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gbarone77/
t5-small-finetuned-wikisql-with-cols

Name: t5-small-finetuned-wikisql-with-cols
Availability: InStock

generated_from_trainer

wikisql

apache-2.0

text-generation-inference

endpoints_compatible

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t5-small-finetuned-wikisql-with-cols

This model is a fine-tuned version of t5-small on the wikisql dataset using a (slightly modified) training script by Manuel Romero. It achieves the following results on the evaluation set:

Loss: 0.0282
Rouge2 Precision: 0.9172
Rouge2 Recall: 0.819
Rouge2 Fmeasure: 0.8578

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: 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: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge2 Precision	Rouge2 Recall	Rouge2 Fmeasure
0.0557	1.0	4049	0.0384	0.9004	0.8038	0.8417
0.0438	2.0	8098	0.0323	0.9101	0.8121	0.8507
0.0374	3.0	12147	0.0298	0.914	0.8162	0.8548
0.0353	4.0	16196	0.0286	0.9169	0.8189	0.8576
0.0343	5.0	20245	0.0282	0.9172	0.819	0.8578

Framework versions

Transformers 4.25.1
Pytorch 1.12.1+cu113
Datasets 2.7.1
Tokenizers 0.13.2

gbarone77/t5-small-finetuned-wikisql-with-cols

t5-small-finetuned-wikisql-with-cols

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

gbarone77/
t5-small-finetuned-wikisql-with-cols