Takamasa Sanda

FORUM: Frozen Outputs Reconciled Using Model Agreement for Visual Grounding

Frozen multimodal large language models (MLLMs) now solve standard referring expression comprehension with a single prompted call, yet on adversarial benchmarks with same-category distractors and negation, even the largest models are confidently wrong, and resampling repeats the error. Models built from different data...