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Zhi-Xun Li

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Preprint Oct 2026

Co-Design Bench: Multimodal Collaborative Coding Evaluation for Agentic Models

Evaluating human-AI co-design requires testing whether coding agents can translate real users'multimodal requests into working application revisions. We introduce Co-Design Bench, a reference-free benchmark of 273 tasks curated from 37,463 deduplicated queries across 26,314 real user coding sessions. Its two tracks, Mu...

Xi-Lin Wei, Sheng-Yuan Ding, Xinyu Fang et al. · 0 citations
Preprint Oct 2026

BlenderWorld: Benchmarking Visual Agents for 3D Creation from Real-World References

Recent advances in multimodal large language models (MLLMs) have enabled them to act as autonomous agents, creating and editing 3D models via code or direct software manipulation. In practical workflows, these models must infer object shapes, materials, spatial layouts, and lighting from diverse references while strict...

Xinyu Fang, Yu-Chi Wang, Wei-Hao Yu et al. · 0 citations

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