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# roberta-base-finetuned-ner-cadec

This model is a fine-tuned version of [roberta-base](https://huggingface.co/roberta-base) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5558
- Precision: 0.6407
- Recall: 0.7089
- F1: 0.6731
- Accuracy: 0.9169
- Adr Precision: 0.6127
- Adr Recall: 0.725
- Adr F1: 0.6641
- Disease Precision: 0.2258
- Disease Recall: 0.28
- Disease F1: 0.25
- Drug Precision: 0.9036
- Drug Recall: 0.9259
- Drug F1: 0.9146
- Finding Precision: 0.4878
- Finding Recall: 0.2899
- Finding F1: 0.3636
- Symptom Precision: 0.4828
- Symptom Recall: 0.5185
- Symptom F1: 0.5
- B-adr Precision: 0.752
- B-adr Recall: 0.8319
- B-adr F1: 0.7899
- B-disease Precision: 0.2414
- B-disease Recall: 0.28
- B-disease F1: 0.2593
- B-drug Precision: 0.9458
- B-drug Recall: 0.9691
- B-drug F1: 0.9573
- B-finding Precision: 0.5526
- B-finding Recall: 0.3182
- B-finding F1: 0.4038
- B-symptom Precision: 0.64
- B-symptom Recall: 0.5926
- B-symptom F1: 0.6154
- I-adr Precision: 0.5810
- I-adr Recall: 0.6904
- I-adr F1: 0.6310
- I-disease Precision: 0.2308
- I-disease Recall: 0.3
- I-disease F1: 0.2609
- I-drug Precision: 0.9146
- I-drug Recall: 0.9317
- I-drug F1: 0.9231
- I-finding Precision: 0.6
- I-finding Recall: 0.3529
- I-finding F1: 0.4444
- I-symptom Precision: 0.2353
- I-symptom Recall: 0.3077
- I-symptom F1: 0.2667
- Macro Avg F1: 0.5552
- Weighted Avg F1: 0.7224

## 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: 35

### 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  | 0.3063          | 0.4838    | 0.5934 | 0.5331 | 0.8971   | 0.4278        | 0.6217     | 0.5068 | 0.0               | 0.0            | 0.0        | 0.8207         | 0.9321      | 0.8728  | 0.0               | 0.0            | 0.0        | 0.0               | 0.0            | 0.0        | 0.6483          | 0.7929       | 0.7134   | 0.0                 | 0.0              | 0.0          | 0.8525           | 0.9630        | 0.9043    | 0.0                 | 0.0              | 0.0          | 0.0                 | 0.0              | 0.0          | 0.4127          | 0.5837       | 0.4835   | 0.0385              | 0.05             | 0.0435       | 0.8736           | 0.9441        | 0.9075    | 0.0                 | 0.0              | 0.0          | 0.0                 | 0.0              | 0.0          | 0.3052       | 0.5916          |
| No log        | 2.0   | 250  | 0.2575          | 0.6006    | 0.6625 | 0.6300 | 0.9134   | 0.5618        | 0.705      | 0.6253 | 0.2188            | 0.28           | 0.2456     | 0.8639         | 0.9012      | 0.8822  | 0.4211            | 0.1159         | 0.1818     | 1.0               | 0.0370         | 0.0714     | 0.7417          | 0.7876       | 0.7639   | 0.2917              | 0.28             | 0.2857       | 0.9387           | 0.9444        | 0.9415    | 0.7778              | 0.2121           | 0.3333       | 1.0                 | 0.0370           | 0.0714       | 0.5426          | 0.6925       | 0.6085   | 0.1852              | 0.25             | 0.2128       | 0.9146           | 0.9317        | 0.9231    | 0.625               | 0.0980           | 0.1695       | 0.0                 | 0.0              | 0.0          | 0.4310       | 0.6809          |
| No log        | 3.0   | 375  | 0.2649          | 0.5909    | 0.6738 | 0.6296 | 0.9113   | 0.5631        | 0.7067     | 0.6268 | 0.1633            | 0.32           | 0.2162     | 0.8876         | 0.9259      | 0.9063  | 0.2381            | 0.0725         | 0.1111     | 0.5333            | 0.2963         | 0.3810     | 0.7205          | 0.8442       | 0.7775   | 0.2222              | 0.32             | 0.2623       | 0.9226           | 0.9568        | 0.9394    | 0.5556              | 0.1515           | 0.2381       | 0.6667              | 0.2963           | 0.4103       | 0.5680          | 0.6987       | 0.6266   | 0.15                | 0.3              | 0.2          | 0.8988           | 0.9379        | 0.9179    | 0.6                 | 0.1176           | 0.1967       | 0.25                | 0.0769           | 0.1176       | 0.4686       | 0.6937          |
