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bert-finetuned-toxic

Text Classification
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zcamz/bert-classifier-toxic

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  1. README.md +14 -14
  2. model.safetensors +1 -1
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  12. training_args.bin +1 -1
README.md CHANGED
@@ -18,10 +18,10 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.0409
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- - F1: 0.7159
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- - Roc Auc: 0.8423
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- - Accuracy: 0.9246
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  ## Model description
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@@ -52,16 +52,16 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | F1 | Roc Auc | Accuracy |
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  |:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|:--------:|
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- | No log | 1.0 | 499 | 0.0442 | 0.5351 | 0.7417 | 0.9219 |
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- | 0.09 | 2.0 | 998 | 0.0395 | 0.6956 | 0.8168 | 0.9272 |
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- | 0.04 | 3.0 | 1497 | 0.0396 | 0.7040 | 0.8348 | 0.9254 |
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- | 0.0332 | 4.0 | 1996 | 0.0409 | 0.7159 | 0.8423 | 0.9246 |
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- | 0.0287 | 5.0 | 2495 | 0.0431 | 0.7013 | 0.8188 | 0.9278 |
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- | 0.0247 | 6.0 | 2994 | 0.0452 | 0.7146 | 0.8392 | 0.9229 |
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- | 0.0215 | 7.0 | 3493 | 0.0469 | 0.7094 | 0.8335 | 0.9256 |
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- | 0.0189 | 8.0 | 3992 | 0.0497 | 0.7046 | 0.8363 | 0.9205 |
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- | 0.0166 | 9.0 | 4491 | 0.0512 | 0.7135 | 0.8464 | 0.9202 |
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- | 0.0153 | 10.0 | 4990 | 0.0515 | 0.7125 | 0.8426 | 0.9214 |
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  ### Framework versions
 
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  This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 0.3207
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+ - F1: 0.7032
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+ - Roc Auc: 0.9143
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+ - Accuracy: 0.9069
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  ## Model description
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  | Training Loss | Epoch | Step | Validation Loss | F1 | Roc Auc | Accuracy |
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  |:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|:--------:|
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+ | No log | 1.0 | 499 | 0.1740 | 0.5646 | 0.9544 | 0.8619 |
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+ | 0.2962 | 2.0 | 998 | 0.1595 | 0.5994 | 0.9551 | 0.8691 |
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+ | 0.1545 | 3.0 | 1497 | 0.1715 | 0.6322 | 0.9509 | 0.8776 |
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+ | 0.1218 | 4.0 | 1996 | 0.1883 | 0.6412 | 0.9467 | 0.8870 |
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+ | 0.0976 | 5.0 | 2495 | 0.2497 | 0.6808 | 0.9265 | 0.9037 |
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+ | 0.0807 | 6.0 | 2994 | 0.2411 | 0.6742 | 0.9331 | 0.8917 |
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+ | 0.0682 | 7.0 | 3493 | 0.2955 | 0.6922 | 0.9183 | 0.8995 |
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+ | 0.0597 | 8.0 | 3992 | 0.3207 | 0.7032 | 0.9143 | 0.9069 |
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+ | 0.0533 | 9.0 | 4491 | 0.3207 | 0.6977 | 0.9158 | 0.9044 |
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+ | 0.0487 | 10.0 | 4990 | 0.3407 | 0.7028 | 0.9091 | 0.9073 |
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  ### Framework versions
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