| | --- |
| | library_name: transformers |
| | license: apache-2.0 |
| | base_model: albert-base-v2 |
| | tags: |
| | - generated_from_trainer |
| | metrics: |
| | - f1 |
| | - accuracy |
| | model-index: |
| | - name: empathetic_dialogues_context_classification |
| | results: [] |
| | --- |
| | |
| | <!-- 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. --> |
| |
|
| | # empathetic_dialogues_context_classification |
| | |
| | This model is a fine-tuned version of [albert-base-v2](https://huggingface.co/albert-base-v2) on empatheticDialogues dataset. |
| | It achieves the following results on the evaluation set: |
| | - Loss: 1.6758 |
| | - F1: 0.5315 |
| | - Accuracy: 0.5315 |
| | |
| | ## Access to Code |
| | https://gist.github.com/zolfaShefreie/ae87ac2944e4f7b24609e0c28fde8449 |
| | |
| | ### Training hyperparameters |
| | |
| | The following hyperparameters were used during training: |
| | - learning_rate: 1e-05 |
| | - train_batch_size: 32 |
| | - eval_batch_size: 32 |
| | - seed: 42 |
| | - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
| | - lr_scheduler_type: constant |
| | - num_epochs: 10 |
| | |
| | ### Training results |
| | |
| | | Training Loss | Epoch | Step | Validation Loss | F1 | Accuracy | |
| | |:-------------:|:-----:|:----:|:---------------:|:------:|:--------:| |
| | | 2.3973 | 1.0 | 558 | 2.2506 | 0.4080 | 0.4080 | |
| | | 1.7624 | 2.0 | 1116 | 1.8044 | 0.4870 | 0.4870 | |
| | | 1.5362 | 3.0 | 1674 | 1.6312 | 0.5094 | 0.5094 | |
| | | 1.3443 | 4.0 | 2232 | 1.6225 | 0.5145 | 0.5145 | |
| | | 1.2083 | 5.0 | 2790 | 1.5858 | 0.5355 | 0.5355 | |
| | | 1.079 | 6.0 | 3348 | 1.5721 | 0.5409 | 0.5409 | |
| | | 0.9522 | 7.0 | 3906 | 1.5888 | 0.5308 | 0.5308 | |
| | | 0.8075 | 8.0 | 4464 | 1.6758 | 0.5315 | 0.5315 | |
| | |
| | |
| | ### Evaloation Result |
| | on EmpatheticDialogues dataset (test split) and using whole history as input: |
| | |
| |  |
| | |
| | on [empathetic-dialogues-contexts](https://huggingface.co/datasets/bdotloh/empathetic-dialogues-contexts) dataset (test split): |
| | |
| | |
| |  |
| | |
| | |
| | ### Framework versions |
| | |
| | - Transformers 4.44.2 |
| | - Pytorch 2.5.0+cu121 |
| | - Datasets 3.0.2 |
| | - Tokenizers 0.19.1 |
| | |
