Physical World & Real-World ImpactShanghai Huahong Grace Semiconductor (上海華虹宏力), East China University of Science and Technology

Hua Hong Grace and ECUST present WaferSAGE

Presented WaferSAGE — wafer defect VQA with a 4B-parameter VLM. On the authors' LLM-judge measurement, the 4B model scored 6.493, recovering about 90% of Gemini-3-Flash's 7.149 and far exceeding the 106B GLM-4.6V (4.750). However, GSPO reinforcement learning contributed only +0.009 over SFT

Why it matters

The authors include an actual semiconductor manufacturer, and the design explicitly assumes on-premises use with no data leaving the site. It means defect report automation is possible with 1–2 in-house GPUs. There is, however, no case of mass-production deployment

Source — Primary sources first; secondary reports are labelled “Press”

Paperarxiv.orghttps://arxiv.org/html/2604.27629

Added in Week 35, 2026 · See that week

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