | 0.6145    | 0.6931 | 0.6514 | 0.9158   | 0.5972        | 0.7167     | 0.6515 | 0.1613            | 0.2            | 0.1786     | 0.9042         | 0.9321      | 0.9179  | 0.375             | 0.2174         | 0.2752     | 0.2895            | 0.4074         | 0.3385     | 0.7488          | 0.8177       | 0.7817   | 0.2083              | 0.2              | 0.2041       | 0.9512           | 0.9630        | 0.9571    | 0.5882              | 0.3030           | 0.4000       | 0.5769              | 0.5556           | 0.5660       | 0.5822          | 0.694        | 0.6332   | 0.1667              | 0.2083           | 0.1852       | 0.9096           | 0.9321        | 0.9207    | 0.4194              | 0.2281           | 0.2955       | 0.16                | 0.3077           | 0.2105       | 0.5154       | 0.7079          |


### Framework versions

- Transformers 4.35.2
- Pytorch 2.1.0+cu118
- Datasets 2.15.0
- Tokenizers 0.15.0

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "metrics": ["precision", "recall", "f1", "accuracy"], "base_model": "bert-base-cased", "model-index": [{"name": "bert-base-cased-finetuned-ner-cadec", "results": []}]}
transformers tensorboard safetensors bert token-classification generated_from_trainer base_model:bert-base-cased license:apache-2.0 autotrain_compatible endpoints_compatible region:us