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

In three linesExplicit Logic Channel method runs parallel to MLLMs to validate and enhance multimodal models on zero-shot tasks. Combines LLM, VFM and probabilistic logical reasoning (factual, counterfactual, relational) with Consistency Rate metric for model selection without ground-truth labels. Evaluated on MC-VQA and HC-REC with 11 open-source MLLMs.

Summary generated by Claude — human-verified