basilepp19 commited on
Commit
5366c67
·
1 Parent(s): a801391

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +36 -0
README.md CHANGED
@@ -1,3 +1,39 @@
1
  ---
2
  license: bigscience-bloom-rail-1.0
 
 
3
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
  license: bigscience-bloom-rail-1.0
3
+ language:
4
+ - it
5
  ---
6
+ # Model Card for Model ID
7
+
8
+ <!-- Provide a quick summary of what the model is/does. -->
9
+
10
+ This model is obtained by adapting bloom-1b7 to the Italian language. Among the languages supported by the BLOOM model, there is no Italian, making its use
11
+ in that context challenging. We adapt the original BLOOM model using the MAD-X language adaptation strategy.
12
+ Then, the model is fine-tuned over the Italian translation of the dolly dataset.
13
+
14
+ ## Model Details
15
+
16
+ ### Model Description
17
+
18
+ We adapt the bloom-1b7 to the Italian language using the MAD-X language adaptation strategy.
19
+ To produce a valuable model, we follow the same procedure proposed in: https://arxiv.org/abs/2212.09535
20
+
21
+ We use default script parameters and select a sample of 100,000 examples in the Italian language. We decided to sample data from the Filtered Oscar Dataset for
22
+ the Italian Language released by Sarti.
23
+
24
+ Then, the adopted model is fine-tuned over the Italian translation of the dolly dataset.
25
+ The dolly dataset was automatically transtalted by an open-source machine translation tool: https://pypi.org/project/argostranslate/
26
+
27
+ To fine-tune the adapted model, we use the script available here: https://github.com/hyintell/BLOOM-fine-tuning/tree/main
28
+
29
+ - **Developed by:** Pierpaolo Basile, Pierluigi Cassotti, Marco Polignano, Lucia Siciliani, Giovanni Semeraro. Department of Computer Science, University of Bari Aldo Moro, Italy
30
+ - **Model type:** BLOOM
31
+ - **Language(s) (NLP):** Italian
32
+ - **License:** BigScience BLOOM RAIL 1.0
33
+
34
+ ## Citation
35
+
36
+ Pierpaolo Basile, Pierluigi Cassotti, Marco Polignano, Lucia Siciliani, Giovanni Semeraro. On the impact of Language Adaptation for Large Language Models: A
37
+ case study for the Italian language using only open resources. Proceedings of the Ninth Italian Conference on Computational Linguistics (CLiC-it 2023).
38
+
39
+