The AI Trust Trap: How Supporting Evidence Impacts Human Verification

New research reveals that while providing evidence alongside AI-generated answers can speed up fact-checking, it doesn’t necessarily guarantee better judgment, and can even foster dangerous over-reliance.



![HandelBot consistently outperformed alternative methods in achieving precise piano performance, evidenced by its superior F1 score, and highlighting the critical role of real-world samples in bridging the performance gap inherent in systems relying solely on simulated data-a gap that significantly hindered the effectiveness of methods like [latex]\pi_{sim}(CL)[/latex] and [latex]\pi_{sim}[/latex].](https://arxiv.org/html/2603.12243v1/x3.png)




