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# distilbert-base-uncased-finetuned-ner-cadec

This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5810
- Precision: 0.6034
- Recall: 0.6772
- F1: 0.6382
- Accuracy: 0.9089
- Adr Precision: 0.5748
- Adr Recall: 0.685
- Adr F1: 0.6251
- Disease Precision: 0.2069
- Disease Recall: 0.24
- Disease F1: 0.2222
- Drug Precision: 0.8830
- Drug Recall: 0.9321
- Drug F1: 0.9069
- Finding Precision: 0.34
- Finding Recall: 0.2464
- Finding F1: 0.2857
- Symptom Precision: 0.5
- Symptom Recall: 0.4815
- Symptom F1: 0.4906
- B-adr Precision: 0.7445
- B-adr Recall: 0.7735
- B-adr F1: 0.7587
- B-disease Precision: 0.2917
- B-disease Recall: 0.28
- B-disease F1: 0.2857
- B-drug Precision: 0.9394
- B-drug Recall: 0.9568
- B-drug F1: 0.9480
- B-finding Precision: 0.5278
- B-finding Recall: 0.2879
- B-finding F1: 0.3725
- B-symptom Precision: 0.8
- B-symptom Recall: 0.5926
- B-symptom F1: 0.6809
- I-adr Precision: 0.5640
- I-adr Recall: 0.6781
- I-adr F1: 0.6158
- I-disease Precision: 0.2609
- I-disease Recall: 0.3
- I-disease F1: 0.2791
- I-drug Precision: 0.8935
- I-drug Recall: 0.9321
- I-drug F1: 0.9124
- I-finding Precision: 0.4211
- I-finding Recall: 0.3077
- I-finding F1: 0.3556
- I-symptom Precision: 0.375
- I-symptom Recall: 0.4615
- I-symptom F1: 0.4138
- Macro Avg F1: 0.5622
- Weighted Avg F1: 0.7023

## 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  | 0.3451          | 0.4393    | 0.5323 | 0.4813 | 0.8879   | 0.3653        | 0.5467     | 0.4379 | 0.0               | 0.0            | 0.0        | 0.8256         | 0.8765      | 0.8503  | 0.0               | 0.0            | 0.0        | 0.0               | 0.0            | 0.0        | 0.6055          | 0.7469       | 0.6688   | 0.0                 | 0.0              | 0.0          | 0.9299           | 0.9012        | 0.9154    | 0.0                 | 0.0              | 0.0          | 0.0                 | 0.0              | 0.0          | 0.3752          | 0.5142       | 0.4338   | 0.0                 | 0.0              | 0.0          | 0.8412           | 0.8827        | 0.8614    | 0.0                 | 0.0              | 0.0          | 0.0                 | 0.0              | 0.0          | 0.2879       | 0.5549          |
| No log        | 2.0   | 250  | 0.2944          | 0.5341    | 0.6127 | 0.5707 | 0.9016   | 0.49          | 0.6533     | 0.5600 | 0.0               | 0.0            | 0.0        | 0.8869         | 0.9198      | 0.9030  | 0.0               | 0.0            | 0.0        | 0.0               | 0.0            | 0.0        | 0.6885          | 0.7823       | 0.7324   | 0.0                 | 0.0              | 0.0          | 0.9563           | 0.9444        | 0.9503    | 0.4286              | 0.0455           | 0.0822       | 0.0                 | 0.0              | 0.0          | 0.4883          | 0.6316       | 0.5508   | 0.0625              | 0.05             | 0.0556       | 0.8922           | 0.9198        | 0.9058    | 0.1905              | 0.0769           | 0.1096       | 0.0                 | 0.0              | 0.0          | 0.3387       | 0.6298          |
| No log        | 3.0   | 375  | 0.2897          | 0.5469    | 0.6410 | 0.5902 | 0.9043   | 0.5267        | 0.675      | 0.5917 | 0.0667            | 0.12           | 0.0857     | 0.8772         | 0.9259      | 0.9009  | 0.16              | 0.1159         | 0.1345     | 0.0               | 0.0            | 0.0        | 0.72            | 0.7965       | 0.7563   | 0.2632              | 0.2              | 0.2273       | 0.9333           | 0.9506        | 0.9419    | 0.5769              | 0.2273           | 0.3261       | 0.0                 | 0.0              | 0.0          | 0.5144          | 0.6498       | 0.5742   | 0.0286              | 0.05             | 0.0364       | 0.8994           | 0.9383        | 0.9184    | 0.2286              | 0.1538           | 0.1839       | 0.0                 | 0.0              | 0.0          | 0.3964       | 0.6619          |
| 0.3099        | 4.0   | 500  | 0.3058          | 0.5805    | 0.6410 | 0.6093 | 0.9074   | 0.5472        | 0.6667     | 0.6011 | 0.0952            | 0.08           | 0.0870     | 0.8862         | 0.9136      | 0.8997  | 0.2642            | 0.2029         | 0.2295     | 0.6667            | 0.0741         | 0.1333     | 0.7187          | 0.7823       | 0.7492   | 0.4167              | 0.2              | 0.2703       | 0.9448           | 0.9506        | 0.9477    | 0.5161              | 0.2424           | 0.3299       | 0.6667              | 0.0741           | 0.1333       | 0.5418          | 0.6296       | 0.5824   | 0.0833              | 0.05             | 0.0625       | 0.9146           | 0.9259        | 0.9202    | 0.3810              | 0.3077           | 0.3404       | 0.0                 | 0.0              | 0.0          | 0.4336       | 0.6713          |
