language: | |
- en | |
license: apache-2.0 | |
tags: | |
- generated_from_trainer | |
datasets: | |
- midas/inspec | |
- artemfilipenko/synonyms-augmented-5x-inspec | |
metrics: | |
- f1 | |
base_model: facebook/bart-large | |
model-index: | |
- name: synonyms_5000_plus_3000_default_3_epoch | |
results: [] | |
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should probably proofread and complete it, then remove this comment. --> | |
# synonyms_5000_plus_3000_default_3_epoch | |
This model is a fine-tuned version of [facebook/bart-large](https://huggingface.co/facebook/bart-large) on the midas/inspec generation dataset, concatenated with data augmented custom artemfilipenko/synonyms-augmented-5x-inspec dataset. | |
It achieves the following results on the evaluation set: | |
- Loss: 1.7956 | |
- F1@5ext: 0.4590 | |
- P@5ext: 0.6116 | |
- R@5ext: 0.4109 | |
- F1@10ext: 0.5403 | |
- P@10ext: 0.5953 | |
- R@10ext: 0.5374 | |
- F1@5abs: 0.2019 | |
- P@5abs: 0.3080 | |
- R@5abs: 0.1721 | |
- F1@10abs: 0.2307 | |
- P@10abs: 0.3066 | |
- R@10abs: 0.2109 | |
- F1@oext: 0.5427 | |
- P@oext: 0.6045 | |
- R@oext: 0.5246 | |
- F1@oabs: 0.2316 | |
- P@oabs: 0.3079 | |
- R@oabs: 0.2094 | |
## 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: 4 | |
- eval_batch_size: 10 | |
- seed: 42 | |
- gradient_accumulation_steps: 6 | |
- total_train_batch_size: 24 | |
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 | |
- lr_scheduler_type: linear | |
- num_epochs: 3.0 | |
### Training results | |
### Framework versions | |
- Transformers 4.24.0.dev0 | |
- Pytorch 1.9.0+cu111 | |
- Datasets 2.6.1 | |
- Tokenizers 0.13.1 |