| 0.2914        | 4.0   | 500  | 0.2610          | 0.6256    | 0.6852 | 0.6541 | 0.9170   | 0.6071        | 0.7083     | 0.6538 | 0.1887            | 0.4            | 0.2564     | 0.8988         | 0.9321      | 0.9152  | 0.2903            | 0.1304         | 0.18       | 0.6667            | 0.3704         | 0.4762     | 0.7558          | 0.8053       | 0.7798   | 0.2439              | 0.4              | 0.3030       | 0.9345           | 0.9691        | 0.9515    | 0.6087              | 0.2121           | 0.3146       | 0.75                | 0.3333           | 0.4615       | 0.5989          | 0.6715       | 0.6331   | 0.1556              | 0.35             | 0.2154       | 0.9042           | 0.9379        | 0.9207    | 0.5294              | 0.1765           | 0.2647       | 0.75                | 0.2308           | 0.3529       | 0.5197       | 0.7071          |
| 0.2914        | 5.0   | 625  | 0.2837          | 0.6264    | 0.6988 | 0.6606 | 0.9130   | 0.5970        | 0.7283     | 0.6562 | 0.2424            | 0.32           | 0.2759     | 0.8713         | 0.9198      | 0.8949  | 0.375             | 0.1739         | 0.2376     | 0.6471            | 0.4074         | 0.5        | 0.7543          | 0.8478       | 0.7983   | 0.2727              | 0.36             | 0.3103       | 0.9345           | 0.9691        | 0.9515    | 0.5833              | 0.2121           | 0.3111       | 0.8462              | 0.4074           | 0.5500       | 0.5777          | 0.7155       | 0.6393   | 0.25                | 0.25             | 0.25         | 0.8817           | 0.9255        | 0.9030    | 0.4348              | 0.1961           | 0.2703       | 0.4444              | 0.3077           | 0.3636       | 0.5347       | 0.7161          |
| 0.2914        | 6.0   | 750  | 0.3233          | 0.6175    | 0.6636 | 0.6397 | 0.9097   | 0.6171        | 0.685      | 0.6493 | 0.1636            | 0.36           | 0.2250     | 0.8982         | 0.9259      | 0.9119  | 0.1739            | 0.0580         | 0.0870     | 0.3158            | 0.4444         | 0.3692     | 0.7746          | 0.8212       | 0.7973   | 0.2174              | 0.4              | 0.2817       | 0.9341           | 0.9630        | 0.9483    | 0.6364              | 0.1061           | 0.1818       | 0.5185              | 0.5185           | 0.5185       | 0.5888          | 0.6799       | 0.6311   | 0.1538              | 0.3              | 0.2034       | 0.9091           | 0.9317        | 0.9202    | 0.4118              | 0.1373           | 0.2059       | 0.2308              | 0.4615           | 0.3077       | 0.4996       | 0.7050          |
| 0.2914        | 7.0   | 875  | 0.3260          | 0.6226    | 0.6988 | 0.6585 | 0.9119   | 0.5917        | 0.71       | 0.6455 | 0.25              | 0.28           | 0.2642     | 0.8876         | 0.9259      | 0.9063  | 0.5               | 0.2899         | 0.3670     | 0.4118            | 0.5185         | 0.4590     | 0.7449          | 0.8372       | 0.7883   | 0.2593              | 0.28             | 0.2692       | 0.9290           | 0.9691        | 0.9486    | 0.5556              | 0.3030           | 0.3922       | 0.6154              | 0.5926           | 0.6038       | 0.5714          | 0.6946       | 0.6270   | 0.2381              | 0.25             | 0.2439       | 0.8982           | 0.9317        | 0.9146    | 0.5806              | 0.3529           | 0.4390       | 0.3158              | 0.4615           | 0.3750       | 0.5602       | 0.7188          |
