flan-t5-large-sum – AI Model by vsevolodl | AlphaNeural AI

You can deploy this model and start earning money today!

vsevolodl/
flan-t5-large-sum

like

0

text2text-generation

generated_from_trainer

text-generation-inference

endpoints_compatible

Views

No views yet

flan-t5-large

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

Loss: 1.3826
Rouge1: 43.1919
Rouge2: 20.634
Rougel: 30.3172
Rougelsum: 40.0097
Gen Len: 94.6171

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: 0.0001
train_batch_size: 192
eval_batch_size: 192
seed: 42
distributed_type: multi-GPU
num_devices: 2
total_train_batch_size: 384
total_eval_batch_size: 384
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 3

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum	Gen Len
1.653	1.0	748	1.4147	42.4138	19.9824	29.549	39.2091	100.5338
1.5924	2.0	1496	1.3920	42.8582	20.3835	30.1212	39.7493	94.9760
1.5231	3.0	2244	1.3826	43.1919	20.634	30.3172	40.0097	94.6171

Framework versions

Transformers 4.26.0
Pytorch 1.13.1+cu116
Datasets 2.9.0
Tokenizers 0.13.2