Unlocking Cognitive Capabilities and Analyzing the Perception-Logic Trade-off

Longyin Zhang, Shuo Sun, Yingxu He +15

Recent advancements in Multimodal Large Language Models (MLLMs) pursue omni-perception capabilities, yet integrating robust sensory grounding with complex reasoning remains a chall…