| | --- |
| | library_name: transformers |
| | license: apache-2.0 |
| | base_model: answerdotai/ModernBERT-base |
| | tags: |
| | - generated_from_trainer |
| | metrics: |
| | - f1 |
| | - accuracy |
| | - roc_auc |
| | model-index: |
| | - name: ModernEMO-base |
| | results: [] |
| | datasets: |
| | - Jsevisal/go_emotions_ekman |
| | - google-research-datasets/go_emotions |
| | pipeline_tag: text-classification |
| | --- |
| | |
| | <!-- This model card has been generated automatically according to the information the Trainer had access to. You |
| | should probably proofread and complete it, then remove this comment. --> |
| |
|
| | # ModernEMO-base |
| |
|
| | This model is a fine-tuned version of [answerdotai/ModernBERT-base](https://huggingface.co/answerdotai/ModernBERT-base) on [Jsevisal/go_emotions_ekman](https://huggingface.co/datasets/Jsevisal/go_emotions_ekman) |
| | It achieves the following results on the evaluation set: |
| | - Loss: 0.2224 |
| | - F1: 0.7037 |
| | - Roc Auc: 0.8143 |
| | - Accuracy: 0.6226 |
| |
|
| | ## 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: 8e-05 |
| | - train_batch_size: 16 |
| | - eval_batch_size: 16 |
| | - seed: 42 |
| | - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.98) and epsilon=1e-06 and optimizer_args=No additional optimizer arguments |
| | - lr_scheduler_type: linear |
| | - num_epochs: 2 |
| |
|
| | ### Training results |
| |
|
| | | Training Loss | Epoch | Step | Validation Loss | F1 | Roc Auc | Accuracy | |
| | |:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|:--------:| |
| | | 0.2162 | 1.0 | 2714 | 0.2049 | 0.6920 | 0.7979 | 0.6010 | |
| | | 0.1553 | 2.0 | 5428 | 0.2224 | 0.7037 | 0.8143 | 0.6226 | |
| |
|
| |
|
| | ### Framework versions |
| |
|
| | - Transformers 4.49.0.dev0 |
| | - Pytorch 2.5.1+cu124 |
| | - Datasets 3.2.0 |
| | - Tokenizers 0.21.0 |
