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Zhibo Yang

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#artificial intelligence Preprint Sep 2026

DepthEvidence: Unifying Metric Depth Prediction and Geometric Reasoning in Multimodal Language Models

A 4B model that uses its own dense metric predictions as object-grounded evidence for language generation and leads the evaluated methods in instance-level metric depth estimation and overall accuracy on both relative and metric reasoning tracks, while broadly preserving general VQA performance and improving spatial un...

Jiang-Ning Wei, Yuan Yao, Miao-Miao Cui et al. · 0 citations
Review Aug 2026

Science Edge Evaluation: SEE the Missing Step Toward Real Scientific Discovery

Evaluation of 19 multimodal large language models shows that current MLLMs still cannot reliably make justified and evidence-bounded inferences from experimental results, which is an essential capability in real scientific discovery.

Tao Han, Yucheng Zhang, Jing-Hang Wang et al. · 1 citation

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