| 0.3099        | 5.0   | 625  | 0.3154          | 0.5639    | 0.6444 | 0.6015 | 0.9084   | 0.5393        | 0.6633     | 0.5949 | 0.1143            | 0.16           | 0.1333     | 0.8976         | 0.9198      | 0.9085  | 0.2333            | 0.2029         | 0.2171     | 0.4               | 0.1481         | 0.2162     | 0.7223          | 0.7965       | 0.7576   | 0.3333              | 0.24             | 0.2791       | 0.9503           | 0.9444        | 0.9474    | 0.525               | 0.3182           | 0.3962       | 0.5714              | 0.1481           | 0.2353       | 0.5398          | 0.6457       | 0.5880   | 0.0741              | 0.1              | 0.0851       | 0.9091           | 0.9259        | 0.9174    | 0.3947              | 0.2885           | 0.3333       | 0.6667              | 0.1538           | 0.25         | 0.4789       | 0.6825          |
| 0.3099        | 6.0   | 750  | 0.3438          | 0.5723    | 0.6501 | 0.6087 | 0.9083   | 0.5589        | 0.6567     | 0.6038 | 0.1379            | 0.32           | 0.1928     | 0.9036         | 0.9259      | 0.9146  | 0.2449            | 0.1739         | 0.2034     | 0.4               | 0.3704         | 0.3846     | 0.7375          | 0.7805       | 0.7584   | 0.2353              | 0.32             | 0.2712       | 0.9506           | 0.9506        | 0.9506    | 0.64                | 0.2424           | 0.3516       | 0.7143              | 0.3704           | 0.4878       | 0.5526          | 0.6275       | 0.5877   | 0.1                 | 0.25             | 0.1429       | 0.9207           | 0.9321        | 0.9264    | 0.3235              | 0.2115           | 0.2558       | 0.2857              | 0.3077           | 0.2963       | 0.5029       | 0.6848          |
| 0.3099        | 7.0   | 875  | 0.3419          | 0.5839    | 0.6659 | 0.6222 | 0.9126   | 0.5536        | 0.6717     | 0.6069 | 0.2222            | 0.24           | 0.2308     | 0.9042         | 0.9321      | 0.9179  | 0.2951            | 0.2609         | 0.2769     | 0.4167            | 0.3704         | 0.3922     | 0.7276          | 0.8035       | 0.7637   | 0.35                | 0.28             | 0.3111       | 0.9506           | 0.9506        | 0.9506    | 0.5882              | 0.3030           | 0.4000       | 0.75                | 0.4444           | 0.5581       | 0.5614          | 0.6478       | 0.6015   | 0.2105              | 0.2              | 0.2051       | 0.9157           | 0.9383        | 0.9268    | 0.42                | 0.4038           | 0.4118       | 0.3333              | 0.3846           | 0.3571       | 0.5486       | 0.7012          |
| 0.106         | 8.0   | 1000 | 0.3835          | 0.5827    | 0.6501 | 0.6146 | 0.9113   | 0.5610        | 0.6433     | 0.5994 | 0.1481            | 0.16           | 0.1538     | 0.8909         | 0.9074      | 0.8991  | 0.3256            | 0.4058         | 0.3613     | 0.4737            | 0.3333         | 0.3913     | 0.7336          | 0.7894       | 0.7604   | 0.3333              | 0.28             | 0.3043       | 0.9563           | 0.9444        | 0.9503    | 0.56                | 0.4242           | 0.4828       | 0.7692              | 0.3704           | 0.5          | 0.5733          | 0.6093       | 0.5908   | 0.1176              | 0.1              | 0.1081       | 0.8970           | 0.9136        | 0.9052    | 0.3836              | 0.5385           | 0.4480       | 0.5                 | 0.3846           | 0.4348       | 0.5485       | 0.6975          |
| 0.106         | 9.0   | 1125 | 0.3886          | 0.5704    | 0.6467 | 0.6062 | 0.9054   | 0.5413        | 0.645      | 0.5886 | 0.1667            | 0.28           | 0.2090     | 0.9048         | 0.9383      | 0.9212  | 0.3051            | 0.2609         | 0.2812     | 0.4118            | 0.2593         | 0.3182     | 0.7427          | 0.7664       | 0.7544   | 0.2667              | 0.32             | 0.2909       | 0.9451           | 0.9568        | 0.9509    | 0.6                 | 0.3182           | 0.4158       | 0.8182              | 0.3333           | 0.4737       | 0.5167          | 0.6255       | 0.5659   | 0.1515              | 0.25             | 0.1887       | 0.9162           | 0.9444        | 0.9301    | 0.4222              | 0.3654           | 0.3918       | 0.2222              | 0.1538           | 0.1818       | 0.5144       | 0.6838          |
