The last mile toward enterprise AGI is a company that runs itself. Training and adapting such agents require longitudinal enterprise data, which remain scarce, costly to acquire, and often restricted by privacy constraints. Historical archives are also frequently incomplete and record only what actually happened. They...
Jing-Ying Zeng, Zhen-Wei Dai, Jin-Ning Li et al.· 0 citations
The last mile toward enterprise AGI is a company that runs itself. Training and adapting such agents require longitudinal enterprise data, which remain scarce, costly to acquire, and often restricted by privacy constraints. Historical archives are also frequently incomplete and record only what actually happened. They...
Jing-Ying Zeng, Zhen-Wei Dai, Jin-Ning Li et al.· 0 citations
Taste-Bench is built, a benchmark of taste questions constructed automatically from trajectories that agents produced in engineering and research tasks, and it is shown that taste can be trained.
Wen-Bo Pan, Zhi-Chao Liu, Shu-Jie Liu et al.· 1 citation
OmniFysics-Nano-V2, a compact omni-modal model for physical-world perception and understanding, is presented and experiments show that the proposed data and training strategy improves physical-world understanding while preserving broad omni-modal competence.
Yi-Zhou Liu, Jing-Hang Han, Kai Qiu et al.· 0 citations
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
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
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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