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--- |
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language: |
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- en |
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license: apache-2.0 |
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tags: |
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- generated_from_trainer |
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datasets: |
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- glue |
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metrics: |
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- matthews_correlation |
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model-index: |
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- name: bert-base-uncased-cola |
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results: |
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- task: |
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type: text-classification |
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name: Text Classification |
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dataset: |
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name: GLUE COLA |
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type: glue |
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args: cola |
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metrics: |
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- type: matthews_correlation |
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value: 0.5880094937717885 |
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name: Matthews Correlation |
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- task: |
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type: text-classification |
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name: Text Classification |
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dataset: |
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name: glue |
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type: glue |
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config: cola |
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split: validation |
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metrics: |
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- type: accuracy |
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value: 0.8322147651006712 |
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name: Accuracy |
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verified: true |
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verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTlkZjIwODQ5NGZhMTk3OWJhNjQwOTE3MzIzOWZjMzZmMGRjYmZjYTdhNjhiYjYyNjY0YTk2Y2E5NmJhYzUzMSIsInZlcnNpb24iOjF9.RpXMfM7us7WT2XSMO8w0hxuqbxO1Oy-uFtzTS2Lvc7c27uutkByG1IAzAiT049c6LY7WmC3loigh2rD2kZP6CA |
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- type: precision |
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value: 0.830203748981255 |
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name: Precision Macro |
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verified: true |
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verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNmIzZGMxMjBhZmNiOTI1MDZmNTFjNDI2MDhlNWQ1ZGJlYjVjMjlhNTYxOGYyYWIxZTAwZjg5MWQyY2EzNDJmMyIsInZlcnNpb24iOjF9.oVmulbp5RHd7FbRrb255XJLemj2hPVGKBdfcq2PZADb-PgXLc0Q8_gQ90lvwE0xsx_e5dL8YKdCmbVVIkOxdDg |
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- type: precision |
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value: 0.8322147651006712 |
|
name: Precision Micro |
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verified: true |
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verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYmNkYTA4MTU3YTM3ZGFlNWIwZjE4YWNkMTRhOGJlNTE2NDAyYmM4OGNlMDE3OGE4NjdkZjMxMjBiYTU0NTRiMSIsInZlcnNpb24iOjF9.yEbTY7dcAUedTiz2unWx5yAbC0lHe9yWzZ9S_b-sg3-YlM1hGGKjaQaIg8a-L1L_GUzbR7ULsJjkOPiJXNrBCA |
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- type: precision |
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value: 0.8315568610076411 |
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name: Precision Weighted |
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verified: true |
