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'Reasoning' AI models have become a trend, for better or worse | TechCrunch

Dec 14, 2024 - techcrunch.com
The release of OpenAI's reasoning model, o1, has sparked a surge in similar models from competing AI labs, such as DeepSeek's DeepSeek-R1 and Alibaba's Qwen team. This trend is driven by the need for novel approaches in generative AI as traditional scaling techniques lose effectiveness. While reasoning models promise to solve more complex problems, they are expensive and resource-intensive, with OpenAI's o1 costing significantly more than non-reasoning models. Despite their potential, reasoning models face skepticism regarding their actual reasoning capabilities and limitations in general domains.

The AI market's growth and competitive pressures are pushing companies to invest in reasoning models, but concerns about transparency and financial incentives remain. Experts like Ameet Talwalkar and Guy Van Den Broeck caution against overhyping these models without concrete results. While reasoning models are expected to improve, the lack of transparency from major labs could hinder broader research engagement. The future of reasoning AI may be shaped by large industrial labs, with academia contributing but potentially overshadowed by commercial interests.

Key takeaways:

  • The release of OpenAI's reasoning model, o1, has sparked a surge in the development of reasoning models by other AI labs, driven by the need for novel approaches in generative AI.
  • Reasoning models are expensive and resource-intensive, with OpenAI's o1 model costing significantly more than its non-reasoning counterparts due to its self-checking capabilities.
  • There is skepticism about the true capabilities of reasoning models, as they may not perform actual reasoning and can underperform in general domains.
  • Despite the challenges and costs, there is strong market interest and investment in reasoning models, though concerns exist about the lack of transparency and potential gatekeeping by large AI labs.
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