metadata
language: en
license: mit
tags:
- text-classification
- cognitive-bias
- roberta
- multi-task-learning
- span-extraction
RoBERTa Cognitive Bias Multi-Task Model
Detects cognitive biases in STEM literature and extracts the biased span from text.
Labels
0: Neutral | 1: Anchoring Bias | 2: Bandwagon Bias 3: Confirmation Bias | 4: Framing Bias | 5: Emotional Appeal 6: Appeal to Authority | 7: False Cause & Certainty 8: Hasty Generalization
Performance
- Macro F1: 0.864
- Span Match Rate: 98% on validation set
Usage
Load with the custom modeling file included in this repo.