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README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: apache-2.0
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+ base_model: bhadresh-savani/roberta-base-emotion
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - f1
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+ - accuracy
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+ model-index:
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+ - name: CS221-roberta-base-emotion-finetuned-semeval
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+ results: []
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+ ---
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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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+
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+ # CS221-roberta-base-emotion-finetuned-semeval
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+
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+ This model is a fine-tuned version of [bhadresh-savani/roberta-base-emotion](https://huggingface.co/bhadresh-savani/roberta-base-emotion) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.4054
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+ - F1: 0.7527
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+ - Roc Auc: 0.8133
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+ - Accuracy: 0.4585
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 2e-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: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: cosine
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+ - lr_scheduler_warmup_steps: 100
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+ - num_epochs: 20
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | F1 | Roc Auc | Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|:--------:|
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+ | 0.4444 | 1.0 | 139 | 0.4241 | 0.6890 | 0.7666 | 0.3484 |
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+ | 0.3719 | 2.0 | 278 | 0.3867 | 0.7102 | 0.7800 | 0.4079 |
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+ | 0.2955 | 3.0 | 417 | 0.3791 | 0.7279 | 0.7953 | 0.4152 |
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+ | 0.2207 | 4.0 | 556 | 0.3936 | 0.7515 | 0.8134 | 0.4477 |
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+ | 0.1655 | 5.0 | 695 | 0.4155 | 0.7527 | 0.8170 | 0.4278 |
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+ | 0.1111 | 6.0 | 834 | 0.4054 | 0.7527 | 0.8133 | 0.4585 |
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+ | 0.0844 | 7.0 | 973 | 0.4482 | 0.7353 | 0.7976 | 0.4711 |
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+ | 0.0655 | 8.0 | 1112 | 0.4649 | 0.7523 | 0.8118 | 0.4783 |
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+ | 0.0475 | 9.0 | 1251 | 0.4960 | 0.7482 | 0.8107 | 0.4621 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.47.1
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+ - Pytorch 2.5.1+cu121
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+ - Datasets 3.2.0
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+ - Tokenizers 0.21.0
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