CoT monitoring
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AI教父联名OpenAI、DeepMind、Anthropic:警惕CoT
3 6 Ke· 2025-07-16 12:34
Group 1 - Meta has recruited Jason Wei, a prominent researcher known for his work on Chain of Thought (CoT) papers, to join their superintelligence team, potentially impacting OpenAI significantly [1] - OpenAI, Google DeepMind, and Anthropic have jointly published a position paper advocating for deeper research into monitoring AI reasoning models' thinking processes, specifically CoT [1][2] - The position paper includes notable figures such as Yoshua Bengio, emphasizing the importance of understanding AI systems' reasoning for safety [1] Group 2 - The authors of the position paper argue that monitoring CoT can provide unique opportunities for AI safety by allowing the detection of harmful intentions through the reasoning process [5] - CoT monitoring is seen as a method to intercept harmful behaviors by analyzing the reasoning steps of AI models, thus enhancing understanding of their decision-making processes [7] - The paper outlines the necessity and tendency of models to externalize reasoning in natural language, which can be monitored for safety [8][9] Group 3 - The authors highlight potential factors that could reduce the monitorability of CoT, including the evolution of training paradigms and the reliance on reinforcement learning [10] - They propose several research directions to better understand CoT monitorability, including evaluating its effectiveness and identifying training pressures that may affect it [11][12][13][14] - The paper suggests that future AI models may actively evade CoT monitoring, necessitating the development of more robust monitoring systems [16] Group 4 - The authors provide specific recommendations for AI developers to protect and utilize CoT monitorability, including standardized evaluation methods and transparency in reporting [17][18] - They emphasize the need for multi-layered monitoring systems, with CoT monitoring serving as a valuable perspective for observing AI decision-making processes [18]