ALPHAONE: A Universal Test-Time Framework for Modulating Reasoning in AI Models

Large reasoning models, often powered by large language models, are increasingly used to solve high-level problems in mathematics, scientific analysis, and code generation. The central idea is to simulate two types of cognition: rapid responses for simpler reasoning and deliberate,…