AIBullisharXiv – CS AI · 18h ago7/10
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Prescriptive Scaling Reveals the Evolution of Language Model Capabilities
Researchers develop a methodology for predicting large language model performance based on compute budgets using prescriptive scaling laws, validated across 7,000 model checkpoints from 2022-2026. The work introduces Proteus-2k, a performance evaluation dataset, and demonstrates that capability boundaries can be reliably estimated with 80% fewer evaluations while maintaining accuracy.