Model Card for Model ID
Fine-tuned BERT trained to identify political party from speech in the UK Parliament. Trained with Labour/Conservative speeches using the hansard dataset 2000-2020
Model Details
- License: MIT
- Finetuned from model : BERT
Model Sources
Uses
Model can be used to predict whether an item of speech from the UK Parliament was said by a member of the Labour or Conservative Party.
Out-of-Scope Use
Model has only been exposed to UK data and speeches from Labour or Conservative. May not work as intended for other parties or geographies.
Training Data
Preprocessing
[bert-cased]
Evaluation
Evaluated on held-out test data. Achieved test accuracy >80% and test loss <0.4 (binary cross-entropy).
Citation
BibTeX:
@misc{baly2020detect,
title={We Can Detect Your Bias: Predicting the Political Ideology of News Articles},
author={Ramy Baly and Giovanni Da San Martino and James Glass and Preslav Nakov},
year={2020},
eprint={2010.05338},
archivePrefix={arXiv},
primaryClass={cs.CL}
}