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UNIST-Eunchan/
Pegasus-x-base-govreport-12288-1024-numepoch-10

Name: Pegasus-x-base-govreport-12288-1024-numepoch-10
Availability: InStock

generated_from_trainer

govreport-summarization

endpoints_compatible

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Pegasus-x-base-govreport-12288-1024-numepoch-10

This model is a fine-tuned version of google/pegasus-x-base on the govreport-summarization dataset. It achieves the following results on the evaluation set:

Loss: 1.6234

Model description

More information needed

Evaluation Score

'ROUGE':

{ 'rouge1': 0.5012,
'rouge2': 0.2205,
'rougeL': 0.2552,
'rougeLsum': 0.2554
}

'BERT_SCORE'
{'f1': 0.859,
'precision': 0.8619,
'recall': 0.8563
}

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: 0.0001
train_batch_size: 1
eval_batch_size: 2
seed: 42
gradient_accumulation_steps: 64
total_train_batch_size: 64
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss
2.1149	0.37	100	1.9237
1.9545	0.73	200	1.8380
1.8835	1.1	300	1.7574
1.862	1.46	400	1.7305
1.8536	1.83	500	1.7100
1.8062	2.19	600	1.6944
1.8161	2.56	700	1.6882
1.7611	2.92	800	1.6803
1.7878	3.29	900	1.6671
1.7299	3.65	1000	1.6599
1.7636	4.02	1100	1.6558
1.7262	4.38	1200	1.6547
1.715	4.75	1300	1.6437
1.7178	5.12	1400	1.6445
1.7163	5.48	1500	1.6386
1.7367	5.85	1600	1.6364
1.7114	6.21	1700	1.6365
1.6452	6.58	1800	1.6309
1.7251	6.94	1900	1.6301
1.6726	7.31	2000	1.6305
1.7104	7.67	2100	1.6285
1.6739	8.04	2200	1.6252
1.7082	8.4	2300	1.6246
1.6888	8.77	2400	1.6244
1.6609	9.13	2500	1.6256
1.6707	9.5	2600	1.6241
1.669	9.86	2700	1.6234

Framework versions

Transformers 4.30.2
Pytorch 2.0.1+cu117
Datasets 2.13.1
Tokenizers 0.13.3

UNIST-Eunchan/Pegasus-x-base-govreport-12288-1024-numepoch-10

Pegasus-x-base-govreport-12288-1024-numepoch-10

Model description

Evaluation Score

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

UNIST-Eunchan/
Pegasus-x-base-govreport-12288-1024-numepoch-10