Multi-Channel Mitigation of Source-Trust Shortcuts in Fact-Checking RL Agents.

arXiv:2609.36611v1 Announce Type: new Abstract: Retrieval-augmented fact-checkers often receive a reliability label, such as HIGH or LOW trust, for each evidence source. These labels should adjust the model's confidence and its decision to search for more evid