Test-Time Hinting for Black-Box Vision-Language Models. - Kaihua Hou; Abhijith Varma Mudunuri; Jiaxing Qiu; Roxana Daneshjou; Thomas Hartvigsen; Ahmed Alaa 001 (CoRR, 2026)