metadata
license: apache-2.0
base_model: roberta-base
tags:
- text-classification
- generated_from_trainer
metrics:
- accuracy
- f1
widget:
- text: >-
Yucaipa owned Dominick's before selling the chain to Safeway in 1998 for $
2.5 billion. | Yucaipa bought Dominick's in 1995 for $ 693 million and
sold it to Safeway for $ 1.8 billion in 1998.
example_title: Not Equivalent
- text: >-
Revenue in the first quarter of the year dropped 15 percent from the same
period a year earlier. | With the scandal hanging over Stewart's company
revenue the first quarter of the year dropped 15 percent from the same
period a year earlier.
example_title: Equivalent
model-index:
- name: roberta-base-mrpc-glue
results: []
datasets:
- nyu-mll/glue
pipeline_tag: text-classification
roberta-base-mrpc-glue
This model is a fine-tuned version of roberta-base on the glue and the mrpc datasets. It achieves the following results on the evaluation set:
- Loss: 0.3949
- Accuracy: 0.8529
- F1: 0.8966
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: 1e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.5289 | 1.0893 | 500 | 0.3949 | 0.8529 | 0.8966 |
| 0.3665 | 2.1786 | 1000 | 0.4265 | 0.8505 | 0.8856 |
Framework versions
- Transformers 4.43.3
- Pytorch 2.3.1
- Datasets 2.20.0
- Tokenizers 0.19.1