2 papers
cs.AI2026
Explicit Logic Channel for Validation and Enhancement of MLLMs on Zero-Shot Tasks
Mei Chee Leong, Ying Gu, Hui Li Tan +2
Frontier Multimodal Large Language Models (MLLMs) exhibit remarkable capabilities in Visual-Language Comprehension (VLC) tasks. However, they are often deployed as zero-shot soluti…
cs.AI2026
Towards Annotation-Free Validation of MLLMs: A Vision-Language Logical Consistency Metric
Ying Gu, Mei Chee Leong, Hui Li Tan +3
Dominant accuracy evaluation might reward unwarranted guessing of Large Language Models, and it might not be applicable to novel tasks for model validation without ground-truth (gt…