| 0.093         | 8.0   | 1000 | 0.3299          | 0.6452    | 0.7044 | 0.6735 | 0.9172   | 0.6186        | 0.7083     | 0.6605 | 0.2308            | 0.24           | 0.2353     | 0.9207         | 0.9321      | 0.9264  | 0.4464            | 0.3623         | 0.4        | 0.4839            | 0.5556         | 0.5172     | 0.7685          | 0.8106       | 0.7890   | 0.2308              | 0.24             | 0.2353       | 0.9512           | 0.9630        | 0.9571    | 0.5581              | 0.3636           | 0.4404       | 0.68                | 0.6296           | 0.6538       | 0.5914          | 0.6904       | 0.6371   | 0.2941              | 0.25             | 0.2703       | 0.9207           | 0.9379        | 0.9292    | 0.5                 | 0.4314           | 0.4632       | 0.3158              | 0.4615           | 0.3750       | 0.5750       | 0.7280          |
| 0.093         | 9.0   | 1125 | 0.3947          | 0.6289    | 0.6852 | 0.6558 | 0.9132   | 0.5940        | 0.695      | 0.6406 | 0.2381            | 0.4            | 0.2985     | 0.9096         | 0.9321      | 0.9207  | 0.6154            | 0.2319         | 0.3368     | 0.4231            | 0.4074         | 0.4151     | 0.7377          | 0.8212       | 0.7772   | 0.2564              | 0.4              | 0.3125       | 0.9458           | 0.9691        | 0.9573    | 0.6667              | 0.2424           | 0.3556       | 0.6364              | 0.5185           | 0.5714       | 0.5692          | 0.6883       | 0.6231   | 0.2                 | 0.3              | 0.24         | 0.9152           | 0.9379        | 0.9264    | 0.6818              | 0.2941           | 0.4110       | 0.2                 | 0.2308           | 0.2143       | 0.5389       | 0.7120          |
| 0.093         | 10.0  | 1250 | 0.3795          | 0.6303    | 0.6874 | 0.6576 | 0.9164   | 0.5952        | 0.6983     | 0.6426 | 0.25              | 0.36           | 0.2951     | 0.9042         | 0.9321      | 0.9179  | 0.4667            | 0.2029         | 0.2828     | 0.5385            | 0.5185         | 0.5283     | 0.7414          | 0.8372       | 0.7864   | 0.2812              | 0.36             | 0.3158       | 0.9515           | 0.9691        | 0.9602    | 0.6296              | 0.2576           | 0.3656       | 0.7                 | 0.5185           | 0.5957       | 0.5836          | 0.6862       | 0.6308   | 0.2222              | 0.3              | 0.2553       | 0.9096           | 0.9379        | 0.9235    | 0.5652              | 0.2549           | 0.3514       | 0.4286              | 0.4615           | 0.4444       | 0.5629       | 0.7187          |
| 0.093         | 11.0  | 1375 | 0.3702          | 0.6401    | 0.6908 | 0.6645 | 0.9182   | 0.6106        | 0.69       | 0.6479 | 0.25              | 0.28           | 0.2642     | 0.9042         | 0.9321      | 0.9179  | 0.5366            | 0.3188         | 0.4000     | 0.4103            | 0.5926         | 0.4848     | 0.7733          | 0.8212       | 0.7966   | 0.25                | 0.28             | 0.2642       | 0.9398           | 0.9630        | 0.9512    | 0.6562              | 0.3182           | 0.4286       | 0.5484              | 0.6296           | 0.5862       | 0.5862          | 0.6757       | 0.6278   | 0.3333              | 0.3              | 0.3158       | 0.9042           | 0.9379        | 0.9207    | 0.6286              | 0.4314           | 0.5116       | 0.2                 | 0.3846           | 0.2632       | 0.5666       | 0.7264          |
| 0.0444        | 12.0  | 1500 | 0.3848          | 0.6375    | 0.6931 | 0.6641 | 0.9193   | 0.6009        | 0.695      | 0.6445 | 0.2333            | 0.28           | 0.2545     | 0.9152         | 0.9321      | 0.9235  | 0.5455            | 0.3478         | 0.4248     | 0.4815            | 0.4815         | 0.4815     | 0.7488          | 0.8336       | 0.7889   | 0.2333              | 0.28             | 0.2545       | 0.9512           | 0.9630        | 0.9571    | 0.6316              | 0.3636           | 0.4615       | 0.65                | 0.4815           | 0.5532       | 0.5901          | 0.6715       | 0.6282   | 0.2174              | 0.25             | 0.2326       | 0.9152           | 0.9379        | 0.9264    | 0.5429              | 0.3725           | 0.4419       | 0.4667              | 0.5385           | 0.5          | 0.5744       | 0.7243          |