| 0.106         | 10.0  | 1250 | 0.4238          | 0.5812    | 0.6569 | 0.6167 | 0.9055   | 0.5559        | 0.6633     | 0.6049 | 0.1860            | 0.32           | 0.2353     | 0.8830         | 0.9321      | 0.9069  | 0.3659            | 0.2174         | 0.2727     | 0.2963            | 0.2963         | 0.2963     | 0.7274          | 0.7841       | 0.7547   | 0.2812              | 0.36             | 0.3158       | 0.9341           | 0.9630        | 0.9483    | 0.6667              | 0.2424           | 0.3556       | 0.7692              | 0.3704           | 0.5          | 0.5436          | 0.6437       | 0.5894   | 0.1562              | 0.25             | 0.1923       | 0.8889           | 0.9383        | 0.9129    | 0.5625              | 0.3462           | 0.4286       | 0.2222              | 0.3077           | 0.2581       | 0.5256       | 0.6894          |
| 0.106         | 11.0  | 1375 | 0.4241          | 0.6041    | 0.6704 | 0.6355 | 0.9085   | 0.5745        | 0.6617     | 0.6150 | 0.2333            | 0.28           | 0.2545     | 0.8862         | 0.9136      | 0.8997  | 0.4483            | 0.3768         | 0.4094     | 0.4118            | 0.5185         | 0.4590     | 0.7539          | 0.7699       | 0.7618   | 0.3636              | 0.32             | 0.3404       | 0.9620           | 0.9383        | 0.95      | 0.6279              | 0.4091           | 0.4954       | 0.6818              | 0.5556           | 0.6122       | 0.5484          | 0.6417       | 0.5914   | 0.2174              | 0.25             | 0.2326       | 0.8922           | 0.9198        | 0.9058    | 0.5238              | 0.4231           | 0.4681       | 0.2727              | 0.4615           | 0.3429       | 0.5701       | 0.7027          |
| 0.0487        | 12.0  | 1500 | 0.4209          | 0.5928    | 0.6727 | 0.6302 | 0.9122   | 0.5552        | 0.67       | 0.6073 | 0.3182            | 0.28           | 0.2979     | 0.9036         | 0.9259      | 0.9146  | 0.375             | 0.3478         | 0.3609     | 0.4231            | 0.4074         | 0.4151     | 0.7229          | 0.8035       | 0.7611   | 0.4444              | 0.32             | 0.3721       | 0.9625           | 0.9506        | 0.9565    | 0.65                | 0.3939           | 0.4906       | 0.8125              | 0.4815           | 0.6047       | 0.5556          | 0.6478       | 0.5981   | 0.2941              | 0.25             | 0.2703       | 0.9036           | 0.9259        | 0.9146    | 0.4286              | 0.4038           | 0.4158       | 0.2778              | 0.3846           | 0.3226       | 0.5706       | 0.7048          |
| 0.0487        | 13.0  | 1625 | 0.4513          | 0.6186    | 0.6852 | 0.6502 | 0.9119   | 0.5835        | 0.6933     | 0.6337 | 0.2727            | 0.24           | 0.2553     | 0.9042         | 0.9321      | 0.9179  | 0.3962            | 0.3043         | 0.3443     | 0.4783            | 0.4074         | 0.4400     | 0.7492          | 0.7929       | 0.7704   | 0.4118              | 0.28             | 0.3333       | 0.9451           | 0.9568        | 0.9509    | 0.6389              | 0.3485           | 0.4510       | 0.7222              | 0.4815           | 0.5778       | 0.5669          | 0.6862       | 0.6209   | 0.2632              | 0.25             | 0.2564       | 0.9042           | 0.9321        | 0.9179    | 0.475               | 0.3654           | 0.4130       | 0.2857              | 0.3077           | 0.2963       | 0.5588       | 0.7118          |
| 0.0487        | 14.0  | 1750 | 0.4426          | 0.6198    | 0.6795 | 0.6483 | 0.9127   | 0.5876        | 0.6817     | 0.6312 | 0.2667            | 0.32           | 0.2909     | 0.8976         | 0.9198      | 0.9085  | 0.42              | 0.3043         | 0.3529     | 0.5               | 0.4815         | 0.4906     | 0.7483          | 0.7841       | 0.7658   | 0.3077              | 0.32             | 0.3137       | 0.9563           | 0.9444        | 0.9503    | 0.6364              | 0.3182           | 0.4242       | 0.8333              | 0.5556           | 0.6667       | 0.5739          | 0.6599       | 0.6139   | 0.28                | 0.35             | 0.3111       | 0.8976           | 0.9198        | 0.9085    | 0.5263              | 0.3846           | 0.4444       | 0.375               | 0.4615           | 0.4138       | 0.5813       | 0.7097          |
