Adversarial Robustness of Retrieval-Based Fact-Checking: Detecting and Mitigating Evidence Contamination

Alamgir Munir Qazi, John P. McCrae, Jamal Abdul Nasir

Retrieval-based fact-checking systems ground verification in large document collections, creating a critical vulnerability: adversarial evidence contamination. We demonstrate that…