SEP 10, 2026 · PREPRINT
Your Model Already Knows Don't Teach It, Learn to Ask It: Soft Prompting for Few-Shot Adaptation of Vision-Language Models
arXiv
This is an unreviewed preprint presenting a methodological proposal (soft prompting for vision-language models) evaluated on multiple computer vision benchmarks with small sample sizes (10-shot) and no peer review; the work is technically sound but lacks the validation and clinical/practical significance needed for stronger evidence grades.
Reported
mAP (cross-modal boundary placeme…10.0
mAP (other placements)8.4
mAP (Roboflow20-VL, 10-shot)14.2