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Look, Reason, Draw a Region: Recursive Refinement for Spatial Context Prediction

Wajeeha Tahir, Anna Tegon, Lionnus Kesting, Gamze İslamoğlu, Kristóf Karacs, Luca Benini, Thorir Mar Ingolfsson

Repeatedly updates hidden reasoning and answer states from image features and a spatial-language prompt using a shared transformer. Decodes the refined answer state into a convex region mask and compares it with a single-step model.

First public: · Added to this list: October 22, 2026

Cite this paper

ArXiv preprint

arXiv:2610.23302 · Initial submission: 2026-10-16

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Recurrent reasoning — Repeat parts of the model or keep intermediate information in memory while working through a problem. Some methods also learn how many passes to run.