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Cohere Labs, University of Amsterdam, Zeta Alpha Vector
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This work builds a minimal multi-agent harness from the ground up and traces this frontier by varying, one at a time, the workflow stage at which a lead delegates to its workers (planning, implementation, or verification), the models that form the team, and the number of workers.
CIRCLE operationalizes the Validation phase of TEVV by translating priorities of stakeholders outside the stack into measurable signals, and produces systematic knowledge that can enable governance based on materialized downstream effects rather than theoretical capabilities.
It is shown the path to generalizing L2 reasoning to held-out languages goes through broader language coverage, readily available multilingual non-reasoning data, and a sufficient English reasoning backbone, indicating that reasoning is a language-agnostic behavior that can be transferred across typologically diverse l...
The IOL-AI Challenge is presented, an open-science competition run on the unseen problems of the International Linguistics Olympiad 2026 Individual Contest, evaluated both automatically and, for the first time, by members of the official IOL Jury under the same rubrics applied to human contestants.
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