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# coedit-small

This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on the [CoEdIT dataset](https://huggingface.co/datasets/grammarly/coedit).
It achieves the following results on the evaluation set:
- Loss: 0.8242
- Rouge1: 58.7504
- Rouge2: 45.1374
- Rougel: 55.4161
- Rougelsum: 55.4599
- Gen Len: 16.5245

## 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: 1e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- 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 | Rouge1  | Rouge2  | Rougel  | Rougelsum | Gen Len |
|:-------------:|:-----:|:-----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------:|
| 0.9482        | 1.0   | 4317  | 0.8878          | 58.4501 | 44.2623 | 54.4468 | 54.51     | 16.5088 |
| 0.9155        | 2.0   | 8634  | 0.8485          | 58.6609 | 44.7759 | 54.9844 | 55.0503   | 16.5339 |
| 0.8964        | 3.0   | 12951 | 0.8402          | 58.712  | 44.9838 | 55.2171 | 55.2697   | 16.5251 |
| 0.9049        | 4.0   | 17268 | 0.8305          | 58.7767 | 45.1325 | 55.3955 | 55.4522   | 16.5181 |
| 0.8948        | 5.0   | 21585 | 0.8242          | 58.7504 | 45.1374 | 55.4161 | 55.4599   | 16.5245 |


### Framework versions

- Transformers 4.35.2
- Pytorch 2.1.0+cu118
- Datasets 2.14.7
- Tokenizers 0.15.0
{"language": ["en"], "license": "apache-2.0", "tags": ["generated_from_trainer", "text-generation-inference"], "datasets": ["grammarly/coedit"], "metrics": ["rouge"], "base_model": "google/flan-t5-small", "widget": [{"text": "Fix the grammar: When I grow up, I start to understand what he said is quite right.", "example_title": "Fluency"}, {"text": "Make this text coherent: Their flight is weak. They run quickly through the tree canopy.", "example_title": "Coherence"}, {"text": "Rewrite to make this easier to understand: A storm surge is what forecasters consider a hurricane's most treacherous aspect.", "example_title": "Simplification"}, {"text": "Paraphrase this: Do you know where I was born?", "example_title": "Paraphrase"}, {"text": "Write this more formally: omg i love that song im listening to it right now", "example_title": "Formalize"}, {"text": "Write in a more neutral way: The authors' expos\u00e9 on nutrition studies.", "example_title": "Neutralize"}], "model-index": [{"name": "coedit-small", "results": []}]}
transformers tensorboard safetensors t5 text2text-generation generated_from_trainer text-generation-inference en dataset:grammarly/coedit base_model:google/flan-t5-small license:apache-2.0 autotrain_compatible endpoints_compatible region:us