Barbara Kos
Biographic Data
| ID | 5155514 |
|---|---|
| NAME | Barbara Kos |
| GIVEN NAMES | Barbara |
| FAMILY NAME | Kos |
| SIGNATURE | KOS B |
| ORCID | 0000-0001-5814-5454 |
| VERIFIED | Yes |
| TOTAL WORKS | 1 |
| TOTAL CITATIONS | 0 |
| AUTHOR COUNT | 1 |
| EDITOR COUNT | 0 |
| FIRST PUBLICATION YEAR | 2026 |
| LATEST PUBLICATION YEAR | 2026 |
| H-INDEX | 0 |
Unveiling ideological extremes in parliamentary debates using transformer-based language models
This study explores how natural language processing can uncover ideological orientations in European parliamentary debates. Using speeches from 28 countries, transformer-based models (BERT, RoBERTa, and DistilBERT) were fine-tuned for binary classification and evaluated by accuracy and F1-score. RoBERTa and DistilBERT slightly outperformed BERT, and DistilBERT offered a strong balance between efficiency and accuracy. Principal Component Analysis …
No prominent works on this page.
Unveiling ideological extremes in parliamentary debates using transformer-based language models
This study explores how natural language processing can uncover ideological orientations in European parliamentary debates. Using speeches from 28 countries, transformer-based models (BERT, RoBERTa, and DistilBERT) were fine-tuned for binary classification and evaluated by accuracy and F1-score. RoBERTa and DistilBERT slightly outperformed BERT, and DistilBERT offered a strong balance between efficiency and accuracy. Principal Component Analysis …
Computational and Text Analysis Methods (1 works) · Critical discourse analysis (1 works) · Field (mathematics (1 works) · Ideology (1 works) · Key (lock (1 works) · Politics (1 works) · Populism, Right-Wing Movements (1 works) · Sentiment Analysis and Opinion Mining (1 works)