Papers by Camélia Guerraoui
Flee the Flaw: Annotating the Underlying Logic of Fallacious Arguments Through Templates and Slot-filling (2024.emnlp-main)
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Irfan Robbani, Paul Reisert, Surawat Pothong, Naoya Inoue, Camélia Guerraoui, Wenzhi Wang, Shoichi Naito, Jungmin Choi, Kentaro Inui
| Challenge: | Prior work on quality assessment has focused on numerical scoring and fallacy type-labeling tasks, without aiming to analyze fallacy logic structures. |
| Approach: | They propose four sets of explainable templates for common informal logical fallacies designed to explicate a fallacy’s implicit logic. |
| Outcome: | The proposed models achieve a high agreement score and reasonable coverage 83% on 400 fallacious arguments and state-of-the-art language models struggle with detecting fallacy templates (0.47 accuracy). |
Designing Logic Pattern Templates for Counter-Argument Logical Structure Analysis (2024.findings-emnlp)
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Shoichi Naito, Wenzhi Wang, Paul Reisert, Naoya Inoue, Camélia Guerraoui, Kenshi Yamaguchi, Jungmin Choi, Irfan Robbani, Surawat Pothong, Kentaro Inui
| Challenge: | Despite their effectiveness, the logical attack structure of counterarguments remains unexplored due to its complexity. |
| Approach: | They propose a task to analyze logical attack structure of counterarguments in relation to their corresponding opponent argument using 10 new CA logic patterns. |
| Outcome: | The proposed task achieves high annotator agreement and coverage and high coverage on a dataset of 778 CAs. |