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verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZDFmNzY1ZTljZTM2ZjE1MzRkMGZmNGZkMDFiYzU0OTZlMzI0ZTg0NmU4MDdmMWJlZTkyYTM3MGRiZTY3MGMxZiIsInZlcnNpb24iOjF9.0epqwE7Qn_vdD9OlBo9pfvaJbKfO6KFp5h5sJ2OosuZHokWCqmF9_cHpYq86ujV8XyI2YLQQhFXxyKjUDJXqAA |
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- type: recall |
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value: 0.7617741060121812 |
|
name: Recall Macro |
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verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiN2NiMzQwMTQ5Yzk2YjQ3ZTQ5NTRkNGM0NzY2YTk0MGVhNGNkYmRmNzliYWY5OWIwNTczZWE1NjVmYWM2ZjQzNiIsInZlcnNpb24iOjF9.XmeO_f4tg0BAlkZLOZli0Bj34kfdrbOlN8DVRB5WHbbNd1XaB65Ix-RKMHdGWwfdpSHtI3GFcanDbzjdZUZ9Aw |
|
- type: recall |
|
value: 0.8322147651006712 |
|
name: Recall Micro |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTA5ZGU3NmU3NjljYzU0MjMzMzM4ZjE1ZWFiYWQ3NWI0M2VkZWNkNDY1ODRlNDA2YzIyYmYyODRhYWIyZDFhNSIsInZlcnNpb24iOjF9.88dH3wwT9U0Lni5BVJGyBqkOydW2ndPzH_T1trnT0FdutztRr605dukzGPd2BBZ_yjdEDI4GIxvSvSKGwgZ6CQ |
|
- type: recall |
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value: 0.8322147651006712 |
|
name: Recall Weighted |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMjc5NjE0NTg5OTljNmI3YTQyNDAzZDg3ODc0YjZmZDc2ZmVmNDZiODYwMTNhNzJkODM5ZThiYjk2YjdkMTVjMyIsInZlcnNpb24iOjF9.fjsGVW60Yv3ttfaICEvgb7s3jAbIyjg9EO1fwrMIxVKBhmg6jZzq0kThSAIOiyi2H-e6QKiibLTAsO0Zb10FAA |
|
- type: f1 |
|
value: 0.7831814623565482 |
|
name: F1 Macro |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZGJkMWZmNTUxMzc0NTNlZDhkYTAzNDE5Njc5YzE3MGQ4ZDUyOWYzZTdiMTgzMzM5MDk2MDJlMzhiOWFkMGUwMSIsInZlcnNpb24iOjF9.oeyGkgzeBCSmEWU_NoUmbdBdENDQYIEAQkwoHa6pi-wzdFu7d6850j4-tUvoXFR3PJR8tuQNHDK-FcEOWUJzAw |
|
- type: f1 |
|
value: 0.8322147651006712 |
|
name: F1 Micro |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTc5ZDNkNWJhNzY5M2RmNDUxNDhiNTVjNzViNTdlN2FkODRiMDY0NjBkYmQ0ZGZjODNmODE5NTI3MTNhNWE3MSIsInZlcnNpb24iOjF9.vrmCa028J9GOUEx2G2mP5yx_OXTvEACuAYdK4eHwt70I5wAAMeJkNr-Nv8ZdlQ93KJpLJCxvsC7nl5lsRSMHDg |
|
- type: f1 |
|
value: 0.8226255909753084 |
|
name: F1 Weighted |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNGZhMzU4N2I0MjBmNTdhZmQwNzRjMjAxMjMyNTlmYTBmZTEyOTQ5NzJjNGI1YmU3ZWFhMTU0ZjM5ODNjN2Y5OCIsInZlcnNpb24iOjF9.bEr9kC61K9bqUoFiMWBjpH1W_LYxvYZSlCLrOAAf8D60ug4LmSQbib8JoydR0SecNocOYP2OMYmEFeujYcX2Aw |
|
- type: loss |
|
value: 0.5406177043914795 |
|
name: loss |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYmM3MTBjMWFhOGZjZmI2ZDkyZjI5ODVlNDUxZjIwYjg3MGNjMzk3OTZmYmZmMjE4NjIzMWZhODRlMzE0ODAyZCIsInZlcnNpb24iOjF9.7IiSwd3Kw2on30IVSZB58QTfuJWsU-2-COZ75CkPxQ5QZr1t6Re4AfmKIgAQqeDqwUrxBJ-7tZcaCPDaSh8aBQ |
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--- |
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
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should probably proofread and complete it, then remove this comment. --> |
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# bert-base-uncased-cola |
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This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the GLUE COLA dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 0.5406 |
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- Matthews Correlation: 0.5880 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 2e-05 |
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- train_batch_size: 32 |
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- eval_batch_size: 8 |
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- seed: 42 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: linear |
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- num_epochs: 3.0 |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | Matthews Correlation | |
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|:-------------:|:-----:|:----:|:---------------:|:--------------------:| |
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| No log | 1.0 | 268 | 0.4598 | 0.5135 | |
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| 0.393 | 2.0 | 536 | 0.4875 | 0.5573 | |
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| 0.393 | 3.0 | 804 | 0.5406 | 0.5880 | |
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### Framework versions |
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- Transformers 4.20.0.dev0 |
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- Pytorch 1.11.0+cu113 |
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- Datasets 2.1.0 |
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- Tokenizers 0.12.1 |
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