speller-t5

summervent/speller-t5

speller-t5 is a machine learning model from summervent. 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.

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

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At a glance

Library: transformers
Model type: t5
Access: Public
Created: Jan 28, 2023
Updated: Jan 29, 2023
SHA: c2e8d007

Model card

From the Hugging Face model README

speller-t5

This model is a fine-tuned version of summervent/speller-t5 on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.3569
Rouge1: 14.5717
Rouge2: 5.4522
Rougel: 14.6057
Rougelsum: 14.7357
Gen Len: 30.8324

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: 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: 1
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum	Gen Len
0.6467	0.22	1500	0.3569	14.5717	5.4522	14.6057	14.7357	30.8324
0.6408	0.44	3000	0.3569	14.5717	5.4522	14.6057	14.7357	30.8324
0.6343	0.66	4500	0.3569	14.5717	5.4522	14.6057	14.7357	30.8324
0.6372	0.87	6000	0.3569	14.5717	5.4522	14.6057	14.7357	30.8324

Framework versions

Transformers 4.26.0
Pytorch 1.13.1+cu116
Datasets 2.9.0
Tokenizers 0.13.2

Library: transformers
Type: t5
Created: Jan 28, 2023
Updated: Jan 29, 2023