| 0.0487        | 15.0  | 1875 | 0.4840          | 0.5939    | 0.6806 | 0.6343 | 0.9054   | 0.5742        | 0.6833     | 0.6240 | 0.2               | 0.32           | 0.2462     | 0.8728         | 0.9321      | 0.9015  | 0.3774            | 0.2899         | 0.3279     | 0.375             | 0.4444         | 0.4068     | 0.7349          | 0.7947       | 0.7636   | 0.2353              | 0.32             | 0.2712       | 0.9231           | 0.9630        | 0.9426    | 0.5882              | 0.3030           | 0.4000       | 0.7                 | 0.5185           | 0.5957       | 0.5601          | 0.6700       | 0.6101   | 0.2143              | 0.3              | 0.25         | 0.8882           | 0.9321        | 0.9096    | 0.5                 | 0.3846           | 0.4348       | 0.3182              | 0.5385           | 0.4000       | 0.5578       | 0.7030          |
| 0.0249        | 16.0  | 2000 | 0.4942          | 0.5853    | 0.6602 | 0.6205 | 0.9056   | 0.5479        | 0.6583     | 0.5980 | 0.2222            | 0.24           | 0.2308     | 0.8772         | 0.9259      | 0.9009  | 0.375             | 0.3043         | 0.336      | 0.5238            | 0.4074         | 0.4583     | 0.7208          | 0.7858       | 0.7519   | 0.3182              | 0.28             | 0.2979       | 0.9398           | 0.9630        | 0.9512    | 0.6111              | 0.3333           | 0.4314       | 0.75                | 0.4444           | 0.5581       | 0.5354          | 0.6437       | 0.5846   | 0.2273              | 0.25             | 0.2381       | 0.8876           | 0.9259        | 0.9063    | 0.4419              | 0.3654           | 0.4          | 0.4                 | 0.4615           | 0.4286       | 0.5548       | 0.6915          |
| 0.0249        | 17.0  | 2125 | 0.5013          | 0.5874    | 0.6738 | 0.6276 | 0.9038   | 0.5491        | 0.68       | 0.6076 | 0.2286            | 0.32           | 0.2667     | 0.8830         | 0.9321      | 0.9069  | 0.3721            | 0.2319         | 0.2857     | 0.5714            | 0.4444         | 0.5        | 0.7093          | 0.7947       | 0.7496   | 0.2667              | 0.32             | 0.2909       | 0.9451           | 0.9568        | 0.9509    | 0.6071              | 0.2576           | 0.3617       | 0.75                | 0.4444           | 0.5581       | 0.5423          | 0.6619       | 0.5962   | 0.2308              | 0.3              | 0.2609       | 0.8882           | 0.9321        | 0.9096    | 0.4545              | 0.2885           | 0.3529       | 0.5                 | 0.4615           | 0.4800       | 0.5511       | 0.6907          |
| 0.0249        | 18.0  | 2250 | 0.5036          | 0.5980    | 0.6704 | 0.6321 | 0.9087   | 0.5535        | 0.6817     | 0.6109 | 0.2857            | 0.24           | 0.2609     | 0.9255         | 0.9198      | 0.9226  | 0.38              | 0.2754         | 0.3193     | 0.4737            | 0.3333         | 0.3913     | 0.7211          | 0.8053       | 0.7609   | 0.3889              | 0.28             | 0.3256       | 0.9684           | 0.9444        | 0.9562    | 0.6176              | 0.3182           | 0.4200       | 0.7692              | 0.3704           | 0.5          | 0.5468          | 0.6619       | 0.5989   | 0.2778              | 0.25             | 0.2632       | 0.9255           | 0.9198        | 0.9226    | 0.4857              | 0.3269           | 0.3908       | 0.3571              | 0.3846           | 0.3704       | 0.5509       | 0.6998          |
| 0.0249        | 19.0  | 2375 | 0.4998          | 0.5823    | 0.6693 | 0.6228 | 0.9056   | 0.5467        | 0.6733     | 0.6034 | 0.2069            | 0.24           | 0.2222     | 0.8935         | 0.9321      | 0.9124  | 0.3333            | 0.2754         | 0.3016     | 0.5238            | 0.4074         | 0.4583     | 0.7315          | 0.7858       | 0.7577   | 0.2727              | 0.24             | 0.2553       | 0.9509           | 0.9568        | 0.9538    | 0.525               | 0.3182           | 0.3962       | 0.8                 | 0.4444           | 0.5714       | 0.5329          | 0.6559       | 0.5880   | 0.2083              | 0.25             | 0.2273       | 0.8935           | 0.9321        | 0.9124    | 0.4722              | 0.3269           | 0.3864       | 0.3846              | 0.3846           | 0.3846       | 0.5433       | 0.6926          |
