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tinybert-finetuned-squad
Gholamreza/tinybert-finetuned-squad
tinybert-finetuned-squad is a question answering model from Gholamreza. Use it when the input is a question plus a passage. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Question Answering
- Library
- transformers
- License
- mit
- Model type
- bert
- Access
- Public
- Created
- Feb 18, 2023
- Updated
- Feb 18, 2023
- SHA
- 3519f31c
Try a prompt
Datasets
Model card
From the Hugging Face model README
<!-- 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. -->
tinybert-finetuned-squad
This model is a fine-tuned version of prajjwal1/bert-tiny on the squad dataset.
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: 8
- 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
- mixed_precision_training: Native AMP
Training results
took about 8 mins to fine-tune on google colab {'exact_match': 32.04351939451277, 'f1': 44.36583937955441}
Framework versions
- Transformers 4.26.1
- Pytorch 1.13.1+cu116
- Datasets 2.9.0
- Tokenizers 0.13.2
- Task
- Question Answering
- Library
- transformers
- Type
- bert
- License
- mit
- Created
- Feb 18, 2023
- Updated
- Feb 18, 2023