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# albert-base-v2-finetuned-ner-cadec

This model is a fine-tuned version of [albert-base-v2](https://huggingface.co/albert-base-v2) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.6830
- Precision: 0.6428
- Recall: 0.6704
- F1: 0.6563
- Accuracy: 0.9147
- Adr Precision: 0.6180
- Adr Recall: 0.6767
- Adr F1: 0.6460
- Disease Precision: 0.2581
- Disease Recall: 0.32
- Disease F1: 0.2857
- Drug Precision: 0.9036
- Drug Recall: 0.9259
- Drug F1: 0.9146
- Finding Precision: 0.4054
- Finding Recall: 0.2174
- Finding F1: 0.2830
- Symptom Precision: 0.4333
- Symptom Recall: 0.4815
- Symptom F1: 0.4561
- B-adr Precision: 0.7509
- B-adr Recall: 0.7735
- B-adr F1: 0.7620
- B-disease Precision: 0.2667
- B-disease Recall: 0.32
- B-disease F1: 0.2909
- B-drug Precision: 0.9563
- B-drug Recall: 0.9444
- B-drug F1: 0.9503
- B-finding Precision: 0.5312
- B-finding Recall: 0.2576
- B-finding F1: 0.3469
- B-symptom Precision: 0.5
- B-symptom Recall: 0.5185
- B-symptom F1: 0.5091
- I-adr Precision: 0.5959
- I-adr Recall: 0.6578
- I-adr F1: 0.6254
- I-disease Precision: 0.2174
- I-disease Recall: 0.2381
- I-disease F1: 0.2273
- I-drug Precision: 0.9096
- I-drug Recall: 0.9379
- I-drug F1: 0.9235
- I-finding Precision: 0.4
- I-finding Recall: 0.1923
- I-finding F1: 0.2597
- I-symptom Precision: 0.375
- I-symptom Recall: 0.4286
- I-symptom F1: 0.4000
- Macro Avg F1: 0.5295
- Weighted Avg F1: 0.6995

## 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  | 0.3036          | 0.4900    | 0.5855 | 0.5335 | 0.8983   | 0.4564        | 0.6017     | 0.5191 | 0.0877            | 0.2            | 0.1220     | 0.8671         | 0.9259      | 0.8955  | 0.0294            | 0.0145         | 0.0194     | 0.0               | 0.0            | 0.0        | 0.6901          | 0.7805       | 0.7326   | 0.2                 | 0.2              | 0.2000       | 0.9112           | 0.9506        | 0.9305    | 0.5                 | 0.0152           | 0.0294       | 0.0                 | 0.0              | 0.0          | 0.4781          | 0.5784       | 0.5235   | 0.0652              | 0.1429           | 0.0896       | 0.8830           | 0.9379        | 0.9096    | 0.1818              | 0.1154           | 0.1412       | 0.0                 | 0.0              | 0.0          | 0.3556       | 0.6214          |
| No log        | 2.0   | 250  | 0.2758          | 0.5594    | 0.6297 | 0.5924 | 0.9070   | 0.5310        | 0.6717     | 0.5931 | 0.1081            | 0.16           | 0.1290     | 0.8421         | 0.8889      | 0.8649  | 0.16              | 0.0580         | 0.0851     | 0.5               | 0.0370         | 0.0690     | 0.7317          | 0.7965       | 0.7627   | 0.2308              | 0.24             | 0.2353       | 0.9804           | 0.9259        | 0.9524    | 0.5385              | 0.1061           | 0.1772       | 1.0                 | 0.0741           | 0.1379       | 0.5274          | 0.6660       | 0.5887   | 0.0952              | 0.0952           | 0.0952       | 0.8471           | 0.8944        | 0.8701    | 0.3125              | 0.0962           | 0.1471       | 0.0                 | 0.0              | 0.0          | 0.3967       | 0.6599          |
| No log        | 3.0   | 375  | 0.2840          | 0.5713    | 0.6489 | 0.6076 | 0.9079   | 0.5533        | 0.675      | 0.6081 | 0.1667            | 0.32           | 0.2192     | 0.8571         | 0.9259      | 0.8902  | 0.1842            | 0.1014         | 0.1308     | 0.3               | 0.1111         | 0.1622     | 0.7298          | 0.7982       | 0.7625   | 0.2162              | 0.32             | 0.2581       | 0.9281           | 0.9568        | 0.9422    | 0.4583              | 0.1667           | 0.2444       | 0.7                 | 0.2593           | 0.3784       | 0.5482          | 0.6599       | 0.5989   | 0.1842              | 0.3333           | 0.2373       | 0.8671           | 0.9317        | 0.8982    | 0.2609              | 0.1154           | 0.16         | 0.0                 | 0.0              | 0.0          | 0.4480       | 0.6744          |
| 0.2544        | 4.0   | 500  | 0.2906          | 0.5760    | 0.6353 | 0.6042 | 0.9104   | 0.5679        | 0.6483     | 0.6054 | 0.0816            | 0.16           | 0.1081     | 0.8862         | 0.9136      | 0.8997  | 0.2364            | 0.1884         | 0.2097     | 0.3889            | 0.2593         | 0.3111     | 0.7626          | 0.7788       | 0.7706   | 0.1875              | 0.24             | 0.2105       | 0.9379           | 0.9321        | 0.9350    | 0.4474              | 0.2576           | 0.3269       | 0.7333              | 0.4074           | 0.5238       | 0.5647          | 0.6314       | 0.5962   | 0.1579              | 0.2857           | 0.2034       | 0.8916           | 0.9193        | 0.9052    | 0.3143              | 0.2115           | 0.2529       | 0.6667              | 0.1429           | 0.2353       | 0.4960       | 0.6862          |
