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cpv-it5
basilepp19/cpv-it5
cpv-it5 is a machine learning model from basilepp19. 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. The card lists the license as apache-2.0.
This model is a fine-tuned version of gsarti/it5-large on a dataset of Common Procurement Vocabulary (CPV) codes.
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At a glance
- Library
- transformers
- License
- apache-2.0
- Model type
- t5
- Access
- Public
- Created
- Oct 16, 2023
- Updated
- Feb 21, 2025
- SHA
- dad96dcc
Model card
From the Hugging Face model README
model_5M
This model is a fine-tuned version of gsarti/it5-large on a dataset of Common Procurement Vocabulary (CPV) codes.
Model description
The model is trained on 3.2M pairs of Italian tender descriptions and the corresponding CPV code.
Here an example:
{"source": "lavori lavori di pavimentazione delle vie san martino e santa Maddalena", "target": "45262321-7 - lavori di pavimentazione"}
Intended uses & limitations
This model can generate a CPV code given an Italian tender description.
Training and evaluation data
Training data are taken form the ANAC website.
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3.0
Training results
Framework versions
- Transformers 4.26.1
- Pytorch 1.13.1+cu117
- Datasets 2.9.0
- Tokenizers 0.13.2
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Oct 16, 2023
- Updated
- Feb 21, 2025