pubmed-sum

thanhkt/pubmed-sum

pubmed-sum is a machine learning model from thanhkt. 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. --

Downloads · 30 days

3% of all-time downloads

All-time downloads

279

Public

Parameters

163M

654 MB on disk

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.safetensors654 MB · 99%

At a glance

Library: transformers
Model type: bart
Access: Public
Created: Sep 2, 2024
Updated: Sep 2, 2024
SHA: c20074cb

Base models

ccdv/lsg-bart-base-16384

Model card

From the Hugging Face model README

pubmed-sum

This model is a fine-tuned version of ccdv/lsg-bart-base-16384 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 2.1303
Rouge1: 0.1396
Rouge2: 0.0651
Rougel: 0.1198
Rougelsum: 0.1306

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: 2
eval_batch_size: 2
seed: 42
gradient_accumulation_steps: 16
total_train_batch_size: 32
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 500
num_epochs: 2

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum
3.6342	0.32	50	2.7400	0.1174	0.0443	0.0971	0.1071
2.9319	0.64	100	2.3386	0.1276	0.0531	0.1071	0.1176
2.5759	0.96	150	2.2462	0.1313	0.057	0.111	0.1219
2.4678	1.28	200	2.1933	0.1308	0.0581	0.1116	0.1221
2.4149	1.6	250	2.1717	0.1353	0.0608	0.115	0.1257
2.3553	1.92	300	2.1303	0.1396	0.0651	0.1198	0.1306

Framework versions

Transformers 4.44.2
Pytorch 2.0.0
Datasets 2.15.0
Tokenizers 0.19.1

Library: transformers
Type: bart
Created: Sep 2, 2024
Updated: Sep 2, 2024