| 0.2544        | 5.0   | 625  | 0.2948          | 0.5855    | 0.6750 | 0.6270 | 0.9132   | 0.5633        | 0.6967     | 0.6230 | 0.0333            | 0.04           | 0.0364     | 0.8786         | 0.9383      | 0.9075  | 0.2549            | 0.1884         | 0.2167     | 0.5455            | 0.4444         | 0.4898     | 0.7312          | 0.8088       | 0.7681   | 0.2083              | 0.2              | 0.2041       | 0.9118           | 0.9568        | 0.9337    | 0.5161              | 0.2424           | 0.3299       | 0.7778              | 0.5185           | 0.6222       | 0.5507          | 0.6741       | 0.6062   | 0.0667              | 0.0476           | 0.0556       | 0.8994           | 0.9441        | 0.9212    | 0.3077              | 0.2308           | 0.2637       | 0.625               | 0.3571           | 0.4545       | 0.5159       | 0.6920          |
| 0.2544        | 6.0   | 750  | 0.3172          | 0.6092    | 0.6569 | 0.6322 | 0.9130   | 0.5859        | 0.665      | 0.6230 | 0.2093            | 0.36           | 0.2647     | 0.8922         | 0.9198      | 0.9058  | 0.4074            | 0.1594         | 0.2292     | 0.3529            | 0.4444         | 0.3934     | 0.7616          | 0.7858       | 0.7735   | 0.2778              | 0.4              | 0.3279       | 0.9333           | 0.9506        | 0.9419    | 0.6471              | 0.1667           | 0.2651       | 0.6667              | 0.5185           | 0.5833       | 0.5762          | 0.6619       | 0.6161   | 0.2333              | 0.3333           | 0.2745       | 0.9030           | 0.9255        | 0.9141    | 0.4762              | 0.1923           | 0.2740       | 0.2174              | 0.3571           | 0.2703       | 0.5241       | 0.6973          |
| 0.2544        | 7.0   | 875  | 0.3519          | 0.5992    | 0.6670 | 0.6313 | 0.9127   | 0.5663        | 0.6833     | 0.6193 | 0.1471            | 0.2            | 0.1695     | 0.9042         | 0.9321      | 0.9179  | 0.3947            | 0.2174         | 0.2804     | 0.4               | 0.2963         | 0.3404     | 0.7245          | 0.8283       | 0.7729   | 0.2593              | 0.28             | 0.2692       | 0.9448           | 0.9506        | 0.9477    | 0.6538              | 0.2576           | 0.3696       | 0.7857              | 0.4074           | 0.5366       | 0.5613          | 0.6619       | 0.6075   | 0.1818              | 0.1905           | 0.1860       | 0.9146           | 0.9317        | 0.9231    | 0.4138              | 0.2308           | 0.2963       | 0.2308              | 0.2143           | 0.2222       | 0.5131       | 0.6977          |
| 0.0853        | 8.0   | 1000 | 0.3881          | 0.5996    | 0.6546 | 0.6259 | 0.9138   | 0.5928        | 0.655      | 0.6223 | 0.0769            | 0.12           | 0.0938     | 0.8817         | 0.9198      | 0.9003  | 0.3284            | 0.3188         | 0.3235     | 0.4231            | 0.4074         | 0.4151     | 0.7560          | 0.7788       | 0.7672   | 0.25                | 0.32             | 0.2807       | 0.9337           | 0.9568        | 0.9451    | 0.5957              | 0.4242           | 0.4956       | 0.6190              | 0.4815           | 0.5417       | 0.5890          | 0.6334       | 0.6104   | 0.0417              | 0.0476           | 0.0444       | 0.8970           | 0.9193        | 0.9080    | 0.3654              | 0.3654           | 0.3654       | 0.4545              | 0.3571           | 0.4          | 0.5358       | 0.7022          |
| 0.0853        | 9.0   | 1125 | 0.4068          | 0.5875    | 0.6580 | 0.6207 | 0.9109   | 0.5625        | 0.66       | 0.6074 | 0.1818            | 0.4            | 0.2500     | 0.9146         | 0.9259      | 0.9202  | 0.3421            | 0.1884         | 0.2430     | 0.4286            | 0.4444         | 0.4364     | 0.7138          | 0.7947       | 0.7521   | 0.2340              | 0.44             | 0.3056       | 0.9390           | 0.9506        | 0.9448    | 0.6522              | 0.2273           | 0.3371       | 0.5714              | 0.4444           | 0.5          | 0.5546          | 0.6314       | 0.5905   | 0.1944              | 0.3333           | 0.2456       | 0.9202           | 0.9317        | 0.9259    | 0.3929              | 0.2115           | 0.275        | 0.3158              | 0.4286           | 0.3636       | 0.5240       | 0.6849          |
