falahgs_summeriztion_model – AI Model by Falah | AlphaNeural AI

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Falah/
falahgs_summeriztion_model

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text2text-generation

generated_from_trainer

text-generation-inference

endpoints_compatible

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falahgs_summeriztion_model

This model is a fine-tuned version of t5-small on the billsum dataset. It achieves the following results on the evaluation set:

Loss: 2.5033
Rouge1: 0.1373
Rouge2: 0.0494
Rougel: 0.1128
Rougelsum: 0.1128
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: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 4
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum	Gen Len
No log	1.0	62	2.7956	0.1302	0.0369	0.1078	0.1076	19.0
No log	2.0	124	2.5837	0.1396	0.0462	0.1144	0.1145	19.0
No log	3.0	186	2.5207	0.1365	0.0462	0.1113	0.1111	19.0
No log	4.0	248	2.5033	0.1373	0.0494	0.1128	0.1128	19.0

Framework versions

Transformers 4.27.1
Pytorch 2.0.1+cu118
Datasets 2.9.0
Tokenizers 0.13.3