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Longformer-finetuned-comp5
brad1141/Longformer-finetuned-comp5
Longformer-finetuned-comp5 is a token classification model from brad1141. Use it when you need labels on individual words, such as names. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Token Classification
- Library
- transformers
- Model type
- longformer
- Access
- Public
- Created
- Mar 17, 2022
- Updated
- Mar 18, 2022
- SHA
- fc3bfa12
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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. -->
Longformer-finetuned-comp5
This model is a fine-tuned version of allenai/longformer-base-4096 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.8180
- Precision: 0.5680
- Recall: 0.7490
- F1: 0.6430
- Accuracy: 0.6430
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: 1
- eval_batch_size: 1
- seed: 42
- gradient_accumulation_steps: 8
- total_train_batch_size: 8
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 7
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| 0.8296 | 1.0 | 1012 | 0.5801 | 0.4806 | 0.6633 | 0.5448 | 0.5448 |
| 0.5367 | 2.0 | 2024 | 0.5386 | 0.5617 | 0.7042 | 0.6172 | 0.6172 |
| 0.4109 | 3.0 | 3036 | 0.5755 | 0.5590 | 0.7261 | 0.6248 | 0.6248 |
| 0.3088 | 4.0 | 4048 | 0.6167 | 0.5775 | 0.7394 | 0.6435 | 0.6435 |
| 0.2234 | 5.0 | 5060 | 0.7098 | 0.5626 | 0.7477 | 0.6370 | 0.6370 |
| 0.1637 | 6.0 | 6072 | 0.7399 | 0.5742 | 0.7413 | 0.6438 | 0.6438 |
| 0.1236 | 7.0 | 7084 | 0.8180 | 0.5680 | 0.7490 | 0.6430 | 0.6430 |
Framework versions
- Transformers 4.17.0
- Pytorch 1.10.0+cu111
- Datasets 2.0.0
- Tokenizers 0.11.6
- Task
- Token Classification
- Library
- transformers
- Type
- longformer
- Created
- Mar 17, 2022
- Updated
- Mar 18, 2022