| 0.0853        | 10.0  | 1250 | 0.4256          | 0.6337    | 0.6682 | 0.6505 | 0.9140   | 0.6069        | 0.6717     | 0.6377 | 0.2432            | 0.36           | 0.2903     | 0.9130         | 0.9074      | 0.9102  | 0.4706            | 0.2319         | 0.3107     | 0.4286            | 0.5556         | 0.4839     | 0.7530          | 0.7717       | 0.7622   | 0.3125              | 0.4              | 0.3509       | 0.9497           | 0.9321        | 0.9408    | 0.6667              | 0.2424           | 0.3556       | 0.5152              | 0.6296           | 0.5667       | 0.5930          | 0.6558       | 0.6228   | 0.2609              | 0.2857           | 0.2727       | 0.9245           | 0.9130        | 0.9187    | 0.5769              | 0.2885           | 0.3846       | 0.4211              | 0.5714           | 0.4848       | 0.5660       | 0.7051          |
| 0.0853        | 11.0  | 1375 | 0.4426          | 0.6211    | 0.6387 | 0.6298 | 0.9093   | 0.5899        | 0.645      | 0.6162 | 0.1944            | 0.28           | 0.2295     | 0.8916         | 0.9136      | 0.9024  | 0.3929            | 0.1594         | 0.2268     | 0.5               | 0.4074         | 0.4490     | 0.7522          | 0.7469       | 0.7496   | 0.2059              | 0.28             | 0.2373       | 0.9383           | 0.9383        | 0.9383    | 0.5455              | 0.1818           | 0.2727       | 0.6667              | 0.4444           | 0.5333       | 0.5704          | 0.6191       | 0.5938   | 0.2                 | 0.2381           | 0.2174       | 0.9080           | 0.9193        | 0.9136    | 0.5714              | 0.2308           | 0.3288       | 0.4286              | 0.4286           | 0.4286       | 0.5213       | 0.6819          |
| 0.0307        | 12.0  | 1500 | 0.4234          | 0.6211    | 0.6852 | 0.6516 | 0.9144   | 0.5848        | 0.6783     | 0.6281 | 0.2143            | 0.24           | 0.2264     | 0.9096         | 0.9321      | 0.9207  | 0.5               | 0.3913         | 0.4390     | 0.4667            | 0.5185         | 0.4912     | 0.7471          | 0.8          | 0.7726   | 0.2857              | 0.24             | 0.2609       | 0.9448           | 0.9506        | 0.9477    | 0.5957              | 0.4242           | 0.4956       | 0.6364              | 0.5185           | 0.5714       | 0.5754          | 0.6680       | 0.6183   | 0.2609              | 0.2857           | 0.2727       | 0.9207           | 0.9379        | 0.9292    | 0.5641              | 0.4231           | 0.4835       | 0.2857              | 0.4286           | 0.3429       | 0.5695       | 0.7156          |
| 0.0307        | 13.0  | 1625 | 0.4559          | 0.6220    | 0.6784 | 0.6490 | 0.9127   | 0.6059        | 0.6817     | 0.6416 | 0.2188            | 0.28           | 0.2456     | 0.9042         | 0.9321      | 0.9179  | 0.3846            | 0.2899         | 0.3306     | 0.3243            | 0.4444         | 0.375      | 0.7547          | 0.7841       | 0.7691   | 0.2667              | 0.32             | 0.2909       | 0.9448           | 0.9506        | 0.9477    | 0.5476              | 0.3485           | 0.4259       | 0.5161              | 0.5926           | 0.5517       | 0.6             | 0.6660       | 0.6313   | 0.16                | 0.1905           | 0.1739       | 0.9152           | 0.9379        | 0.9264    | 0.4474              | 0.3269           | 0.3778       | 0.1923              | 0.3571           | 0.25         | 0.5345       | 0.7098          |
| 0.0307        | 14.0  | 1750 | 0.4551          | 0.6031    | 0.6523 | 0.6268 | 0.9127   | 0.5842        | 0.6417     | 0.6116 | 0.1458            | 0.28           | 0.1918     | 0.9152         | 0.9321      | 0.9235  | 0.2979            | 0.2029         | 0.2414     | 0.5278            | 0.7037         | 0.6032     | 0.7496          | 0.7735       | 0.7613   | 0.2051              | 0.32             | 0.25         | 0.9565           | 0.9506        | 0.9536    | 0.5143              | 0.2727           | 0.3564       | 0.6                 | 0.6667           | 0.6316       | 0.5768          | 0.6273       | 0.6010   | 0.1290              | 0.1905           | 0.1538       | 0.9264           | 0.9379        | 0.9321    | 0.3889              | 0.2692           | 0.3182       | 0.3478              | 0.5714           | 0.4324       | 0.5390       | 0.6960          |