| 0.0142        | 20.0  | 2500 | 0.5451          | 0.5727    | 0.6738 | 0.6191 | 0.9020   | 0.5433        | 0.68       | 0.6040 | 0.1818            | 0.24           | 0.2069     | 0.8772         | 0.9259      | 0.9009  | 0.3519            | 0.2754         | 0.3089     | 0.4               | 0.4444         | 0.4211     | 0.7078          | 0.8018       | 0.7519   | 0.2692              | 0.28             | 0.2745       | 0.9455           | 0.9630        | 0.9541    | 0.5556              | 0.3030           | 0.3922       | 0.6842              | 0.4815           | 0.5652       | 0.5277          | 0.6559       | 0.5848   | 0.25                | 0.3              | 0.2727       | 0.8876           | 0.9259        | 0.9063    | 0.4878              | 0.3846           | 0.4301       | 0.3158              | 0.4615           | 0.3750       | 0.5507       | 0.6909          |
| 0.0142        | 21.0  | 2625 | 0.5272          | 0.6012    | 0.6761 | 0.6365 | 0.9064   | 0.5690        | 0.6733     | 0.6168 | 0.2121            | 0.28           | 0.2414     | 0.8882         | 0.9321      | 0.9096  | 0.4107            | 0.3333         | 0.3680     | 0.5               | 0.4444         | 0.4706     | 0.7433          | 0.7894       | 0.7657   | 0.2593              | 0.28             | 0.2692       | 0.9451           | 0.9568        | 0.9509    | 0.5714              | 0.3636           | 0.4444       | 0.6842              | 0.4815           | 0.5652       | 0.5493          | 0.6538       | 0.5970   | 0.2593              | 0.35             | 0.2979       | 0.8935           | 0.9321        | 0.9124    | 0.5122              | 0.4038           | 0.4516       | 0.3846              | 0.3846           | 0.3846       | 0.5639       | 0.7031          |
| 0.0142        | 22.0  | 2750 | 0.5135          | 0.5966    | 0.6716 | 0.6319 | 0.9092   | 0.5614        | 0.6633     | 0.6081 | 0.1875            | 0.24           | 0.2105     | 0.8929         | 0.9259      | 0.9091  | 0.4167            | 0.3623         | 0.3876     | 0.56              | 0.5185         | 0.5385     | 0.7395          | 0.7788       | 0.7586   | 0.2917              | 0.28             | 0.2857       | 0.9509           | 0.9568        | 0.9538    | 0.5532              | 0.3939           | 0.4602       | 0.7895              | 0.5556           | 0.6522       | 0.5477          | 0.6397       | 0.5901   | 0.2308              | 0.3              | 0.2609       | 0.8982           | 0.9259        | 0.9119    | 0.4889              | 0.4231           | 0.4536       | 0.4286              | 0.4615           | 0.4444       | 0.5771       | 0.7012          |
| 0.0142        | 23.0  | 2875 | 0.5271          | 0.5853    | 0.6682 | 0.6240 | 0.9091   | 0.5464        | 0.6667     | 0.6006 | 0.25              | 0.24           | 0.2449     | 0.8779         | 0.9321      | 0.9042  | 0.375             | 0.3043         | 0.336      | 0.5               | 0.4444         | 0.4706     | 0.7224          | 0.7876       | 0.7536   | 0.3333              | 0.28             | 0.3043       | 0.9401           | 0.9691        | 0.9544    | 0.5526              | 0.3182           | 0.4038       | 0.8235              | 0.5185           | 0.6364       | 0.5413          | 0.6498       | 0.5906   | 0.2632              | 0.25             | 0.2564       | 0.8830           | 0.9321        | 0.9069    | 0.4762              | 0.3846           | 0.4255       | 0.3571              | 0.3846           | 0.3704       | 0.5602       | 0.6952          |
| 0.009         | 24.0  | 3000 | 0.5268          | 0.5887    | 0.6580 | 0.6214 | 0.9100   | 0.5534        | 0.6567     | 0.6006 | 0.2143            | 0.24           | 0.2264     | 0.8824         | 0.9259      | 0.9036  | 0.3704            | 0.2899         | 0.3252     | 0.4783            | 0.4074         | 0.4400     | 0.7409          | 0.7894       | 0.7644   | 0.3043              | 0.28             | 0.2917       | 0.9398           | 0.9630        | 0.9512    | 0.6111              | 0.3333           | 0.4314       | 0.8667              | 0.4815           | 0.6190       | 0.5534          | 0.6397       | 0.5934   | 0.2727              | 0.3              | 0.2857       | 0.8876           | 0.9259        | 0.9063    | 0.4286              | 0.3462           | 0.3830       | 0.3333              | 0.3846           | 0.3571       | 0.5583       | 0.6990          |
| 0.009         | 25.0  | 3125 | 0.5392          | 0.5928    | 0.6693 | 0.6287 | 0.9080   | 0.5542        | 0.6733     | 0.6080 | 0.2069            | 0.24           | 0.2222     | 0.8876         | 0.9259      | 0.9063  | 0.4091            | 0.2609         | 0.3186     | 0.5               | 0.4815         | 0.4906     | 0.7310          | 0.7841       | 0.7566   | 0.3043              | 0.28             | 0.2917       | 0.9568           | 0.9568        | 0.9568    | 0.6129              | 0.2879           | 0.3918       | 0.7                 | 0.5185           | 0.5957       | 0.5432          | 0.6619       | 0.5967   | 0.2609              | 0.3              | 0.2791       | 0.8982           | 0.9259        | 0.9119    | 0.5625              | 0.3462           | 0.4286       | 0.375               | 0.4615           | 0.4138       | 0.5623       | 0.6983          |
