|
--- |
|
license: apache-2.0 |
|
tags: |
|
- generated_from_trainer |
|
datasets: |
|
- midas/inspec |
|
model-index: |
|
- name: synonyms_5000_plus_3000_default_3_epoch |
|
results: [] |
|
language: |
|
- en |
|
--- |
|
|
|
<!-- 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. --> |
|
|
|
# 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 |