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OpenAI has recently introduced a new technology called Prover-Verifier Games (PVG), aimed at addressing the "black box" issue with AI model outputs.Imagine having a super-intelligent assistant, but its thought process is like a black box, and you have no idea how it reaches its conclusions. Does this sound a bit unsettling? Exactly, this is a problem faced by many large language models (LLMs). They are powerful, yet the accuracy of their generated content is hard to verify.Paper URL: https://cdn

A recent study suggests that through special training, language models can partially achieve more efficient multi-step reasoning capabilities. This ability is similar to the "System 2 reasoning" described by psychologist Daniel Kahneman, which is a slow and conscious way of processing information. Researchers at Meta have developed a new method that "refines" the computationally intensive multi-step reasoning process into parameters of a language model. The results show that in some cases, model