Math Takes Two is a new benchmark that tests whether two agents can emergently invent numerical communication to solve visually grounded extrapolation problems without prior mathematical knowledge.
12 Prepared for HCAIR Workshop (ICLR) 2026 – Output Heads: L position-specific heads [Dropout→Linear ] generate logits for vocabulary K= 8
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Math Takes Two: A test for emergent mathematical reasoning in communication
Math Takes Two is a new benchmark that tests whether two agents can emergently invent numerical communication to solve visually grounded extrapolation problems without prior mathematical knowledge.