| 0.0307        | 15.0  | 1875 | 0.4709          | 0.6046    | 0.6806 | 0.6404 | 0.9135   | 0.5872        | 0.6733     | 0.6273 | 0.1961            | 0.4            | 0.2632     | 0.8902         | 0.9506      | 0.9194  | 0.425             | 0.2464         | 0.3119     | 0.3810            | 0.5926         | 0.4638     | 0.7492          | 0.7929       | 0.7704   | 0.2128              | 0.4              | 0.2778       | 0.9286           | 0.9630        | 0.9455    | 0.5806              | 0.2727           | 0.3711       | 0.5758              | 0.7037           | 0.6333       | 0.5761          | 0.6395       | 0.6062   | 0.1892              | 0.3333           | 0.2414       | 0.9              | 0.9503        | 0.9245    | 0.4839              | 0.2885           | 0.3614       | 0.3214              | 0.6429           | 0.4286       | 0.5560       | 0.7029          |
| 0.0136        | 16.0  | 2000 | 0.5190          | 0.6193    | 0.6818 | 0.6491 | 0.9133   | 0.6           | 0.69       | 0.6419 | 0.2045            | 0.36           | 0.2609     | 0.8779         | 0.9321      | 0.9042  | 0.3824            | 0.1884         | 0.2524     | 0.4688            | 0.5556         | 0.5085     | 0.7401          | 0.7965       | 0.7673   | 0.2308              | 0.36             | 0.2812       | 0.9509           | 0.9568        | 0.9538    | 0.5357              | 0.2273           | 0.3191       | 0.6667              | 0.5926           | 0.6275       | 0.5875          | 0.6701       | 0.6261   | 0.2333              | 0.3333           | 0.2745       | 0.8895           | 0.9503        | 0.9189    | 0.5238              | 0.2115           | 0.3014       | 0.35                | 0.5              | 0.4118       | 0.5482       | 0.7043          |
| 0.0136        | 17.0  | 2125 | 0.5312          | 0.6206    | 0.6818 | 0.6498 | 0.9154   | 0.5974        | 0.695      | 0.6425 | 0.2105            | 0.32           | 0.2540     | 0.9259         | 0.9259      | 0.9259  | 0.3846            | 0.2174         | 0.2778     | 0.3636            | 0.4444         | 0.4000     | 0.7302          | 0.8          | 0.7635   | 0.2857              | 0.4              | 0.3333       | 0.9563           | 0.9444        | 0.9503    | 0.5926              | 0.2424           | 0.3441       | 0.6087              | 0.5185           | 0.5600       | 0.5832          | 0.6497       | 0.6146   | 0.2                 | 0.2381           | 0.2174       | 0.9371           | 0.9255        | 0.9313    | 0.4062              | 0.25             | 0.3095       | 0.2727              | 0.4286           | 0.3333       | 0.5357       | 0.6998          |
| 0.0136        | 18.0  | 2250 | 0.5362          | 0.6235    | 0.6546 | 0.6387 | 0.9127   | 0.5976        | 0.6533     | 0.6242 | 0.2581            | 0.32           | 0.2857     | 0.9096         | 0.9321      | 0.9207  | 0.4186            | 0.2609         | 0.3214     | 0.2903            | 0.3333         | 0.3103     | 0.7513          | 0.7646       | 0.7579   | 0.2667              | 0.32             | 0.2909       | 0.9627           | 0.9568        | 0.9598    | 0.5556              | 0.3030           | 0.3922       | 0.44                | 0.4074           | 0.4231       | 0.5830          | 0.6293       | 0.6053   | 0.2632              | 0.2381           | 0.25         | 0.9202           | 0.9317        | 0.9259    | 0.4688              | 0.2885           | 0.3571       | 0.2273              | 0.3571           | 0.2778       | 0.5240       | 0.6959          |
| 0.0136        | 19.0  | 2375 | 0.5420          | 0.6261    | 0.6297 | 0.6279 | 0.9154   | 0.5917        | 0.64       | 0.6149 | 0.1944            | 0.28           | 0.2295     | 0.9423         | 0.9074      | 0.9245  | 0.2857            | 0.0870         | 0.1333     | 0.4615            | 0.4444         | 0.4528     | 0.7645          | 0.7469       | 0.7556   | 0.2424              | 0.32             | 0.2759       | 0.9744           | 0.9383        | 0.9560    | 0.3889              | 0.1061           | 0.1667       | 0.5833              | 0.5185           | 0.5490       | 0.5704          | 0.6191       | 0.5938   | 0.2083              | 0.2381           | 0.2222       | 0.9484           | 0.9130        | 0.9304    | 0.375               | 0.1154           | 0.1765       | 0.3333              | 0.4286           | 0.375        | 0.5001       | 0.6786          |
