File size: 1,075 Bytes
30381bb 4793ab9 30381bb 4793ab9 30381bb 4793ab9 30381bb 4793ab9 30381bb 1c89313 30381bb |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 |
---
license: apache-2.0
language:
- it
library_name: peft
pipeline_tag: text-generation
tags:
- legal
base_model: mistralai/Mistral-7B-Instruct-v0.1
---
# Model Description
A Mistral-7B-instruct-v0.1 model to extract a title from the text of Italian law articles. It is fine-tuned over a set of 100k text-title pairs that are available throughout the Italian legislation. It can be used to extract titles for articles or attachments that do not have a pre-defined title.
- **Developed by:** Andrea Colombo, Politecnico di Milano
- **Model type:** text generation
- **Language(s) (NLP):** Italian
- **License:** Apache 2.0
- **Finetuned from model:** mistralai/Mistral-7B-Instruct-v0.1
## Training Details
### Training Procedure
The model has been trained for 100 training steps with batch size 4, 4-bit quantization using bitsandbytes and a LoRA rank of 64.
We use the paged Adam optimizer, a learning rate of 0.004, and a cosine learning rate scheduler with a 0.03 warm-up fraction.
## Evaluation
The best model reported an evaluation loss of 1.0030452013015747
|