Announcement_paper_ttc

We have a new preprint! In this paper we introduce test-time compute games, a game-theoretic framework for analyzing how LLM providers choose the amount of test-time compute deployed by their models. Building on this framework, we show that current LLM-as-a-service markets are socially inefficient, and we propose a forward-looking auction mechanism that is provably socially optimal.