| 0.009         | 26.0  | 3250 | 0.5548          | 0.59      | 0.6682 | 0.6267 | 0.9049   | 0.5490        | 0.6717     | 0.6042 | 0.2333            | 0.28           | 0.2545     | 0.8779         | 0.9321      | 0.9042  | 0.4359            | 0.2464         | 0.3148     | 0.48              | 0.4444         | 0.4615     | 0.7313          | 0.7805       | 0.7551   | 0.28                | 0.28             | 0.28         | 0.9512           | 0.9630        | 0.9571    | 0.6207              | 0.2727           | 0.3789       | 0.7368              | 0.5185           | 0.6087       | 0.5317          | 0.6619       | 0.5897   | 0.3043              | 0.35             | 0.3256       | 0.8830           | 0.9321        | 0.9069    | 0.5357              | 0.2885           | 0.3750       | 0.3571              | 0.3846           | 0.3704       | 0.5547       | 0.6931          |
| 0.009         | 27.0  | 3375 | 0.5364          | 0.5768    | 0.6636 | 0.6172 | 0.9079   | 0.5386        | 0.6633     | 0.5945 | 0.2162            | 0.32           | 0.2581     | 0.8779         | 0.9321      | 0.9042  | 0.4048            | 0.2464         | 0.3063     | 0.4615            | 0.4444         | 0.4528     | 0.7159          | 0.7805       | 0.7468   | 0.2667              | 0.32             | 0.2909       | 0.9512           | 0.9630        | 0.9571    | 0.6                 | 0.2727           | 0.3750       | 0.7778              | 0.5185           | 0.6222       | 0.5356          | 0.6397       | 0.5830   | 0.2414              | 0.35             | 0.2857       | 0.8830           | 0.9321        | 0.9069    | 0.5667              | 0.3269           | 0.4146       | 0.3333              | 0.3846           | 0.3571       | 0.5539       | 0.6889          |
| 0.007         | 28.0  | 3500 | 0.5642          | 0.5885    | 0.6738 | 0.6283 | 0.9052   | 0.5526        | 0.6833     | 0.6110 | 0.2222            | 0.24           | 0.2308     | 0.8817         | 0.9198      | 0.9003  | 0.3725            | 0.2754         | 0.3167     | 0.5               | 0.4074         | 0.4490     | 0.7150          | 0.7858       | 0.7487   | 0.2857              | 0.24             | 0.2609       | 0.9444           | 0.9444        | 0.9444    | 0.5135              | 0.2879           | 0.3689       | 0.8                 | 0.4444           | 0.5714       | 0.5453          | 0.6822       | 0.6061   | 0.2727              | 0.3              | 0.2857       | 0.8982           | 0.9259        | 0.9119    | 0.4865              | 0.3462           | 0.4045       | 0.3333              | 0.3846           | 0.3571       | 0.5460       | 0.6941          |
| 0.007         | 29.0  | 3625 | 0.5695          | 0.5968    | 0.6772 | 0.6345 | 0.9063   | 0.5659        | 0.68       | 0.6177 | 0.25              | 0.28           | 0.2642     | 0.8889         | 0.9383      | 0.9129  | 0.3214            | 0.2609         | 0.2880     | 0.5               | 0.4815         | 0.4906     | 0.7321          | 0.7788       | 0.7547   | 0.3043              | 0.28             | 0.2917       | 0.9455           | 0.9630        | 0.9541    | 0.525               | 0.3182           | 0.3962       | 0.6364              | 0.5185           | 0.5714       | 0.5521          | 0.6761       | 0.6078   | 0.2727              | 0.3              | 0.2857       | 0.8994           | 0.9383        | 0.9184    | 0.4286              | 0.3462           | 0.3830       | 0.375               | 0.4615           | 0.4138       | 0.5577       | 0.6998          |
| 0.007         | 30.0  | 3750 | 0.5679          | 0.5910    | 0.6659 | 0.6262 | 0.9076   | 0.5627        | 0.6733     | 0.6131 | 0.2222            | 0.24           | 0.2308     | 0.8721         | 0.9259      | 0.8982  | 0.32              | 0.2319         | 0.2689     | 0.4286            | 0.4444         | 0.4364     | 0.7420          | 0.7788       | 0.7599   | 0.2727              | 0.24             | 0.2553       | 0.9451           | 0.9568        | 0.9509    | 0.5143              | 0.2727           | 0.3564       | 0.5909              | 0.4815           | 0.5306       | 0.5503          | 0.6640       | 0.6018   | 0.2609              | 0.3              | 0.2791       | 0.8830           | 0.9321        | 0.9069    | 0.4595              | 0.3269           | 0.3820       | 0.3125              | 0.3846           | 0.3448       | 0.5368       | 0.6947          |
