metadata

license: apache-2.0
language:
  - it
tags:
  - legal
widget:
  - text: Modifica dell' area marina protetta denominata Cinque Terre

Gulbert-ft-ita

This model can be used for multi-label classification of Italian legislative acts, according to the subject index (taxonomy) currently adopted in the Gazzetta Uffciale. The model has been obtained by fine-tuning a BERT-XXL Italian model on a large corpus of legislative acts published in the Gazzetta Ufficiale from 1988 until early 2022.

Model Details

Model Description

Language(s) (NLP): Italian
License: apache-2.0
Finetuned from model: https://huggingface.co/dbmdz/bert-base-italian-xxl-uncased

Model Sources

Repository: https://huggingface.co/dhfbk
Paper: M. Rovera, A. Palmero Aprosio, F. Greco, M. Lucchese, S. Tonelli and A. Antetomaso (2023) Italian Legislative Text Classification for Gazzetta Ufficiale. In Proceedings of the Fifth Natural Legal Language Workshop (NLLP2023).
Demo: https://dh-server.fbk.eu/ipzs-ui-demo/

Uses

Direct Use

Multi-label text classification of Italian legislative acts.

Training Details

Training Data

The dataset used for training the model can be retrieved at our GitHub account and is further documented in the above mentioned paper.

Evaluation

Results

The model achieves a micro-F1 score of 0.873, macro-F1 of 0.471 and a weighted-F1 of 0.864 on the test set (3-fold average).

Citation

BibTeX:

TBP, please see above