Papers by Navyansh Singh
Debiasing Logical Fallacy Detection for Real-World Robustness via Counterfactually Augmented Data (2026.acl-srw)
Copied to clipboard
| Challenge: | Logical fallacy detection models often over-flag valid reasoning due to spurious correlations. |
| Approach: | They propose to augment CAD models with counterfactually-augmented data to debias them . they found that the models often over-flag valid reasoning due to spurious correlations . |
| Outcome: | The proposed approach reduces false positive rate by 58% on a 300-sample set. |