| 0.007         | 31.0  | 3875 | 0.5647          | 0.5847    | 0.6648 | 0.6222 | 0.9082   | 0.5531        | 0.6683     | 0.6053 | 0.2059            | 0.28           | 0.2373     | 0.8772         | 0.9259      | 0.9009  | 0.3673            | 0.2609         | 0.3051     | 0.44              | 0.4074         | 0.4231     | 0.7329          | 0.7770       | 0.7543   | 0.2963              | 0.32             | 0.3077       | 0.9451           | 0.9568        | 0.9509    | 0.6129              | 0.2879           | 0.3918       | 0.7222              | 0.4815           | 0.5778       | 0.5431          | 0.6498       | 0.5917   | 0.24                | 0.3              | 0.2667       | 0.8824           | 0.9259        | 0.9036    | 0.4595              | 0.3269           | 0.3820       | 0.3125              | 0.3846           | 0.3448       | 0.5471       | 0.6921          |
| 0.0049        | 32.0  | 4000 | 0.5626          | 0.5899    | 0.6727 | 0.6286 | 0.9097   | 0.5577        | 0.6767     | 0.6114 | 0.2593            | 0.28           | 0.2692     | 0.8772         | 0.9259      | 0.9009  | 0.3273            | 0.2609         | 0.2903     | 0.5               | 0.4815         | 0.4906     | 0.7388          | 0.7858       | 0.7616   | 0.32                | 0.32             | 0.32         | 0.9451           | 0.9568        | 0.9509    | 0.5263              | 0.3030           | 0.3846       | 0.7895              | 0.5556           | 0.6522       | 0.5497          | 0.6599       | 0.5998   | 0.3                 | 0.3              | 0.3          | 0.8882           | 0.9321        | 0.9096    | 0.4524              | 0.3654           | 0.4043       | 0.375               | 0.4615           | 0.4138       | 0.5697       | 0.7008          |
| 0.0049        | 33.0  | 4125 | 0.5695          | 0.6046    | 0.6806 | 0.6404 | 0.9111   | 0.5722        | 0.68       | 0.6215 | 0.2593            | 0.28           | 0.2692     | 0.8830         | 0.9321      | 0.9069  | 0.4               | 0.3188         | 0.3548     | 0.4643            | 0.4815         | 0.4727     | 0.7504          | 0.7823       | 0.7660   | 0.3333              | 0.32             | 0.3265       | 0.9451           | 0.9568        | 0.9509    | 0.5714              | 0.3636           | 0.4444       | 0.6957              | 0.5926           | 0.6400       | 0.5692          | 0.6741       | 0.6172   | 0.2727              | 0.3              | 0.2857       | 0.8941           | 0.9383        | 0.9157    | 0.4634              | 0.3654           | 0.4086       | 0.375               | 0.4615           | 0.4138       | 0.5769       | 0.7107          |
| 0.0049        | 34.0  | 4250 | 0.5680          | 0.6012    | 0.6761 | 0.6365 | 0.9106   | 0.5704        | 0.675      | 0.6183 | 0.2143            | 0.24           | 0.2264     | 0.8830         | 0.9321      | 0.9069  | 0.3929            | 0.3188         | 0.3520     | 0.4643            | 0.4815         | 0.4727     | 0.7492          | 0.7823       | 0.7654   | 0.3182              | 0.28             | 0.2979       | 0.9455           | 0.9630        | 0.9541    | 0.5814              | 0.3788           | 0.4587       | 0.7619              | 0.5926           | 0.6667       | 0.5619          | 0.6619       | 0.6078   | 0.25                | 0.3              | 0.2727       | 0.8882           | 0.9321        | 0.9096    | 0.5                 | 0.3846           | 0.4348       | 0.3529              | 0.4615           | 0.4000       | 0.5768       | 0.7085          |
| 0.0049        | 35.0  | 4375 | 0.5719          | 0.6026    | 0.6784 | 0.6383 | 0.9100   | 0.5716        | 0.6783     | 0.6204 | 0.1935            | 0.24           | 0.2143     | 0.8889         | 0.9383      | 0.9129  | 0.3889            | 0.3043         | 0.3415     | 0.5               | 0.4815         | 0.4906     | 0.7491          | 0.7770       | 0.7628   | 0.28                | 0.28             | 0.28         | 0.9455           | 0.9630        | 0.9541    | 0.55                | 0.3333           | 0.4151       | 0.8                 | 0.5926           | 0.6809       | 0.5622          | 0.6680       | 0.6105   | 0.25                | 0.3              | 0.2727       | 0.8994           | 0.9383        | 0.9184    | 0.4390              | 0.3462           | 0.3871       | 0.375               | 0.4615           | 0.4138       | 0.5695       | 0.7060          |
