| --- |
| 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. |
