Total runs:
626
Run Growth:
552
Growth Rate:
88.18%
Sponsored by
Vmake Labs Video Enhancer
dsfsi / PuoBERTa-News
Model's Last Updated: December 05 2023
text-classification
Introduction of PuoBERTa-News
Model Details of PuoBERTa-News
PuoBERTa-News: A Setswana Langauge Model Finetuned for News Categorisation
🤗
https://huggingface.co/dsfsi/PuoBERTa
Give Feedback 📑: DSFSI Resource Feedback Form {:target="_blank"}
A Roberta-based language model finetuned for News Categorisation.
Based on https://huggingface.co/dsfsi/PuoBERTa
Model Details
Model Description
This is a News Categorisation model for Setswana.
- Developed by: Vukosi Marivate ( @vukosi ), Moseli Mots'Oehli ( @MoseliMotsoehli ) , Valencia Wagner, Richard Lastrucci and Isheanesu Dzingirai
- Model type: RoBERTa Model
- Language(s) (NLP): Setswana
- License: CC BY 4.0
News Categories
We use the IPTC news codes https://iptc.org/standards/newscodes/
- arts_culture_entertainment_and_media (Botsweretshi, setso, boitapoloso le bobegakgang)
- crime_law_and_justice (Bosenyi, molao le bosiamisi)
- disaster_accident_and_emergency_incident (Masetlapelo, kotsi le tiragalo ya maemo a tshoganyetso)
- economy_business_and_finance (Ikonomi, tsa kgwebo le tsa ditšhelete)
- education (Thuto)
- environment (Tikologo)
- health (Boitekanelo)
- politics (Dipolotiki)
- religion_and_belief (Bodumedi le tumelo)
- society (Setšhaba)
Training, Dev and Validation dataset https://huggingface.co/datasets/dsfsi/daily-news-dikgang .
Model Performance
Performance of models on Daily News Dikgang dataset
| Model | 5-fold Cross Validation F1 | Test F1 |
|---|---|---|
| Logistic Regression + TFIDF | 60.1 | 56.2 |
| NCHLT TSN RoBERTa | 64.7 | 60.3 |
| PuoBERTa | 63.8 | 62.9 |
| PuoBERTaJW300 | 66.2 | 65.4 |
Usage
Use this model for Part of text classification for Setswana.
Citation Information
Bibtex Reference
@inproceedings{marivate2023puoberta,
title = {PuoBERTa: Training and evaluation of a curated language model for Setswana},
author = {Vukosi Marivate and Moseli Mots'Oehli and Valencia Wagner and Richard Lastrucci and Isheanesu Dzingirai},
year = {2023},
booktitle= {Artificial Intelligence Research. SACAIR 2023. Communications in Computer and Information Science},
url= {https://link.springer.com/chapter/10.1007/978-3-031-49002-6_17},
keywords = {NLP},
preprint_url = {https://arxiv.org/abs/2310.09141},
dataset_url = {https://github.com/dsfsi/PuoBERTa},
software_url = {https://huggingface.co/dsfsi/PuoBERTa}
}
Contributing
Your contributions are welcome! Feel free to improve the model.
Model Card Authors
Vukosi Marivate
Model Card Contact
For more details, reach out or check our website .
Email: [email protected]
Enjoy exploring Setswana through AI!
Runs of dsfsi PuoBERTa-News on huggingface.co
22
Total runs
0
24-hour runs
2
3-day runs
7
7-day runs
-5
30-day runs
More Information About PuoBERTa-News huggingface.co Model
Url of PuoBERTa-News
PuoBERTa-News huggingface.co Url
Provider of PuoBERTa-News huggingface.co
Other API from dsfsi
Updated:June 04 2026
Total runs:
177
Run Growth:
177
Growth Rate:
100.00%
Total runs:
126
Run Growth:
76
Growth Rate:
61.29%
Total runs:
112
Run Growth:
84
Growth Rate:
75.00%
Total runs:
60
Run Growth:
60
Growth Rate:
100.00%
Total runs:
53
Run Growth:
36
Growth Rate:
67.92%
Total runs:
47
Run Growth:
8
Growth Rate:
17.02%
Total runs:
46
Run Growth:
46
Growth Rate:
100.00%
Total runs:
46
Run Growth:
27
Growth Rate:
58.70%
Total runs:
37
Run Growth:
0
Growth Rate:
0.00%
Total runs:
34
Run Growth:
7
Growth Rate:
20.59%
Total runs:
31
Run Growth:
13
Growth Rate:
41.94%
Total runs:
26
Run Growth:
26
Growth Rate:
100.00%
Total runs:
24
Run Growth:
9
Growth Rate:
37.50%
Total runs:
23
Run Growth:
-5
Growth Rate:
-21.74%
Total runs:
21
Run Growth:
10
Growth Rate:
47.62%
Total runs:
20
Run Growth:
3
Growth Rate:
15.00%
Total runs:
20
Run Growth:
3
Growth Rate:
15.00%
Total runs:
20
Run Growth:
7
Growth Rate:
35.00%
Total runs:
18
Run Growth:
-23
Growth Rate:
-127.78%
Total runs:
17
Run Growth:
17
Growth Rate:
100.00%
Total runs:
17
Run Growth:
3
Growth Rate:
17.65%
Total runs:
16
Run Growth:
4
Growth Rate:
25.00%
Total runs:
16
Run Growth:
-8
Growth Rate:
-50.00%
Total runs:
16
Run Growth:
5
Growth Rate:
31.25%
Total runs:
16
Run Growth:
11
Growth Rate:
68.75%
Total runs:
16
Run Growth:
1
Growth Rate:
6.25%
Total runs:
16
Run Growth:
0
Growth Rate:
0.00%
Total runs:
15
Run Growth:
6
Growth Rate:
40.00%
Total runs:
14
Run Growth:
5
Growth Rate:
35.71%
Total runs:
14
Run Growth:
3
Growth Rate:
21.43%
Total runs:
14
Run Growth:
4
Growth Rate:
28.57%
Total runs:
14
Run Growth:
2
Growth Rate:
14.29%
Total runs:
14
Run Growth:
2
Growth Rate:
14.29%
Total runs:
14
Run Growth:
5
Growth Rate:
35.71%
Total runs:
14
Run Growth:
4
Growth Rate:
28.57%
Total runs:
13
Run Growth:
5
Growth Rate:
38.46%
Total runs:
12
Run Growth:
0
Growth Rate:
0.00%
Total runs:
12
Run Growth:
-56
Growth Rate:
-466.67%
Total runs:
12
Run Growth:
0
Growth Rate:
0.00%
Total runs:
12
Run Growth:
1
Growth Rate:
8.33%
Total runs:
12
Run Growth:
6
Growth Rate:
50.00%
Total runs:
12
Run Growth:
2
Growth Rate:
16.67%
Total runs:
12
Run Growth:
1
Growth Rate:
8.33%
Total runs:
12
Run Growth:
7
Growth Rate:
58.33%
Total runs:
12
Run Growth:
0
Growth Rate:
0.00%
Total runs:
12
Run Growth:
-2
Growth Rate:
-16.67%
Total runs:
12
Run Growth:
-1
Growth Rate:
-8.33%
Total runs:
12
Run Growth:
4
Growth Rate:
33.33%
Total runs:
12
Run Growth:
7
Growth Rate:
58.33%
Total runs:
12
Run Growth:
6
Growth Rate:
50.00%
Total runs:
12
Run Growth:
0
Growth Rate:
0.00%
Total runs:
11
Run Growth:
2
Growth Rate:
18.18%