autoevaluator HF Staff
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 | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTlkZjIwODQ5NGZhMTk3OWJhNjQwOTE3MzIzOWZjMzZmMGRjYmZjYTdhNjhiYjYyNjY0YTk2Y2E5NmJhYzUzMSIsInZlcnNpb24iOjF9.RpXMfM7us7WT2XSMO8w0hxuqbxO1Oy-uFtzTS2Lvc7c27uutkByG1IAzAiT049c6LY7WmC3loigh2rD2kZP6CA | |
| - type: precision | |
| value: 0.830203748981255 | |
| name: Precision Macro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNmIzZGMxMjBhZmNiOTI1MDZmNTFjNDI2MDhlNWQ1ZGJlYjVjMjlhNTYxOGYyYWIxZTAwZjg5MWQyY2EzNDJmMyIsInZlcnNpb24iOjF9.oVmulbp5RHd7FbRrb255XJLemj2hPVGKBdfcq2PZADb-PgXLc0Q8_gQ90lvwE0xsx_e5dL8YKdCmbVVIkOxdDg | |
| - type: precision | |
| value: 0.8322147651006712 | |
| name: Precision Micro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYmNkYTA4MTU3YTM3ZGFlNWIwZjE4YWNkMTRhOGJlNTE2NDAyYmM4OGNlMDE3OGE4NjdkZjMxMjBiYTU0NTRiMSIsInZlcnNpb24iOjF9.yEbTY7dcAUedTiz2unWx5yAbC0lHe9yWzZ9S_b-sg3-YlM1hGGKjaQaIg8a-L1L_GUzbR7ULsJjkOPiJXNrBCA | |
| - type: precision | |
| value: 0.8315568610076411 | |
| name: Precision Weighted | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZDFmNzY1ZTljZTM2ZjE1MzRkMGZmNGZkMDFiYzU0OTZlMzI0ZTg0NmU4MDdmMWJlZTkyYTM3MGRiZTY3MGMxZiIsInZlcnNpb24iOjF9.0epqwE7Qn_vdD9OlBo9pfvaJbKfO6KFp5h5sJ2OosuZHokWCqmF9_cHpYq86ujV8XyI2YLQQhFXxyKjUDJXqAA | |
| - type: recall | |
| value: 0.7617741060121812 | |
| name: Recall Macro | |
| 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 | |
| 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 | |
| <!-- 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 | |