bart-paraphrasing-mlm

gayanin/bart-paraphrasing-mlm

bart-paraphrasing-mlm is a machine learning model from gayanin. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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At a glance

Library: transformers
License: apache-2.0
Model type: bart
Access: Public
Created: Mar 7, 2022
Updated: Mar 7, 2022
SHA: 3ff29962

Model card

From the Hugging Face model README

bart-paraphrasing-mlm

This model is a fine-tuned version of gayanin/bart-paraphrase-pubmed-1.1 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.5510
Rouge2 Precision: 0.7148
Rouge2 Recall: 0.5223
Rouge2 Fmeasure: 0.5866

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: 2e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 4
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge2 Precision	Rouge2 Recall	Rouge2 Fmeasure
0.6799	1.0	13833	0.5982	0.7016	0.5122	0.5756
0.5894	2.0	27666	0.5663	0.7093	0.5193	0.583
0.5329	3.0	41499	0.5540	0.7129	0.5212	0.5853
0.4953	4.0	55332	0.5510	0.7148	0.5223	0.5866

Framework versions

Transformers 4.17.0
Pytorch 1.10.0+cu111
Datasets 1.18.4
Tokenizers 0.11.6

Library: transformers
Type: bart
License: apache-2.0
Created: Mar 7, 2022
Updated: Mar 7, 2022