--- 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 --- # 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