AINeutralarXiv – CS AI · 7h ago7/10
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A Theory of Training Profit-Optimal LLMs
Researchers develop an economic model combining scaling laws with microeconomic theory to determine profit-optimal LLM training strategies. The model reveals that optimal model size and training expenditure depend on hardware efficiency, data availability, and market adoption thresholds, with current industry trends appearing suboptimal in data-constrained scenarios.