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Author

Jing-Pu Yang

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Jul 2026

OmniFood-Bench: Evaluating VLMs for Nutrient Reasoning and Personalized Health Advice

This work establishes a rigorous standard for trustworthiness in autonomous agents deployed for public health by evaluating VLMs across three progressive capabilities: Basic Perception (Ingredients&Cooking Methods), Quantitative Reasoning (Portion Size&Nutritional Profiling), and Safety-Critical Advisory (Disease-Speci...

Qian Jiang, Zhe-Cheng Shi, Jing-Pu Yang et al. · 1 citation

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