Update README.md

README.md

@@ -6,4 +6,60 @@ tags:
 - legal
 widget:
 - text: "Modifica dell' area marina protetta denominata Cinque Terre"
----
+---
+# Gulbert-ft-ita
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+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](https://huggingface.co/dbmdz/bert-base-italian-xxl-uncased) model on a large corpus of legislative acts published in the Gazzetta Ufficiale from 1988 until early 2022. 
+
+## Model Details
+
+### Model Description
+
+<!-- Provide a longer summary of what this model is. -->
+
+- **Language(s) (NLP):** Italian
+- **License:** apache-2.0
+- **Finetuned from model:** https://huggingface.co/dbmdz/bert-base-italian-xxl-uncased
+
+### Model Sources
+
+<!-- Provide the basic links for the model. -->
+
+- **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](https://github.com/dhfbk/gazzetta-ufficiale) used for training the model can be retrieved at our [GitHub account](https://github.com/dhfbk) 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
+
+<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+
+**BibTeX:**
+
+TBP, please see above