Author

Weidong Tang

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Preprint Aug 2026

FIRM: Fine-Grained Intra-Token Representation of Masks for Remote Sensing Reasoning Segmentation

FIRM, a Fine-grained Intra-token Representation of Masks, achieves leading results, including $70.5/80.5/80.5$ gIoU/cIoU on LaSeRS and a $3.0-point average gain on EarthReason.

Weidong Tang, Kai-Yu Li, Yi-Kai Wang et al. · 0 citations

Conference Open access 2026

MagicBench: Diagnosing Visual Agency Loss and Semantic Dependency in Multimodal LLMs

These findings suggest MLLMs function as language-guided passive observers advocating for perceptually-independent architectures that decouple sensory agency from linguistic dominance, and Causal interventions via spatial prompting and signal magnification provide evidence that internal reasoning remains functional, su...

Tang Da Huang, Weidong Tang, Wen Xu et al. · Annual Meeting of the Associ... · 0 citations