T5_on_pubmed

thisishadis/T5_on_pubmed

T5_on_pubmed is a machine learning model from thisishadis. 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: t5
Access: Public
Created: Aug 11, 2023
Updated: Aug 14, 2023
SHA: ecd3d1d2

Base models

Model card

From the Hugging Face model README

T5_on_pubmed

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

Loss: 2.1788
Rouge1: 0.1346
Rouge2: 0.0564
Rougel: 0.1145
Rougelsum: 0.1146
Gen Len: 19.0

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: 5
eval_batch_size: 5
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 4

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum	Gen Len
No log	1.0	200	2.1954	0.1365	0.0565	0.1151	0.1151	19.0
No log	2.0	400	2.1878	0.1353	0.0561	0.1142	0.1144	19.0
2.4795	3.0	600	2.1798	0.1349	0.0564	0.1145	0.1146	19.0
2.4795	4.0	800	2.1788	0.1346	0.0564	0.1145	0.1146	19.0

Framework versions

Transformers 4.31.0
Pytorch 2.0.1+cu118
Datasets 2.14.4
Tokenizers 0.13.3

Library: transformers
Type: t5
License: apache-2.0
Created: Aug 11, 2023
Updated: Aug 14, 2023