This work defines the task as post-instantiation layout adaptation as post-instantiation layout adaptation and proposes a source-conditioned benchmark, which shows that source-conditioned evaluation is valuable for layout generation.
A typography-focused benchmark of 12 tasks grounded in a layered-composition corpus of 989 real-world design templates and 2,568 text elements is introduced to quantify how well future design partners can perceive, reproduce, and manipulate the ty-pographic layer designers care about most.
Jaejung Seol, Elad Hirsch, Hao-Nan Zhu et al.· 0 citations
Multimodal foundation models edit natural photographs at production quality, yet the same models struggle with structured visual content such as infographics. Unlike photographs, infographics encode information through logical relations; editing one element often requires surrounding elements to be adapted. We refer to...
Cheng Yang, Chu-Fan Shi, Hui-Juan Wang et al.· 0 citations
Material replacement is a common interior-design operation: changing the material of a selected surface while preserving its geometry, surroundings, and illumination. Despite its commercial relevance, no public benchmark isolates this task, and evaluating it is challenging. Reference-based metrics penalize valid output...
Ming-Zhe Du, T. Nguyen, Nguyen Tran Cong Duy et al.· 0 citations
Results show that execution alone is insufficient to characterize realistic CAD modeling and that frontier models and agents differ substantially across executability, IoUs, and visual-semantic identity.
Guan-Ling Li, Zhi-Chao Huang, Hui-Mu Yu et al.· 0 citations
It is found that weaker agents often fail before producing a valid artifact, whereas stronger agents increasingly fail on structural, geometric, and construction-process requirements, and CADWorld exposes a gap between general GUI competence and reliable execution of persistent, verifiable engineering workflows.
Zi-Han Dong, Yuan-Zhe Liu, Zhi-Yuan Ma et al.· 1 citation
