| | --- |
| | license: apache-2.0 |
| | tags: |
| | - generated_from_trainer |
| | datasets: |
| | - glue |
| | metrics: |
| | - accuracy |
| | model-index: |
| | - name: autoevaluate-binary-classification |
| | 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.eyJoYXNoIjoiOWY0OWI1MDEwOGU0OGU1MDkwN2RhZDIxYWUzNjc0ZTdhYzBlZjZlODY4NjdhYTAzZWQ5YjM5OGE2ZmIzMWQzOSIsInZlcnNpb24iOjF9.hcAWhrsrj1jbkjutDTvsIbfTMW3LCQ5ASMdPRme84tnPETSxMvyD3Jdap24XySAEdglhI-8e7Bzxhriur7CQAQ |
| | - type: accuracy |
| | value: 0.8967889908256881 |
| | name: Accuracy |
| | verified: true |
| | verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOWY0OWI1MDEwOGU0OGU1MDkwN2RhZDIxYWUzNjc0ZTdhYzBlZjZlODY4NjdhYTAzZWQ5YjM5OGE2ZmIzMWQzOSIsInZlcnNpb24iOjF9.hcAWhrsrj1jbkjutDTvsIbfTMW3LCQ5ASMdPRme84tnPETSxMvyD3Jdap24XySAEdglhI-8e7Bzxhriur7CQAQ |
| | - type: precision |
| | value: 0.8898678414096917 |
| | name: Precision |
| | verified: true |
| | verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTZkNTY0N2IyODEwN2Q2YjY5NDk5NTlmNTBhMTIyOGYyNzUzZmE1NjEwNmEzODhkZmZhZmU3OGZmNTdiMDk4OCIsInZlcnNpb24iOjF9.1rIs3ZnUAUjXnd6rAihsUDDtmG8uBNPDdV429_-8RoBijGm9EZoWTg3-naCFAVJC3IMfSrdTKt1PHChcd5aiAw |
| | - type: recall |
| | value: 0.9099099099099099 |
| | name: Recall |
| | verified: true |
| | verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOWFlNmEwNDVkY2JlNDgxOTYwZThhZDc4NTMwOGQ1ZDc5YjM4OTllMTRiMDk3ZTJlZGExNjg0NWYwN2VkZWYyOCIsInZlcnNpb24iOjF9.4L8Wzz4m7InEScIVH7Xv2M0Dvf9ej7K_xzpfV67ckE7Bho4snFQ9NrDihpxloErMuqNgYa16X8b3yRcDtNI-Cw |
| | - type: auc |
| | value: 0.9672186789593331 |
| | name: AUC |
| | verified: true |
| | verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZGExZWU4MjgwZWU2OTgxYjJkODZmZjE0Y2M3MWZjNWNiNzk4YjhkYjZhZWQ4NjE1MjQzZmIxMDc3MGM4ZGY1MSIsInZlcnNpb24iOjF9.p0sDV5eJ0-yETPadJ7abgS-FdmzFsRs4jpAk8oRtAP2y5IhauTBbN9ki7-6aZFvAL2_FBTXE2tkktrqkwdDhBw |
| | - type: f1 |
| | value: 0.8997772828507795 |
| | name: F1 |
| | verified: true |
| | verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiM2ZlMzlmYjI0NjMzNDM5MGY0YzBhMWY3YjNkMGI4MTgzNDBjYzcxMzhiZWIxOWI3MjJiYzkwOTc3YmY1ZGViZCIsInZlcnNpb24iOjF9.ZlLSiUiws0lzlnYzntz8xLcNigC80b9ABzZy53hpxJss1aS-o_Kjv-UZvQCD6Wy9cDNwpuTjCvX8Ouqq9kyBBA |
| | - type: loss |
| | value: 0.30091655254364014 |
| | name: loss |
| | verified: true |
| | - type: matthews_correlation |
| | value: 0.793630584795814 |
| | name: matthews_correlation |
| | verified: true |
| | --- |
| | |
| | <!-- 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 |
| |
|
