Author

He He

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Review Oct 2026

3DCodeEdit: Benchmarking Instruction-Guided 3D Program Editing

Language models increasingly create 3D content through code, with practical workflows often relying on editing existing programs rather than regenerating them, for speed and precise control. Such edits require understanding what a program builds and foreseeing how a change reshapes it, yet prior benchmarks mostly evalu...

Bin-Jie Wang, Xin-Ran Zhao, Shoubin Yu et al. · 0 citations

Preprint Oct 2026

A failure of Imagination: VLMs fail to use visual representations for text, but self-distillation can help

Vision-language (VL) models are typically built by fine-tuning a language model to attend to visual features in service of a Visual Question-Answering objective. We ask whether this alignment changes how language models represent text---especially on tasks where visualization would help, like geometry questions posed i...

Shashwat Singh, He He, Tal Linzen · 0 citations