| 0.0444        | 13.0  | 1625 | 0.3970          | 0.6441    | 0.7010 | 0.6714 | 0.9202   | 0.6109        | 0.7117     | 0.6574 | 0.2222            | 0.24           | 0.2308     | 0.9136         | 0.9136      | 0.9136  | 0.5455            | 0.3478         | 0.4248     | 0.4828            | 0.5185         | 0.5        | 0.7582          | 0.8159       | 0.7860   | 0.28                | 0.28             | 0.28         | 0.9568           | 0.9568        | 0.9568    | 0.6154              | 0.3636           | 0.4571       | 0.56                | 0.5185           | 0.5385       | 0.5829          | 0.6841       | 0.6295   | 0.2381              | 0.25             | 0.2439       | 0.925            | 0.9193        | 0.9221    | 0.6111              | 0.4314           | 0.5057       | 0.2667              | 0.3077           | 0.2857       | 0.5605       | 0.7236          |
| 0.0444        | 14.0  | 1750 | 0.3962          | 0.6576    | 0.7112 | 0.6834 | 0.9203   | 0.6310        | 0.7267     | 0.6754 | 0.2059            | 0.28           | 0.2373     | 0.9268         | 0.9383      | 0.9325  | 0.4390            | 0.2609         | 0.3273     | 0.6               | 0.5556         | 0.5769     | 0.7545          | 0.8212       | 0.7864   | 0.2188              | 0.28             | 0.2456       | 0.9512           | 0.9630        | 0.9571    | 0.5588              | 0.2879           | 0.3800       | 0.6818              | 0.5556           | 0.6122       | 0.6018          | 0.6987       | 0.6467   | 0.2143              | 0.3              | 0.25         | 0.9268           | 0.9441        | 0.9354    | 0.5312              | 0.3333           | 0.4096       | 0.4167              | 0.3846           | 0.4          | 0.5623       | 0.7257          |
| 0.0444        | 15.0  | 1875 | 0.4322          | 0.6351    | 0.6920 | 0.6623 | 0.9153   | 0.6173        | 0.7017     | 0.6568 | 0.2121            | 0.28           | 0.2414     | 0.9091         | 0.9259      | 0.9174  | 0.425             | 0.2464         | 0.3119     | 0.3810            | 0.5926         | 0.4638     | 0.7598          | 0.8230       | 0.7901   | 0.2258              | 0.28             | 0.25         | 0.9512           | 0.9630        | 0.9571    | 0.5625              | 0.2727           | 0.3673       | 0.5806              | 0.6667           | 0.6207       | 0.6015          | 0.6883       | 0.6420   | 0.24                | 0.3              | 0.2667       | 0.9091           | 0.9317        | 0.9202    | 0.5455              | 0.3529           | 0.4286       | 0.2222              | 0.4615           | 0.3          | 0.5543       | 0.7237          |
| 0.023         | 16.0  | 2000 | 0.4250          | 0.6621    | 0.7055 | 0.6831 | 0.9211   | 0.6243        | 0.7117     | 0.6651 | 0.2414            | 0.28           | 0.2593     | 0.9264         | 0.9321      | 0.9292  | 0.5526            | 0.3043         | 0.3925     | 0.6296            | 0.6296         | 0.6296     | 0.7659          | 0.8106       | 0.7876   | 0.25                | 0.28             | 0.2642       | 0.9571           | 0.9630        | 0.9600    | 0.625               | 0.3030           | 0.4082       | 0.64                | 0.5926           | 0.6154       | 0.5861          | 0.6904       | 0.6340   | 0.2609              | 0.3              | 0.2791       | 0.9264           | 0.9379        | 0.9321    | 0.6562              | 0.4118           | 0.5060       | 0.4167              | 0.3846           | 0.4          | 0.5787       | 0.7273          |
| 0.023         | 17.0  | 2125 | 0.4284          | 0.6499    | 0.7044 | 0.6761 | 0.9195   | 0.6210        | 0.71       | 0.6625 | 0.2               | 0.24           | 0.2182     | 0.9152         | 0.9321      | 0.9235  | 0.5476            | 0.3333         | 0.4144     | 0.4706            | 0.5926         | 0.5246     | 0.7553          | 0.8248       | 0.7885   | 0.2414              | 0.28             | 0.2593       | 0.9512           | 0.9630        | 0.9571    | 0.6216              | 0.3485           | 0.4466       | 0.5333              | 0.5926           | 0.5614       | 0.6059          | 0.6820       | 0.6417   | 0.2174              | 0.25             | 0.2326       | 0.9207           | 0.9379        | 0.9292    | 0.6364              | 0.4118           | 0.5          | 0.2632              | 0.3846           | 0.3125       | 0.5629       | 0.7285          |
