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Author

Jun-Tong Wang

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Preprint Sep 2026

Evaluating the Evaluators: Diagnosing Large Multimodal Models for AI-Generated Image Assessment

With the rapid advancement of text-to-image (T2I) generation, robust evaluation becomes critical yet challenging, as traditional metrics fail to capture fine-grained alignment and generative artifacts. While large multimodal models (LMMs) are increasingly adopted as evaluators, existing benchmarks typically study seman...

Yu Zhao, Jia-Rui Wang, Hui-Yu Duan et al. · 0 citations
Preprint Aug 2026

Rewriting or Reweighting? A Geometric Account in Language Models

Behavior manifold analysis is introduced, which isolates behavior-specific geometry by selecting sparse behavior-associated coordinates and lifting them into low-dimensional local charts, and provides a unified framework for understanding the mechanistic distinction between the two objectives.

Jun-Tong Wang, Shengkun Yang, Xiyuan Wang et al. · 0 citations

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