| 0.0059        | 20.0  | 2500 | 0.5872          | 0.6138    | 0.6874 | 0.6485 | 0.9106   | 0.6011        | 0.7083     | 0.6503 | 0.1628            | 0.28           | 0.2059     | 0.9042         | 0.9321      | 0.9179  | 0.3243            | 0.1739         | 0.2264     | 0.3429            | 0.4444         | 0.3871     | 0.7212          | 0.8195       | 0.7672   | 0.25                | 0.4              | 0.3077       | 0.9394           | 0.9568        | 0.9480    | 0.4828              | 0.2121           | 0.2947       | 0.56                | 0.5185           | 0.5385       | 0.5819          | 0.6660       | 0.6211   | 0.1379              | 0.1905           | 0.16         | 0.9036           | 0.9317        | 0.9174    | 0.3571              | 0.1923           | 0.25         | 0.25                | 0.4286           | 0.3158       | 0.5120       | 0.6958          |
| 0.0059        | 21.0  | 2625 | 0.5642          | 0.6088    | 0.6557 | 0.6314 | 0.9126   | 0.5913        | 0.6533     | 0.6207 | 0.2               | 0.36           | 0.2571     | 0.9080         | 0.9136      | 0.9108  | 0.4286            | 0.2174         | 0.2885     | 0.3333            | 0.5556         | 0.4167     | 0.7671          | 0.7752       | 0.7711   | 0.2381              | 0.4              | 0.2985       | 0.9441           | 0.9383        | 0.9412    | 0.6897              | 0.3030           | 0.4211       | 0.4595              | 0.6296           | 0.5312       | 0.5730          | 0.6314       | 0.6008   | 0.1818              | 0.2857           | 0.2222       | 0.9141           | 0.9255        | 0.9198    | 0.4286              | 0.2308           | 0.3          | 0.2308              | 0.4286           | 0.3          | 0.5306       | 0.6978          |
| 0.0059        | 22.0  | 2750 | 0.5869          | 0.6190    | 0.6716 | 0.6442 | 0.9133   | 0.6092        | 0.6833     | 0.6441 | 0.1951            | 0.32           | 0.2424     | 0.9030         | 0.9198      | 0.9113  | 0.2895            | 0.1594         | 0.2056     | 0.3659            | 0.5556         | 0.4412     | 0.7564          | 0.7805       | 0.7683   | 0.2308              | 0.36             | 0.2812       | 0.9444           | 0.9444        | 0.9444    | 0.5714              | 0.2424           | 0.3404       | 0.5484              | 0.6296           | 0.5862       | 0.5930          | 0.6558       | 0.6228   | 0.1562              | 0.2381           | 0.1887       | 0.9030           | 0.9255        | 0.9141    | 0.2414              | 0.1346           | 0.1728       | 0.2593              | 0.5              | 0.3415       | 0.5161       | 0.6964          |
| 0.0059        | 23.0  | 2875 | 0.5873          | 0.6149    | 0.6546 | 0.6341 | 0.9112   | 0.5964        | 0.655      | 0.6243 | 0.2105            | 0.32           | 0.2540     | 0.9096         | 0.9321      | 0.9207  | 0.4               | 0.2029         | 0.2692     | 0.2857            | 0.4444         | 0.3478     | 0.7597          | 0.7611       | 0.7604   | 0.2222              | 0.32             | 0.2623       | 0.9390           | 0.9506        | 0.9448    | 0.7                 | 0.3182           | 0.4375       | 0.4828              | 0.5185           | 0.5          | 0.5680          | 0.6212       | 0.5934   | 0.2222              | 0.2857           | 0.25         | 0.9146           | 0.9317        | 0.9231    | 0.4783              | 0.2115           | 0.2933       | 0.1875              | 0.4286           | 0.2609       | 0.5226       | 0.6917          |
| 0.0024        | 24.0  | 3000 | 0.6273          | 0.6126    | 0.6806 | 0.6448 | 0.9103   | 0.5983        | 0.695      | 0.6430 | 0.1842            | 0.28           | 0.2222     | 0.8929         | 0.9259      | 0.9091  | 0.3171            | 0.1884         | 0.2364     | 0.3784            | 0.5185         | 0.4375     | 0.7234          | 0.8053       | 0.7621   | 0.2581              | 0.32             | 0.2857       | 0.9390           | 0.9506        | 0.9448    | 0.5455              | 0.2727           | 0.3636       | 0.5161              | 0.5926           | 0.5517       | 0.5893          | 0.6721       | 0.6280   | 0.1923              | 0.2381           | 0.2128       | 0.9042           | 0.9379        | 0.9207    | 0.375               | 0.1731           | 0.2368       | 0.2857              | 0.4286           | 0.3429       | 0.5249       | 0.6994          |
| 0.0024        | 25.0  | 3125 | 0.6096          | 0.6133    | 0.6682 | 0.6396 | 0.9102   | 0.5985        | 0.6783     | 0.6359 | 0.1892            | 0.28           | 0.2258     | 0.8976         | 0.9198      | 0.9085  | 0.2955            | 0.1884         | 0.2301     | 0.4               | 0.5185         | 0.4516     | 0.7534          | 0.7788       | 0.7659   | 0.2286              | 0.32             | 0.2667       | 0.9503           | 0.9444        | 0.9474    | 0.4857              | 0.2576           | 0.3366       | 0.5769              | 0.5556           | 0.5660       | 0.5750          | 0.6477       | 0.6092   | 0.1481              | 0.1905           | 0.1667       | 0.9091           | 0.9317        | 0.9202    | 0.2903              | 0.1731           | 0.2169       | 0.2                 | 0.3571           | 0.2564       | 0.5052       | 0.6919          |