| 0.023         | 18.0  | 2250 | 0.4274          | 0.6494    | 0.6942 | 0.6710 | 0.9200   | 0.6129        | 0.6967     | 0.6521 | 0.2727            | 0.24           | 0.2553     | 0.9146         | 0.9259      | 0.9202  | 0.4808            | 0.3623         | 0.4132     | 0.5833            | 0.5185         | 0.5490     | 0.7615          | 0.8195       | 0.7894   | 0.2727              | 0.24             | 0.2553       | 0.9565           | 0.9506        | 0.9536    | 0.5435              | 0.3788           | 0.4464       | 0.6667              | 0.5185           | 0.5833       | 0.5845          | 0.6799       | 0.6286   | 0.2778              | 0.25             | 0.2632       | 0.9259           | 0.9317        | 0.9288    | 0.5                 | 0.4314           | 0.4632       | 0.3571              | 0.3846           | 0.3704       | 0.5682       | 0.7244          |
| 0.023         | 19.0  | 2375 | 0.4651          | 0.6393    | 0.6965 | 0.6667 | 0.9166   | 0.5969        | 0.6983     | 0.6436 | 0.25              | 0.24           | 0.2449     | 0.9152         | 0.9321      | 0.9235  | 0.5111            | 0.3333         | 0.4035     | 0.6154            | 0.5926         | 0.6038     | 0.7545          | 0.8106       | 0.7816   | 0.2727              | 0.24             | 0.2553       | 0.9573           | 0.9691        | 0.9632    | 0.6216              | 0.3485           | 0.4466       | 0.6818              | 0.5556           | 0.6122       | 0.5767          | 0.6925       | 0.6293   | 0.2632              | 0.25             | 0.2564       | 0.9207           | 0.9379        | 0.9292    | 0.5833              | 0.4118           | 0.4828       | 0.3333              | 0.3846           | 0.3571       | 0.5714       | 0.7237          |
| 0.0136        | 20.0  | 2500 | 0.4697          | 0.6439    | 0.7044 | 0.6728 | 0.9171   | 0.61          | 0.7117     | 0.6569 | 0.2143            | 0.24           | 0.2264     | 0.9146         | 0.9259      | 0.9202  | 0.5106            | 0.3478         | 0.4138     | 0.5556            | 0.5556         | 0.5556     | 0.7404          | 0.8230       | 0.7795   | 0.25                | 0.24             | 0.2449       | 0.9512           | 0.9630        | 0.9571    | 0.6429              | 0.4091           | 0.5000       | 0.6522              | 0.5556           | 0.6          | 0.5833          | 0.6883       | 0.6315   | 0.2273              | 0.25             | 0.2381       | 0.9146           | 0.9317        | 0.9231    | 0.5882              | 0.3922           | 0.4706       | 0.3333              | 0.3846           | 0.3571       | 0.5702       | 0.7236          |
| 0.0136        | 21.0  | 2625 | 0.5053          | 0.6301    | 0.7022 | 0.6642 | 0.9132   | 0.6037        | 0.7133     | 0.6539 | 0.2               | 0.24           | 0.2182     | 0.8830         | 0.9321      | 0.9069  | 0.4565            | 0.3043         | 0.3652     | 0.5               | 0.5185         | 0.5091     | 0.7424          | 0.8265       | 0.7822   | 0.2222              | 0.24             | 0.2308       | 0.9240           | 0.9753        | 0.9489    | 0.5                 | 0.3333           | 0.4          | 0.625               | 0.5556           | 0.5882       | 0.5814          | 0.6946       | 0.6330   | 0.2                 | 0.25             | 0.2222       | 0.8988           | 0.9379        | 0.9179    | 0.5758              | 0.3725           | 0.4524       | 0.2353              | 0.3077           | 0.2667       | 0.5442       | 0.7175          |
