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How to think about the OpenAI Q* rumors

Dec 08, 2023 - understandingai.org
The article discusses the recent developments in artificial intelligence (AI) research, focusing on OpenAI's new AI model, Q*. The model, which is speculated to be a combination of large language models with AlphaGo-style search, is aimed at improving the reasoning capabilities of AI. The author suggests that Q* could be a significant step towards achieving artificial general intelligence. However, the author also highlights two major challenges that need to be overcome: the need for a method for large language models to engage in "self-play" and the need for a general reasoning algorithm that can learn on the fly.

The article also discusses the work of other researchers, including those at Google's DeepMind, who have been exploring similar concepts. The author speculates that the future of AI research might involve combining OpenAI's generator and verifier networks with DeepMind's Tree of Thoughts concept, potentially leading to a language model with powerful reasoning capabilities similar to AlphaGo. However, the author concludes that achieving this will likely require more fundamental architectural innovation in AI models.

Key takeaways:

  • OpenAI's new model, Q*, is speculated to be a breakthrough in AI, capable of solving unseen math problems. However, details about the model are still vague and unconfirmed.
  • OpenAI and Google's DeepMind have been working on improving AI's ability to solve math problems by using step-by-step reasoning techniques, which could have broader applications in the future.
  • One of the challenges in developing a general reasoning algorithm is the ability for the AI to learn on the fly as it explores possible solutions, a capability that current neural networks lack.
  • OpenAI's hiring of Noam Brown, who has experience in AI self-play and reasoning in games, suggests that the company is working on combining large language models with AlphaGo-style search tree to improve the reasoning capabilities of AI.
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