End of training
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README.md
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---
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license: apache-2.0
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base_model: distilbert/distilbert-base-uncased-finetuned-sst-2-english
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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model-index:
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- name: sucidal-text-classification-distillbert
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# sucidal-text-classification-distillbert
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This model is a fine-tuned version of [distilbert/distilbert-base-uncased-finetuned-sst-2-english](https://huggingface.co/distilbert/distilbert-base-uncased-finetuned-sst-2-english) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4590
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- Accuracy: 0.8198
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- F1 Score: 0.8198
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 500
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- num_epochs: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 Score |
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|:-------------:|:------:|:----:|:---------------:|:--------:|:--------:|
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| 0.3602 | 0.1885 | 500 | 0.7867 | 0.7670 | 0.7670 |
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| 0.6285 | 0.3769 | 1000 | 0.5574 | 0.7795 | 0.7795 |
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| 0.5624 | 0.5654 | 1500 | 0.5011 | 0.7988 | 0.7988 |
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| 0.5413 | 0.7539 | 2000 | 0.4968 | 0.8017 | 0.8017 |
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| 0.5084 | 0.9423 | 2500 | 0.4712 | 0.8085 | 0.8085 |
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| 0.4253 | 1.1308 | 3000 | 0.4938 | 0.8053 | 0.8053 |
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| 0.3915 | 1.3193 | 3500 | 0.4781 | 0.8136 | 0.8136 |
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| 0.3739 | 1.5077 | 4000 | 0.5195 | 0.8043 | 0.8043 |
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| 0.3638 | 1.6962 | 4500 | 0.4790 | 0.8201 | 0.8201 |
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| 0.3667 | 1.8847 | 5000 | 0.4590 | 0.8198 | 0.8198 |
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| 0.3182 | 2.0731 | 5500 | 0.5129 | 0.8218 | 0.8218 |
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| 0.2325 | 2.2616 | 6000 | 0.5279 | 0.8198 | 0.8198 |
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| 0.2318 | 2.4501 | 6500 | 0.5368 | 0.8197 | 0.8197 |
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| 0.2219 | 2.6385 | 7000 | 0.5606 | 0.8221 | 0.8221 |
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| 0.2261 | 2.8270 | 7500 | 0.5406 | 0.8229 | 0.8229 |
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### Framework versions
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- Transformers 4.41.2
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- Pytorch 2.3.0+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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