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roberta-base-squad2-finetuned-DouRC_squad
suthanhcong/roberta-base-squad2-finetuned-DouRC_squad
roberta-base-squad2-finetuned-DouRC_squad is a question answering model from suthanhcong. Use it when the input is a question plus a passage. It is set up for transformers. The card lists the license as cc-by-4.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Question Answering
- Library
- transformers
- License
- cc-by-4.0
- Model type
- roberta
- Access
- Public
- Created
- Jun 6, 2024
- Updated
- Jun 6, 2024
- SHA
- d56a63bf
Try a prompt
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. -->
roberta-base-squad2-finetuned-DouRC_squad
This model is a fine-tuned version of deepset/roberta-base-squad2 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.3122
- Exact Match: 0.665
- F1: 0.5188
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: 56
- eval_batch_size: 56
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Exact Match | F1 |
|---|---|---|---|---|---|
| 1.0639 | 1.0 | 536 | 1.1383 | 0.69 | 0.5419 |
| 0.8267 | 2.0 | 1072 | 1.1227 | 0.685 | 0.5475 |
| 0.683 | 3.0 | 1608 | 1.1890 | 0.685 | 0.5436 |
| 0.5774 | 4.0 | 2144 | 1.2262 | 0.695 | 0.5595 |
| 0.4885 | 5.0 | 2680 | 1.3122 | 0.665 | 0.5188 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.1.2
- Datasets 2.19.2
- Tokenizers 0.19.1
- Task
- Question Answering
- Library
- transformers
- Type
- roberta
- License
- cc-by-4.0
- Created
- Jun 6, 2024
- Updated
- Jun 6, 2024