Utility of visual intermediates for MLLMs is strongly task-conditioned, with gains concentrated in visual cue injection, grounding, and counterfactual state realization

we find that utility is strongly task-conditioned. Gains concentrate in visual cue injection, grounding, and counterfactual state realization

http://arxiv.org/abs/2608.26993v1