| 0.0024        | 26.0  | 3250 | 0.6085          | 0.6352    | 0.6784 | 0.6561 | 0.9153   | 0.6150        | 0.6817     | 0.6466 | 0.2162            | 0.32           | 0.2581     | 0.8876         | 0.9259      | 0.9063  | 0.4359            | 0.2464         | 0.3148     | 0.4545            | 0.5556         | 0.5        | 0.7695          | 0.7858       | 0.7776   | 0.2353              | 0.32             | 0.2712       | 0.9277           | 0.9506        | 0.9390    | 0.6111              | 0.3333           | 0.4314       | 0.6154              | 0.5926           | 0.6038       | 0.6011          | 0.6660       | 0.6319   | 0.1923              | 0.2381           | 0.2128       | 0.8994           | 0.9441        | 0.9212    | 0.4231              | 0.2115           | 0.2821       | 0.3158              | 0.4286           | 0.3636       | 0.5434       | 0.7107          |
| 0.0024        | 27.0  | 3375 | 0.6359          | 0.6191    | 0.6682 | 0.6427 | 0.9123   | 0.6015        | 0.6767     | 0.6369 | 0.1842            | 0.28           | 0.2222     | 0.9091         | 0.9259      | 0.9174  | 0.3171            | 0.1884         | 0.2364     | 0.4118            | 0.5185         | 0.4590     | 0.7383          | 0.7841       | 0.7605   | 0.2353              | 0.32             | 0.2712       | 0.9387           | 0.9444        | 0.9415    | 0.5625              | 0.2727           | 0.3673       | 0.5357              | 0.5556           | 0.5455       | 0.5849          | 0.6456       | 0.6137   | 0.1538              | 0.1905           | 0.1702       | 0.9085           | 0.9255        | 0.9169    | 0.36                | 0.1731           | 0.2338       | 0.2609              | 0.4286           | 0.3243       | 0.5145       | 0.6927          |
| 0.0012        | 28.0  | 3500 | 0.6558          | 0.6220    | 0.6670 | 0.6437 | 0.9129   | 0.6080        | 0.68       | 0.6420 | 0.1707            | 0.28           | 0.2121     | 0.9030         | 0.9198      | 0.9113  | 0.3421            | 0.1884         | 0.2430     | 0.375             | 0.4444         | 0.4068     | 0.7688          | 0.7770       | 0.7729   | 0.2286              | 0.32             | 0.2667       | 0.9387           | 0.9444        | 0.9415    | 0.5758              | 0.2879           | 0.3838       | 0.5185              | 0.5185           | 0.5185       | 0.5814          | 0.6619       | 0.6190   | 0.1613              | 0.2381           | 0.1923       | 0.9085           | 0.9255        | 0.9169    | 0.3636              | 0.1538           | 0.2162       | 0.3                 | 0.4286           | 0.3529       | 0.5181       | 0.6989          |
| 0.0012        | 29.0  | 3625 | 0.6434          | 0.6277    | 0.6625 | 0.6446 | 0.9142   | 0.6054        | 0.67       | 0.6361 | 0.175             | 0.28           | 0.2154     | 0.9030         | 0.9198      | 0.9113  | 0.4               | 0.1739         | 0.2424     | 0.4545            | 0.5556         | 0.5        | 0.7599          | 0.7788       | 0.7692   | 0.2571              | 0.36             | 0.3          | 0.9444           | 0.9444        | 0.9444    | 0.625               | 0.2273           | 0.3333       | 0.5517              | 0.5926           | 0.5714       | 0.5824          | 0.6477       | 0.6133   | 0.1379              | 0.1905           | 0.16         | 0.9085           | 0.9255        | 0.9169    | 0.4                 | 0.1538           | 0.2222       | 0.3333              | 0.4286           | 0.375        | 0.5206       | 0.6954          |
| 0.0012        | 30.0  | 3750 | 0.6456          | 0.6324    | 0.6625 | 0.6471 | 0.9152   | 0.6076        | 0.6683     | 0.6365 | 0.1892            | 0.28           | 0.2258     | 0.9036         | 0.9259      | 0.9146  | 0.4               | 0.2029         | 0.2692     | 0.4815            | 0.4815         | 0.4815     | 0.7570          | 0.7611       | 0.7590   | 0.2353              | 0.32             | 0.2712       | 0.9273           | 0.9444        | 0.9358    | 0.5484              | 0.2576           | 0.3505       | 0.6087              | 0.5185           | 0.5600       | 0.5860          | 0.6456       | 0.6143   | 0.1481              | 0.1905           | 0.1667       | 0.9030           | 0.9255        | 0.9141    | 0.4091              | 0.1731           | 0.2432       | 0.3529              | 0.4286           | 0.3871       | 0.5202       | 0.6918          |