| 0.0136        | 22.0  | 2750 | 0.4975          | 0.6310    | 0.6954 | 0.6616 | 0.9114   | 0.5980        | 0.7067     | 0.6478 | 0.2               | 0.24           | 0.2182     | 0.9085         | 0.9198      | 0.9141  | 0.4565            | 0.3043         | 0.3652     | 0.5833            | 0.5185         | 0.5490     | 0.7389          | 0.8212       | 0.7779   | 0.2308              | 0.24             | 0.2353       | 0.9512           | 0.9630        | 0.9571    | 0.5610              | 0.3485           | 0.4299       | 0.6818              | 0.5556           | 0.6122       | 0.5679          | 0.6820       | 0.6198   | 0.2174              | 0.25             | 0.2326       | 0.9141           | 0.9255        | 0.9198    | 0.5588              | 0.3725           | 0.4471       | 0.2857              | 0.3077           | 0.2963       | 0.5528       | 0.7149          |
| 0.0136        | 23.0  | 2875 | 0.4871          | 0.6399    | 0.6942 | 0.6659 | 0.9175   | 0.6089        | 0.7083     | 0.6549 | 0.2143            | 0.24           | 0.2264     | 0.9030         | 0.9198      | 0.9113  | 0.5               | 0.2899         | 0.3670     | 0.4815            | 0.4815         | 0.4815     | 0.7607          | 0.8159       | 0.7874   | 0.2692              | 0.28             | 0.2745       | 0.9512           | 0.9630        | 0.9571    | 0.6471              | 0.3333           | 0.44         | 0.6087              | 0.5185           | 0.5600       | 0.5825          | 0.6946       | 0.6336   | 0.2273              | 0.25             | 0.2381       | 0.9030           | 0.9255        | 0.9141    | 0.5938              | 0.3725           | 0.4578       | 0.25                | 0.3077           | 0.2759       | 0.5538       | 0.7224          |
| 0.0085        | 24.0  | 3000 | 0.4869          | 0.6528    | 0.7112 | 0.6808 | 0.9202   | 0.6211        | 0.7267     | 0.6697 | 0.2069            | 0.24           | 0.2222     | 0.9259         | 0.9259      | 0.9259  | 0.5238            | 0.3188         | 0.3964     | 0.5185            | 0.5185         | 0.5185     | 0.7565          | 0.8301       | 0.7916   | 0.2222              | 0.24             | 0.2308       | 0.9630           | 0.9630        | 0.9630    | 0.6053              | 0.3485           | 0.4423       | 0.6667              | 0.5926           | 0.6275       | 0.5972          | 0.7071       | 0.6475   | 0.2083              | 0.25             | 0.2273       | 0.9259           | 0.9317        | 0.9288    | 0.6129              | 0.3725           | 0.4634       | 0.2667              | 0.3077           | 0.2857       | 0.5608       | 0.7309          |
| 0.0085        | 25.0  | 3125 | 0.4876          | 0.6488    | 0.6988 | 0.6728 | 0.9183   | 0.6106        | 0.7083     | 0.6559 | 0.2143            | 0.24           | 0.2264     | 0.9202         | 0.9259      | 0.9231  | 0.5405            | 0.2899         | 0.3774     | 0.5926            | 0.5926         | 0.5926     | 0.7667          | 0.8142       | 0.7897   | 0.2308              | 0.24             | 0.2353       | 0.9689           | 0.9630        | 0.9659    | 0.6                 | 0.3182           | 0.4158       | 0.64                | 0.5926           | 0.6154       | 0.5813          | 0.7029       | 0.6364   | 0.2174              | 0.25             | 0.2326       | 0.9202           | 0.9317        | 0.9259    | 0.6071              | 0.3333           | 0.4304       | 0.3571              | 0.3846           | 0.3704       | 0.5618       | 0.7253          |
| 0.0085        | 26.0  | 3250 | 0.4933          | 0.6365    | 0.6999 | 0.6667 | 0.9174   | 0.6065        | 0.7167     | 0.6570 | 0.2069            | 0.24           | 0.2222     | 0.9202         | 0.9259      | 0.9231  | 0.4865            | 0.2609         | 0.3396     | 0.4242            | 0.5185         | 0.4667     | 0.7528          | 0.8248       | 0.7872   | 0.2222              | 0.24             | 0.2308       | 0.9571           | 0.9630        | 0.9600    | 0.5806              | 0.2727           | 0.3711       | 0.5714              | 0.5926           | 0.5818       | 0.5846          | 0.7008       | 0.6375   | 0.2083              | 0.25             | 0.2273       | 0.9202           | 0.9317        | 0.9259    | 0.6                 | 0.3529           | 0.4444       | 0.3158              | 0.4615           | 0.3750       | 0.5541       | 0.7220          |
