AI Progress Should Be Measured by Capability-Per-Resource, Not Scale Alone: A Framework for Gradient-Guided Resource Allocation in LLMs - McCoy, David; Wu, Yulun; Butzin-Dozier, Zachary (Advances in Neural Information Processing Systems, 2025)