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cs.CV2026
SciGen-Verifier: A Multimodal Reasoner for Explainable Verification in Scientific Image Generation
Jiali Chen, Zhengteng Lin, Zuqi Wang +6
In realistic education, a solution is often expressed not only in words but in a drawing--a circuit, a geometric construction, a function plot--and a teacher must grade the drawing…
cs.CL2026
TVIR: Building Deep Research Agents Towards Text-Visual Interleaved Report Generation
Xinkai Ma, Zhiqi Bai, Dingling Zhang +21
Deep Research Agents have shown strong capability in multi-step information retrieval, reasoning, and long-form report generation, but existing benchmarks and systems remain predom…