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AI Progress Should Be Measured by Capability-Per-Resource, Not Scale Alone: A Framework for Gradient-Guided Resource Allocation in LLMs

David McCoy, Yulun Wu, Zachary Butzin-Dozier

NeurIPS 2025posterarXiv:2511.01077