Nancy Chen

Institute for Infocomm Research (I2R), Agency for Science, Technology and Research (A*STAR), Singapore

Papers on Lattice

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Research focus

Eval Frameworks & Benchmarks (1)Multimodal Models (1)Reasoning & Chain-of-Thought (1)

Frequent co-authors

M. C. Leong (1)Yingjian Gu (1)Huibin Tan (1)Hui Li Tan (1)Liyuan Li (1)Nancy F. Chen (1)

Papers (1)

Mar 12, 2026

Explicit Logic Channel for Validation and Enhancement of MLLMs on Zero-Shot Tasks

Mimicking human reasoning with an "Explicit Logic Channel" can validate, select, and even improve black-box MLLMs on visual-language tasks, even without ground truth.

M. C. Leong, Yingjian Gu, Huibin Tan +4

Eval Frameworks & Benchmarks Multimodal Models Reasoning & Chain-of-Thought

Nancy Chen

Research focus

Frequent co-authors

Papers (1)

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Nancy Chen

Research focus

Frequent co-authors

Papers (1)