flan-t5-small-medical_model_2

opelumen/flan-t5-small-medical_model_2

flan-t5-small-medical_model_2 is a machine learning model from opelumen. 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: Feb 1, 2024
Updated: Feb 1, 2024
SHA: 0bf3d7fc

Base models

google/flan-t5-small

Model card

From the Hugging Face model README

flan-t5-small-medical_model_2

This model is a fine-tuned version of google/flan-t5-small on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 1.9215
Rouge1: 0.1439
Rouge2: 0.0872
Rougel: 0.1311
Rougelsum: 0.1383

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: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum
2.4473	1.0	1436	2.0780	0.1387	0.0818	0.1261	0.1332
2.2213	2.0	2872	1.9935	0.1431	0.0865	0.1304	0.1374
2.1841	3.0	4308	1.9510	0.1438	0.0871	0.1310	0.1381
2.1274	4.0	5744	1.9282	0.1443	0.0874	0.1315	0.1388
2.092	5.0	7180	1.9215	0.1439	0.0872	0.1311	0.1383

Framework versions

Transformers 4.37.2
Pytorch 2.1.0+cu121
Datasets 2.16.1
Tokenizers 0.15.1

Library: transformers
Type: t5
License: apache-2.0
Created: Feb 1, 2024
Updated: Feb 1, 2024