|
--- |
|
license: apache-2.0 |
|
tags: |
|
- generated_from_trainer |
|
datasets: |
|
- glue |
|
model-index: |
|
- name: autoevaluate/binary-classification-not-evaluated |
|
results: |
|
- task: |
|
type: text-classification |
|
name: Text Classification |
|
dataset: |
|
name: glue |
|
type: glue |
|
config: sst2 |
|
split: validation |
|
metrics: |
|
- type: accuracy |
|
value: 0.8967889908256881 |
|
name: Accuracy |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZTFhNTM5OGFkNTYxNmM5OTRmNmI0MWU1MWFiYzM5ODM0MTdiYmZmYmExOTI5ZTQzNGQ0YWRlNjQ2MjdjOWFhYSIsInZlcnNpb24iOjF9.fcoYl-t_iYhGKGJqLB-AGrmAsd_QkUXWJFsxdi-x6RjTJeCevEHSRABdLKM2UM7yJF8nGwvWjI68r1fJ1OlSCw |
|
- type: precision |
|
value: 0.8898678414096917 |
|
name: Precision |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiN2FjZWMyMzUzYjI5MDdkN2M3OGZhMzU0YmRlMDQwZjc4ZWU4ZTljYWFjZDVkMzRkMTBiOGM4YmQyMjM0YTUyOCIsInZlcnNpb24iOjF9.7d28G0boU5Xc-3-ox3040mluwIbls0pjLG8XROJaqkG6ei0HVKyTds1fzgr3-JZxK6wylItVGDPg0Z5MAa5yAA |
|
- type: recall |
|
value: 0.9099099099099099 |
|
name: Recall |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZDhhZThhZjE2YzliYTAxODQ4NDNiYTM4OGQxOGQ0NzU3YzljZjViNDEyODgwNjg3NGFkZDU3MGVjNDM5ZmE2MyIsInZlcnNpb24iOjF9.eMy2JTxw821ff8umlAyX20SGSlll2e2yaVaEab3gl5xwU36qocNBve_IfluAox4J5bg8VCKhRdR-yzhJ01IZAw |
|
- type: auc |
|
value: 0.9672186789593331 |
|
name: AUC |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiN2U5YTRmM2FjNDdmYmMzY2U0MzliMWYxOGYwMGYyNTJkMzk2YjRhMWJhMTAzMDU1NmUyNjEzYjA1NTBiNmNlMSIsInZlcnNpb24iOjF9.iWtm0L1Fvfrh5S4DEkZCx2ewFajs26DpFbX8YAOay_dkFdpgJGbr6avAyKg-tUXjUGpinW_DpeGnluXF-MtQAw |
|
- type: f1 |
|
value: 0.8997772828507795 |
|
name: F1 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTgwMGM1NzMzZTBkMTA2YjAyYjhkZGYzZWQxZDY4ZjIzNmZkY2U1Mjk0NGZkOGVkN2QxZmMzMjdkNWIzOWYwZiIsInZlcnNpb24iOjF9.MT-ofNgyx-zxqwBjbzW5oeFG0YOAcN9OZQNpbJSvGZDWRi6ZWd5hrWohAEviNHA12LQsdu4s5oRgPpWPe25kAA |
|
- type: loss |
|
value: 0.30092036724090576 |
|
name: loss |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiM2ZjY2FjM2M1MmM2ZmRjYmVhMGY2YTgxZjhhMTFlNjY3OTg0MzUzZjYzZWMxZTAxNTc5MjhkMDY0NzhkYTBkNSIsInZlcnNpb24iOjF9.2JQmUWcTR6_8dsFeBKt_UG0dg-qJFIIoDFxYx2O059ikdIBKHu5DqY0U2aJvuyTyWxzKxOxkSStzRSZEKOf-Bw |
|
- type: matthews_correlation |
|
value: 0.793630584795814 |
|
name: matthews_correlation |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNjZkY2IzNmMwNGY0N2NiNGQ4MGI2Yzk3YTY1M2ExZjBmYTIyMGM1YzA4NzRiMWY0YTZlOTY2YmY4NWMxYTliNSIsInZlcnNpb24iOjF9.c7TFOc93GiblJ49JbsWknmj0yPFAvO50eep4Dcof8aKbysNxDuprg67CdWN7WqIU3cEFgIcRPyC6nX5t44fHDg |
|
--- |
|
|
|
<!-- 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. --> |
|
|
|
# binary-classification |
|
|
|
This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the glue dataset. |
|
It achieves the following results on the evaluation set: |
|
|
|
- Loss: 0.3009 |
|
- Accuracy: 0.8968 |
|
|
|
## 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: 16 |
|
- eval_batch_size: 16 |
|
- seed: 42 |
|
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
|
- lr_scheduler_type: linear |
|
- num_epochs: 1 |
|
|
|
### Training results |
|
|
|
| Training Loss | Epoch | Step | Validation Loss | Accuracy | |
|
|:-------------:|:-----:|:----:|:---------------:|:--------:| |
|
| 0.175 | 1.0 | 4210 | 0.3009 | 0.8968 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.19.2 |
|
- Pytorch 1.11.0+cu113 |
|
- Datasets 2.2.2 |
|
- Tokenizers 0.12.1 |
|
|