Visual reasoning drops coordinate regression: a probe token samples evidence over visual tokens, hitting 78.0% on 4K with about 1.2% of the tokens
TiCO replaces coordinate regression in thinking-with-images with a probe token that samples evidence over visual tokens, reaching 78.0% overall accuracy on HR-Bench 4K while generating only 6.2 tokens per query.