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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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- accuracy |
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- f1 |
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model-index: |
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- name: bert-base-uncased-mrpc |
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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 MRPC |
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type: glue |
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args: mrpc |
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metrics: |
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- type: accuracy |
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value: 0.8602941176470589 |
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name: Accuracy |
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- type: f1 |
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value: 0.9042016806722689 |
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name: F1 |
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- task: |
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type: natural-language-inference |
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name: Natural Language Inference |
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dataset: |
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name: glue |
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type: glue |
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config: mrpc |
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split: validation |
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metrics: |
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- type: accuracy |
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value: 0.8602941176470589 |
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name: Accuracy |
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verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZWMzOWFiNmZjY2ZjMzYzYjk2YjA2ZTc0NjBmYmRlMWM4YWQwMzczYmU0NjcxNjU4YWNhMGMxMjQxNmEwNzM3NSIsInZlcnNpb24iOjF9.5c8Um2j-oDEviTR2S_mlrjQU2Z5zEIgoEldxU6NpIGkM22WhGRMmuCUlkPEpy1q2-HsA4Lz16SAF2bXOXZMqBw |
|
- type: precision |
|
value: 0.8512658227848101 |
|
name: Precision |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNzA0MjM4OGYyYmNhYTU3OTBmNzE3YzViNzQyZTk2NmJiODE2NGJkZGVlMTYxZGQzOWE1YTRkZjZmNjI5ODljNyIsInZlcnNpb24iOjF9.mzDbq7IbSFWnlR6jV-KwuNhOrqnuZVVQX38UzQVClox6O1DRmxAFuo3wmSYBEEaydGipdDN1FAkLXDyZP4LFBg |
|
- type: recall |
|
value: 0.96415770609319 |
|
name: Recall |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMDMxMzUyZDVhNGM0ZTk3NjUxYTVlYmRjYjMxZTY3NjEzZmU5YzA5NTRmZTM3YTU1MjE3MzBmYjA1NzhkNjJlYSIsInZlcnNpb24iOjF9.WxpDTp5ANy97jjbzn4BOeQc5A5JJsyK2NQDv651v7J8AHrt_Srvy5lVia_gyWgqt4bI-ZpPPmBCCCP9MdOhdBw |
|
- type: auc |
|
value: 0.8985718651885194 |
|
name: AUC |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMWE3ZDc1ZWMwY2RmZmM4ZjQyY2RiMGJjMzFmNmNjNzVmMzE4Y2FlMzJjNzk0MTI3YjdkMTY5ZDg3ZGZjMGFkNSIsInZlcnNpb24iOjF9.PiS1glSDlAM9r7Pvu0FdTCdx45Dr_IDe7TRuZD8QhJzKw__H-Lil5bkBW-FsoN6hKQe80-qtuhLhvLwlZPORCA |
|
- type: f1 |
|
value: 0.9042016806722689 |
|
name: F1 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiY2FiOTY2MDI1ZDcyYjE3OGVjOGJjOTc3NGRiODgwNzQxNTEzOGM4YTJhMDE0NjRlNjg1ODk0YzM5YTY0NTQxYSIsInZlcnNpb24iOjF9.gz3szT-MroNcsPhMznhg0kwgWsIa1gfJi8vrhcFMD0PK6djlvZIVKoAS2QE-1cgqPMph7AJXTLifQuPgPBQLDA |
|
- type: loss |
|
value: 0.6978028416633606 |
|
name: loss |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZDZjODM1NGYyZWMyNDQxOTg0ODkxODgyODcxMzRlZTVjMTc5YjU3MDJmMGMzYzczZDU1Y2NjNTYwYjM2MDEzZiIsInZlcnNpb24iOjF9.eNSy3R0flowu2c4OEAv9rayTQI4YluNN-AuXKzBJM6KPASzuVOD6vTElHMptXiJWc-2tfHJw6CdvyAQSEGTaBg |
|
--- |
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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-mrpc |
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This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the GLUE MRPC dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 0.6978 |
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- Accuracy: 0.8603 |
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- F1: 0.9042 |
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- Combined Score: 0.8822 |
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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: 16 |
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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: 5.0 |
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### Framework versions |
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|
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- Transformers 4.17.0 |
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- Pytorch 1.10.0+cu102 |
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- Datasets 1.14.0 |
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- Tokenizers 0.11.6 |
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