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autoevaluator
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Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator
cdf51ed
language: | |
- en | |
license: apache-2.0 | |
tags: | |
- generated_from_trainer | |
datasets: | |
- glue | |
metrics: | |
- matthews_correlation | |
model-index: | |
- name: bert-base-uncased-cola | |
results: | |
- task: | |
type: text-classification | |
name: Text Classification | |
dataset: | |
name: GLUE COLA | |
type: glue | |
args: cola | |
metrics: | |
- type: matthews_correlation | |
value: 0.5880094937717885 | |
name: Matthews Correlation | |
- task: | |
type: text-classification | |
name: Text Classification | |
dataset: | |
name: glue | |
type: glue | |
config: cola | |
split: validation | |
metrics: | |
- type: accuracy | |
value: 0.8322147651006712 | |
name: Accuracy | |
verified: true | |
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- type: precision | |
value: 0.830203748981255 | |
name: Precision Macro | |
verified: true | |
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- type: precision | |
value: 0.8322147651006712 | |
name: Precision Micro | |
verified: true | |
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- type: precision | |
value: 0.8315568610076411 | |
name: Precision Weighted | |
verified: true | |
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- type: recall | |
value: 0.7617741060121812 | |
name: Recall Macro | |
verified: true | |
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- type: recall | |
value: 0.8322147651006712 | |
name: Recall Micro | |
verified: true | |
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- type: recall | |
value: 0.8322147651006712 | |
name: Recall Weighted | |
verified: true | |
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- type: f1 | |
value: 0.7831814623565482 | |
name: F1 Macro | |
verified: true | |
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value: 0.8322147651006712 | |
name: F1 Micro | |
verified: true | |
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name: F1 Weighted | |
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- type: loss | |
value: 0.5406177043914795 | |
name: loss | |
verified: true | |
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<!-- 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. --> | |
# bert-base-uncased-cola | |
This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co./bert-base-uncased) on the GLUE COLA dataset. | |
It achieves the following results on the evaluation set: | |
- Loss: 0.5406 | |
- Matthews Correlation: 0.5880 | |
## 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: 2e-05 | |
- train_batch_size: 32 | |
- eval_batch_size: 8 | |
- seed: 42 | |
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 | |
- lr_scheduler_type: linear | |
- num_epochs: 3.0 | |
### Training results | |
| Training Loss | Epoch | Step | Validation Loss | Matthews Correlation | | |
|:-------------:|:-----:|:----:|:---------------:|:--------------------:| | |
| No log | 1.0 | 268 | 0.4598 | 0.5135 | | |
| 0.393 | 2.0 | 536 | 0.4875 | 0.5573 | | |
| 0.393 | 3.0 | 804 | 0.5406 | 0.5880 | | |
### Framework versions | |
- Transformers 4.20.0.dev0 | |
- Pytorch 1.11.0+cu113 | |
- Datasets 2.1.0 | |
- Tokenizers 0.12.1 | |