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Author

Shuchang Xu

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#artificial intelligence Review Oct 2026

QuAD: Quantitative Assessment via Distribution-Alignment for Qualitative Data Quality Enabled by a Content-Aware Multi-Agent System

QuAD, a framework for quantitative pre-analysis assessment of qualitative response datasets, is introduced and a content-aware multi-agent system with two-stage instruction generation and adaptive anchors to improve scoring consistency is proposed.

Wen-Shuo Zhang, Leixian Shen, Qi-Qi Zhou et al. · 0 citations
Preprint Aug 2026

RegulAR: Graph-Grounded Error Recognition and Assistance for Procedural Tasks in AR

RegulAR models task instructions as a hierarchical dependency graph and combines this structure with a Multimodal Large Language Model (MLLM) to interpret egocentric observations during execution and enables RegulAR to track progress, identify deviations by error type, estimate their impact on later steps, and deliver...

Yi-Lin Ye, Jindu Wang, Hiu-Tung Wong et al. · 1 citation

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