| 0.0012        | 31.0  | 3875 | 0.6698          | 0.6266    | 0.6670 | 0.6462 | 0.9126   | 0.6048        | 0.6733     | 0.6372 | 0.2               | 0.28           | 0.2333     | 0.8982         | 0.9259      | 0.9119  | 0.3590            | 0.2029         | 0.2593     | 0.4516            | 0.5185         | 0.4828     | 0.7513          | 0.7805       | 0.7656   | 0.2581              | 0.32             | 0.2857       | 0.9333           | 0.9506        | 0.9419    | 0.5152              | 0.2576           | 0.3434       | 0.5357              | 0.5556           | 0.5455       | 0.5839          | 0.6517       | 0.6160   | 0.1667              | 0.1905           | 0.1778       | 0.8982           | 0.9317        | 0.9146    | 0.4348              | 0.1923           | 0.2667       | 0.3529              | 0.4286           | 0.3871       | 0.5244       | 0.6960          |
| 0.0006        | 32.0  | 4000 | 0.6512          | 0.6253    | 0.6727 | 0.6481 | 0.9143   | 0.6119        | 0.6833     | 0.6457 | 0.1842            | 0.28           | 0.2222     | 0.9042         | 0.9321      | 0.9179  | 0.3171            | 0.1884         | 0.2364     | 0.3824            | 0.4815         | 0.4262     | 0.7539          | 0.7752       | 0.7644   | 0.2353              | 0.32             | 0.2712       | 0.9387           | 0.9444        | 0.9415    | 0.5152              | 0.2576           | 0.3434       | 0.5357              | 0.5556           | 0.5455       | 0.5851          | 0.6578       | 0.6194   | 0.1481              | 0.1905           | 0.1667       | 0.9036           | 0.9317        | 0.9174    | 0.3704              | 0.1923           | 0.2532       | 0.3                 | 0.4286           | 0.3529       | 0.5176       | 0.6957          |
| 0.0006        | 33.0  | 4125 | 0.6629          | 0.6432    | 0.6636 | 0.6533 | 0.9169   | 0.6289        | 0.6667     | 0.6472 | 0.2059            | 0.28           | 0.2373     | 0.9036         | 0.9259      | 0.9146  | 0.3721            | 0.2319         | 0.2857     | 0.4062            | 0.4815         | 0.4407     | 0.7822          | 0.7628       | 0.7724   | 0.2581              | 0.32             | 0.2857       | 0.9273           | 0.9444        | 0.9358    | 0.6316              | 0.3636           | 0.4615       | 0.5769              | 0.5556           | 0.5660       | 0.6031          | 0.6436       | 0.6227   | 0.1538              | 0.1905           | 0.1702       | 0.9091           | 0.9317        | 0.9202    | 0.3929              | 0.2115           | 0.275        | 0.2727              | 0.4286           | 0.3333       | 0.5343       | 0.7054          |
| 0.0006        | 34.0  | 4250 | 0.6629          | 0.6356    | 0.6716 | 0.6531 | 0.9149   | 0.6138        | 0.6833     | 0.6467 | 0.2059            | 0.28           | 0.2373     | 0.9091         | 0.9259      | 0.9174  | 0.3514            | 0.1884         | 0.2453     | 0.4483            | 0.4815         | 0.4643     | 0.75            | 0.7752       | 0.7624   | 0.2581              | 0.32             | 0.2857       | 0.9503           | 0.9444        | 0.9474    | 0.5152              | 0.2576           | 0.3434       | 0.56                | 0.5185           | 0.5385       | 0.5923          | 0.6599       | 0.6243   | 0.2                 | 0.2381           | 0.2174       | 0.9152           | 0.9379        | 0.9264    | 0.3913              | 0.1731           | 0.24         | 0.375               | 0.4286           | 0.4000       | 0.5285       | 0.6988          |
| 0.0006        | 35.0  | 4375 | 0.6643          | 0.6373    | 0.6727 | 0.6545 | 0.9155   | 0.6156        | 0.6833     | 0.6477 | 0.2059            | 0.28           | 0.2373     | 0.9036         | 0.9259      | 0.9146  | 0.3514            | 0.1884         | 0.2453     | 0.4828            | 0.5185         | 0.5        | 0.7509          | 0.7735       | 0.7620   | 0.2581              | 0.32             | 0.2857       | 0.9444           | 0.9444        | 0.9444    | 0.5                 | 0.2576           | 0.3400       | 0.5769              | 0.5556           | 0.5660       | 0.5905          | 0.6578       | 0.6224   | 0.2                 | 0.2381           | 0.2174       | 0.9096           | 0.9379        | 0.9235    | 0.3913              | 0.1731           | 0.24         | 0.4                 | 0.4286           | 0.4138       | 0.5315       | 0.6979          |
