Author

Zi-Rui Wang

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#artificial intelligence Preprint Oct 2026

Edit, Don't Imitate: Minimal-Edit On-Policy Distillation for Multimodal Reasoning

This work proposes minimal-edit corrective on-policy distillation, a method that preserves on-policy supervision while avoiding full-response imitation, and improves perception-oriented performance, particularly low-level geometric perception, and transfers to external mathematics and perception benchmarks.

Wen Ye, Ai-Lin Deng, Zi-Rui Wang et al. · 0 citations

Preprint Oct 2026

What Language Adds, and at What Cost: Four Controlled Probes of Pathology Vision-Language Models

Vision--language models (VLMs) promise to make computational pathology queryable and able to draft reports, but how much language adds beyond the vision backbone is unclear, because almost every system is evaluated by its developers on test sets of their own choosing. We grade published evidence by how it was produced...

Wen-Hao Zhang, Zhong-Liang Zhou, Yi Ping et al. · 0 citations