|
--- |
|
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 |
|
|