| 0.0005        | 36.0  | 4500 | 0.6727          | 0.6329    | 0.6716 | 0.6516 | 0.9140   | 0.6077        | 0.6817     | 0.6426 | 0.2424            | 0.32           | 0.2759     | 0.9091         | 0.9259      | 0.9174  | 0.3421            | 0.1884         | 0.2430     | 0.4643            | 0.4815         | 0.4727     | 0.7457          | 0.7735       | 0.7593   | 0.2581              | 0.32             | 0.2857       | 0.9563           | 0.9444        | 0.9503    | 0.5                 | 0.2424           | 0.3265       | 0.56                | 0.5185           | 0.5385       | 0.5794          | 0.6538       | 0.6144   | 0.2083              | 0.2381           | 0.2222       | 0.9152           | 0.9379        | 0.9264    | 0.4                 | 0.1923           | 0.2597       | 0.3529              | 0.4286           | 0.3871       | 0.5270       | 0.6948          |
| 0.0005        | 37.0  | 4625 | 0.6779          | 0.6390    | 0.6716 | 0.6549 | 0.9142   | 0.6150        | 0.6817     | 0.6466 | 0.2424            | 0.32           | 0.2759     | 0.9091         | 0.9259      | 0.9174  | 0.3611            | 0.1884         | 0.2476     | 0.4483            | 0.4815         | 0.4643     | 0.7470          | 0.7735       | 0.76     | 0.2581              | 0.32             | 0.2857       | 0.9563           | 0.9444        | 0.9503    | 0.5                 | 0.2273           | 0.3125       | 0.5185              | 0.5185           | 0.5185       | 0.5894          | 0.6578       | 0.6218   | 0.2083              | 0.2381           | 0.2222       | 0.9152           | 0.9379        | 0.9264    | 0.4167              | 0.1923           | 0.2632       | 0.375               | 0.4286           | 0.4000       | 0.5261       | 0.6967          |
| 0.0005        | 38.0  | 4750 | 0.6804          | 0.6429    | 0.6727 | 0.6574 | 0.9147   | 0.6210        | 0.68       | 0.6492 | 0.25              | 0.32           | 0.2807     | 0.9036         | 0.9259      | 0.9146  | 0.3684            | 0.2029         | 0.2617     | 0.4516            | 0.5185         | 0.4828     | 0.7534          | 0.7735       | 0.7633   | 0.2581              | 0.32             | 0.2857       | 0.9563           | 0.9444        | 0.9503    | 0.5                 | 0.2576           | 0.3400       | 0.5172              | 0.5556           | 0.5357       | 0.5967          | 0.6599       | 0.6267   | 0.2174              | 0.2381           | 0.2273       | 0.9096           | 0.9379        | 0.9235    | 0.4                 | 0.1923           | 0.2597       | 0.3529              | 0.4286           | 0.3871       | 0.5299       | 0.7004          |
| 0.0005        | 39.0  | 4875 | 0.6818          | 0.6421    | 0.6704 | 0.6560 | 0.9147   | 0.6170        | 0.6767     | 0.6455 | 0.2581            | 0.32           | 0.2857     | 0.9036         | 0.9259      | 0.9146  | 0.4054            | 0.2174         | 0.2830     | 0.4333            | 0.4815         | 0.4561     | 0.7522          | 0.7735       | 0.7627   | 0.2667              | 0.32             | 0.2909       | 0.9563           | 0.9444        | 0.9503    | 0.5294              | 0.2727           | 0.36         | 0.5                 | 0.5185           | 0.5091       | 0.5938          | 0.6578       | 0.6242   | 0.2174              | 0.2381           | 0.2273       | 0.9096           | 0.9379        | 0.9235    | 0.4                 | 0.1923           | 0.2597       | 0.375               | 0.4286           | 0.4000       | 0.5308       | 0.6999          |
| 0.0002        | 40.0  | 5000 | 0.6830          | 0.6428    | 0.6704 | 0.6563 | 0.9147   | 0.6180        | 0.6767     | 0.6460 | 0.2581            | 0.32           | 0.2857     | 0.9036         | 0.9259      | 0.9146  | 0.4054            | 0.2174         | 0.2830     | 0.4333            | 0.4815         | 0.4561     | 0.7509          | 0.7735       | 0.7620   | 0.2667              | 0.32             | 0.2909       | 0.9563           | 0.9444        | 0.9503    | 0.5312              | 0.2576           | 0.3469       | 0.5                 | 0.5185           | 0.5091       | 0.5959          | 0.6578       | 0.6254   | 0.2174              | 0.2381           | 0.2273       | 0.9096           | 0.9379        | 0.9235    | 0.4                 | 0.1923           | 0.2597       | 0.375               | 0.4286           | 0.4000       | 0.5295       | 0.6995          |


### 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": "albert-base-v2", "model-index": [{"name": "albert-base-v2-finetuned-ner-cadec", "results": []}]}
transformers tensorboard safetensors albert token-classification generated_from_trainer base_model:albert-base-v2 license:apache-2.0 autotrain_compatible endpoints_compatible region:us