| 0.0085        | 27.0  | 3375 | 0.5263          | 0.6470    | 0.7078 | 0.6760 | 0.9200   | 0.6090        | 0.7217     | 0.6606 | 0.2692            | 0.28           | 0.2745     | 0.9141         | 0.9198      | 0.9169  | 0.5128            | 0.2899         | 0.3704     | 0.5926            | 0.5926         | 0.5926     | 0.7465          | 0.8389       | 0.7900   | 0.28                | 0.28             | 0.28         | 0.9571           | 0.9630        | 0.9600    | 0.6286              | 0.3333           | 0.4356       | 0.625               | 0.5556           | 0.5882       | 0.5982          | 0.6946       | 0.6428   | 0.2857              | 0.3              | 0.2927       | 0.9141           | 0.9255        | 0.9198    | 0.6333              | 0.3725           | 0.4691       | 0.3846              | 0.3846           | 0.3846       | 0.5763       | 0.7293          |
| 0.0053        | 28.0  | 3500 | 0.5326          | 0.6454    | 0.7112 | 0.6767 | 0.9194   | 0.6124        | 0.7267     | 0.6646 | 0.2333            | 0.28           | 0.2545     | 0.9085         | 0.9198      | 0.9141  | 0.5405            | 0.2899         | 0.3774     | 0.5333            | 0.5926         | 0.5614     | 0.7504          | 0.8354       | 0.7906   | 0.2414              | 0.28             | 0.2593       | 0.9512           | 0.9630        | 0.9571    | 0.6061              | 0.3030           | 0.4040       | 0.6154              | 0.5926           | 0.6038       | 0.5922          | 0.6987       | 0.6411   | 0.24                | 0.3              | 0.2667       | 0.9085           | 0.9255        | 0.9169    | 0.6429              | 0.3529           | 0.4557       | 0.3333              | 0.3846           | 0.3571       | 0.5652       | 0.7261          |
| 0.0053        | 29.0  | 3625 | 0.5403          | 0.6517    | 0.7055 | 0.6775 | 0.9169   | 0.6189        | 0.72       | 0.6656 | 0.2333            | 0.28           | 0.2545     | 0.9085         | 0.9198      | 0.9141  | 0.5263            | 0.2899         | 0.3738     | 0.5769            | 0.5556         | 0.5660     | 0.7569          | 0.8265       | 0.7902   | 0.25                | 0.28             | 0.2642       | 0.9512           | 0.9630        | 0.9571    | 0.6                 | 0.3182           | 0.4158       | 0.6522              | 0.5556           | 0.6          | 0.5921          | 0.6925       | 0.6384   | 0.2308              | 0.3              | 0.2609       | 0.9141           | 0.9255        | 0.9198    | 0.6                 | 0.3529           | 0.4444       | 0.3333              | 0.3846           | 0.3571       | 0.5648       | 0.7254          |
| 0.0053        | 30.0  | 3750 | 0.5468          | 0.6520    | 0.7214 | 0.6849 | 0.9163   | 0.6227        | 0.74       | 0.6763 | 0.2258            | 0.28           | 0.25       | 0.9146         | 0.9259      | 0.9202  | 0.4878            | 0.2899         | 0.3636     | 0.5714            | 0.5926         | 0.5818     | 0.7544          | 0.8372       | 0.7936   | 0.2414              | 0.28             | 0.2593       | 0.9512           | 0.9630        | 0.9571    | 0.5385              | 0.3182           | 0.4000       | 0.6667              | 0.5926           | 0.6275       | 0.5937          | 0.7092       | 0.6463   | 0.2308              | 0.3              | 0.2609       | 0.9202           | 0.9317        | 0.9259    | 0.6207              | 0.3529           | 0.4500       | 0.3125              | 0.3846           | 0.3448       | 0.5665       | 0.7295          |
| 0.0053        | 31.0  | 3875 | 0.5451          | 0.6409    | 0.7135 | 0.6752 | 0.9175   | 0.6078        | 0.7283     | 0.6626 | 0.2258            | 0.28           | 0.25       | 0.9146         | 0.9259      | 0.9202  | 0.4878            | 0.2899         | 0.3636     | 0.5714            | 0.5926         | 0.5818     | 0.7480          | 0.8354       | 0.7893   | 0.25                | 0.28             | 0.2642       | 0.9512           | 0.9630        | 0.9571    | 0.5676              | 0.3182           | 0.4078       | 0.64                | 0.5926           | 0.6154       | 0.5807          | 0.6925       | 0.6317   | 0.2222              | 0.3              | 0.2553       | 0.9202           | 0.9317        | 0.9259    | 0.5625              | 0.3529           | 0.4337       | 0.3333              | 0.3846           | 0.3571       | 0.5637       | 0.7232          |
