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contract_nli_roberta
swrao/contract_nli_roberta
contract_nli_roberta is a machine learning model from swrao. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- License
- apache-2.0
- Model type
- roberta
- Access
- Public
- Created
- Aug 24, 2024
- Updated
- Aug 24, 2024
- SHA
- b6abd970
Base models
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. -->
contract_nli_roberta
This model is a fine-tuned version of cross-encoder/nli-roberta-base on the Contract-NLI dataset. It achieves the following results on the evaluation set:
- Loss: 0.4536
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: 5e-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
- lr_scheduler_warmup_steps: 500
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 0.6326 | 1.0 | 853 | 0.4608 |
| 0.7528 | 2.0 | 1706 | 0.5740 |
| 0.5855 | 3.0 | 2559 | 0.4536 |
| 0.239 | 4.0 | 3412 | 0.5224 |
| 0.2611 | 5.0 | 4265 | 0.5332 |
Framework versions
- Transformers 4.42.4
- Pytorch 2.3.1+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
- Type
- roberta
- License
- apache-2.0
- Created
- Aug 24, 2024
- Updated
- Aug 24, 2024