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Han-Lin Zhang

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#artificial intelligence Preprint Oct 2026

Unsupervised Multimodal Reward Modeling

Vision-language reward models are trained on annotated preference pairs, which are expensive to collect, can disagree, and are ranked by benchmark accuracy. We build one with no human preference label: a linear head on an intermediate layer of a frozen Qwen3-VL backbone, trained to score a web caption above a perturbed...

Yue-Ying Li, Jing-Xuan Fan, Kianté Brantley et al. · 0 citations

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