| 0.0035        | 32.0  | 4000 | 0.5502          | 0.6471    | 0.7123 | 0.6782 | 0.9182   | 0.6172        | 0.7283     | 0.6682 | 0.2258            | 0.28           | 0.25       | 0.9141         | 0.9198      | 0.9169  | 0.4878            | 0.2899         | 0.3636     | 0.5517            | 0.5926         | 0.5714     | 0.7540          | 0.8301       | 0.7902   | 0.25                | 0.28             | 0.2642       | 0.9571           | 0.9630        | 0.9600    | 0.6                 | 0.3182           | 0.4158       | 0.64                | 0.5926           | 0.6154       | 0.5901          | 0.6987       | 0.6398   | 0.2308              | 0.3              | 0.2609       | 0.9141           | 0.9255        | 0.9198    | 0.5938              | 0.3725           | 0.4578       | 0.3125              | 0.3846           | 0.3448       | 0.5669       | 0.7268          |
| 0.0035        | 33.0  | 4125 | 0.5468          | 0.6451    | 0.7101 | 0.6760 | 0.9183   | 0.6147        | 0.7233     | 0.6646 | 0.2333            | 0.28           | 0.2545     | 0.9036         | 0.9259      | 0.9146  | 0.5128            | 0.2899         | 0.3704     | 0.5161            | 0.5926         | 0.5517     | 0.7565          | 0.8301       | 0.7916   | 0.25                | 0.28             | 0.2642       | 0.9458           | 0.9691        | 0.9573    | 0.6                 | 0.3182           | 0.4158       | 0.64                | 0.5926           | 0.6154       | 0.5861          | 0.6904       | 0.6340   | 0.2308              | 0.3              | 0.2609       | 0.9146           | 0.9317        | 0.9231    | 0.6                 | 0.3529           | 0.4444       | 0.3684              | 0.5385           | 0.4375       | 0.5744       | 0.7259          |
| 0.0035        | 34.0  | 4250 | 0.5503          | 0.6379    | 0.7044 | 0.6695 | 0.9174   | 0.6070        | 0.7183     | 0.6580 | 0.2258            | 0.28           | 0.25       | 0.9036         | 0.9259      | 0.9146  | 0.5128            | 0.2899         | 0.3704     | 0.4828            | 0.5185         | 0.5        | 0.7528          | 0.8301       | 0.7896   | 0.2414              | 0.28             | 0.2593       | 0.9458           | 0.9691        | 0.9573    | 0.5833              | 0.3182           | 0.4118       | 0.64                | 0.5926           | 0.6154       | 0.5792          | 0.6883       | 0.6291   | 0.2308              | 0.3              | 0.2609       | 0.9146           | 0.9317        | 0.9231    | 0.6                 | 0.3529           | 0.4444       | 0.2353              | 0.3077           | 0.2667       | 0.5557       | 0.7220          |
| 0.0035        | 35.0  | 4375 | 0.5558          | 0.6407    | 0.7089 | 0.6731 | 0.9169   | 0.6127        | 0.725      | 0.6641 | 0.2258            | 0.28           | 0.25       | 0.9036         | 0.9259      | 0.9146  | 0.4878            | 0.2899         | 0.3636     | 0.4828            | 0.5185         | 0.5        | 0.752           | 0.8319       | 0.7899   | 0.2414              | 0.28             | 0.2593       | 0.9458           | 0.9691        | 0.9573    | 0.5526              | 0.3182           | 0.4038       | 0.64                | 0.5926           | 0.6154       | 0.5810          | 0.6904       | 0.6310   | 0.2308              | 0.3              | 0.2609       | 0.9146           | 0.9317        | 0.9231    | 0.6                 | 0.3529           | 0.4444       | 0.2353              | 0.3077           | 0.2667       | 0.5552       | 0.7224          |


### Framework versions

- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.15.0
- Tokenizers 0.15.0

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