| 0.0041        | 36.0  | 4500 | 0.5802          | 0.5982    | 0.6761 | 0.6348 | 0.9085   | 0.5641        | 0.675      | 0.6146 | 0.2414            | 0.28           | 0.2593     | 0.8786         | 0.9383      | 0.9075  | 0.3774            | 0.2899         | 0.3279     | 0.52              | 0.4815         | 0.5        | 0.7358          | 0.7788       | 0.7567   | 0.2917              | 0.28             | 0.2857       | 0.9401           | 0.9691        | 0.9544    | 0.5366              | 0.3333           | 0.4112       | 0.7368              | 0.5185           | 0.6087       | 0.5544          | 0.6700       | 0.6068   | 0.3182              | 0.35             | 0.3333       | 0.8941           | 0.9383        | 0.9157    | 0.4474              | 0.3269           | 0.3778       | 0.375               | 0.4615           | 0.4138       | 0.5664       | 0.7015          |
| 0.0041        | 37.0  | 4625 | 0.5831          | 0.6074    | 0.6852 | 0.6440 | 0.9083   | 0.5732        | 0.6917     | 0.6269 | 0.2222            | 0.24           | 0.2308     | 0.8837         | 0.9383      | 0.9102  | 0.3958            | 0.2754         | 0.3248     | 0.52              | 0.4815         | 0.5        | 0.7358          | 0.7788       | 0.7567   | 0.2917              | 0.28             | 0.2857       | 0.9455           | 0.9630        | 0.9541    | 0.5556              | 0.3030           | 0.3922       | 0.7368              | 0.5185           | 0.6087       | 0.5574          | 0.6781       | 0.6119   | 0.2632              | 0.25             | 0.2564       | 0.8941           | 0.9383        | 0.9157    | 0.4857              | 0.3269           | 0.3908       | 0.375               | 0.4615           | 0.4138       | 0.5586       | 0.7017          |
| 0.0041        | 38.0  | 4750 | 0.5736          | 0.5994    | 0.6795 | 0.6369 | 0.9101   | 0.5679        | 0.6833     | 0.6203 | 0.2069            | 0.24           | 0.2222     | 0.8837         | 0.9383      | 0.9102  | 0.3654            | 0.2754         | 0.3140     | 0.5               | 0.4815         | 0.4906     | 0.7417          | 0.7876       | 0.7639   | 0.2917              | 0.28             | 0.2857       | 0.9398           | 0.9630        | 0.9512    | 0.5385              | 0.3182           | 0.4000       | 0.8                 | 0.5926           | 0.6809       | 0.5618          | 0.6721       | 0.6120   | 0.2609              | 0.3              | 0.2791       | 0.8941           | 0.9383        | 0.9157    | 0.4474              | 0.3269           | 0.3778       | 0.375               | 0.4615           | 0.4138       | 0.5680       | 0.7055          |
| 0.0041        | 39.0  | 4875 | 0.5792          | 0.6047    | 0.6772 | 0.6389 | 0.9092   | 0.5764        | 0.685      | 0.6260 | 0.2069            | 0.24           | 0.2222     | 0.8830         | 0.9321      | 0.9069  | 0.34              | 0.2464         | 0.2857     | 0.5               | 0.4815         | 0.4906     | 0.7470          | 0.7735       | 0.76     | 0.2917              | 0.28             | 0.2857       | 0.9451           | 0.9568        | 0.9509    | 0.5135              | 0.2879           | 0.3689       | 0.8                 | 0.5926           | 0.6809       | 0.5659          | 0.6781       | 0.6169   | 0.2609              | 0.3              | 0.2791       | 0.8935           | 0.9321        | 0.9124    | 0.4211              | 0.3077           | 0.3556       | 0.375               | 0.4615           | 0.4138       | 0.5624       | 0.7032          |
| 0.0033        | 40.0  | 5000 | 0.5810          | 0.6034    | 0.6772 | 0.6382 | 0.9089   | 0.5748        | 0.685      | 0.6251 | 0.2069            | 0.24           | 0.2222     | 0.8830         | 0.9321      | 0.9069  | 0.34              | 0.2464         | 0.2857     | 0.5               | 0.4815         | 0.4906     | 0.7445          | 0.7735       | 0.7587   | 0.2917              | 0.28             | 0.2857       | 0.9394           | 0.9568        | 0.9480    | 0.5278              | 0.2879           | 0.3725       | 0.8                 | 0.5926           | 0.6809       | 0.5640          | 0.6781       | 0.6158   | 0.2609              | 0.3              | 0.2791       | 0.8935           | 0.9321        | 0.9124    | 0.4211              | 0.3077           | 0.3556       | 0.375               | 0.4615           | 0.4138       | 0.5622       | 0.7023          |


### 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": "distilbert-base-uncased", "model-index": [{"name": "distilbert-base-uncased-finetuned-ner-cadec", "results": []}]}
transformers tensorboard safetensors distilbert token-classification generated_from_trainer base_model:distilbert-base-uncased license:apache-2.0 autotrain_compatible endpoints_compatible region:us