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# luke-base_on5

This model is a fine-tuned version of [studio-ousia/luke-base](https://huggingface.co/studio-ousia/luke-base) on the ontonotes5 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0732
- F1-type-match: 0.4835
- F1-partial: 0.4930
- F1-strict: 0.4695
- F1-exact: 0.4832

## 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: 0.0001
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5

### Training results

| Training Loss | Epoch | Step | Validation Loss | F1-type-match | F1-partial | F1-strict | F1-exact |
|:-------------:|:-----:|:----:|:---------------:|:-------------:|:----------:|:---------:|:--------:|
| 0.0756        | 1.0   | 936  | 0.0644          | 0.3975        | 0.4054     | 0.3800    | 0.3941   |
| 0.0508        | 2.0   | 1873 | 0.0589          | 0.6196        | 0.6313     | 0.5967    | 0.6158   |
| 0.0347        | 3.0   | 2809 | 0.0664          | 0.4686        | 0.4772     | 0.4530    | 0.4665   |
| 0.0243        | 4.0   | 3746 | 0.0677          | 0.3951        | 0.4033     | 0.3830    | 0.3948   |
| 0.0166        | 5.0   | 4680 | 0.0732          | 0.4835        | 0.4930     | 0.4695    | 0.4832   |


### Framework versions

- Transformers 4.35.0
- Pytorch 2.0.0
- Datasets 2.1.0
- Tokenizers 0.14.1

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "datasets": ["ontonotes5"], "base_model": "studio-ousia/luke-base", "model-index": [{"name": "luke-base_on5", "results": []}]}
transformers safetensors luke token-classification generated_from_trainer dataset:ontonotes5 base_model:studio-ousia/luke-base license:apache-2.0 autotrain_compatible endpoints_compatible region:us