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Ziwei Dong

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#human-computer interacti... Preprint Sep 2026

Moral Missions: Surfacing Moral Decision-Making Strategies for Responsible Data Science Practice

A semi-structured interview study with 15 responsible data scientists and AI practitioners is presented to understand the moral decision-making procedures they use to articulate and actualize their moral missions and to call for subversive data science communities and identifying sociotechnical design implications to b...

Teanna Barrett, B. Biira, Jainaba Jawara et al. · 0 citations
Preprint Aug 2026

OmniRouting: A Semantic-Coupled Multimodal Benchmark for Constraint-Aware Spatial Reasoning in PCB Routing

OmniRouting is the first large-scale benchmark designed to evaluate LLMs on printed-circuit-board (PCB) routing reasoning under real-world industrial design-rule, manufacturability, and connectivity constraints, and reveals substantial limitations of current LMMs in PCB routing.

Tai-Ting Lu, Kai-Yuan Lin, Zi-Wei Dong et al. · 0 citations
Preprint Aug 2026

OmniCAD: A Large-Scale Benchmark for 3D Spatial Reasoning in Robotics Assemblies

OmniCAD is introduced, a large-scale benchmark for assembly-aware 3D spatial reasoning across diverse industrial systems, including robotic mechanisms, automotive components, aerospace structures, and agricultural machinery, and tool-augmented agentic reasoning.

Mingjia Wang, Tai-Ting Lu, Zi-Wei Dong et al. · 1 citation
Preprint Aug 2026

OmniMech: All-in-one Multimodal Mechanical Benchmark for 3D Reconstruction

OmniMech is introduced, the first million-scale benchmark for evaluating VLMs on executable CAD generation from industrial manufacturing data, and experiments show that current VLMs and CAD-specialized models still struggle with executable program synthesis, fine-grained 3D reconstruction, and reliable enforcement of d...

Tai-Ting Lu, Run-Ze Liu, Zi-Wei Dong et al. · 0 citations

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