Do AI Models Learn Better Without Us?

Do AI Models Learn Better Without Us?
👋 Hi, I am Mark. I am a strategic futurist and innovation keynote speaker. I advise governments and enterprises on emerging technologies such as AI or the metaverse. My subscribers receive a free weekly newsletter on cutting-edge technology.

Sometimes, the best way to help an AI learn is to stop helping. Turns out, too much supervision can stifle innovation. Yes, even for machines.

A study from Hong Kong University and UC Berkeley found that AI models generalize more effectively when left to learn on their own, challenging the long-held belief that hand-crafted training examples are essential.

Supervised Fine-Tuning (SFT), the current gold standard, often leads to memorization rather than true understanding, limiting a model’s ability to adapt to unfamiliar data. In contrast, reinforcement learning (RL) encourages models to create solutions independently, resulting in better performance on unseen examples.

However, combining both methods appears crucial. SFT stabilizes the process, while RL enhances the ability to generalize:

  • Reinforcement learning outperforms SFT for novel tasks.
  • SFT provides structure, ensuring output consistency.
  • RL-heavy models show untapped potential, especially for complex reasoning.

In a world driven by evolving data, adaptability is key. How will your organization strike the balance between structure and self-directed learning in its AI strategy?

Read the full article on VentureBeat.

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Dr Mark van Rijmenam

Dr Mark van Rijmenam

Dr. Mark van Rijmenam, widely known as The Digital Speaker, isn’t just a #1-ranked global futurist; he’s an Architect of Tomorrow who fuses visionary ideas with real-world ROI. As a global keynote speaker, Global Speaking Fellow, recognized Global Guru Futurist, and 5-time author, he ignites Fortune 500 leaders and governments worldwide to harness emerging tech for tangible growth.

Recognized by Salesforce as one of 16 must-know AI influencers , Dr. Mark brings a balanced, optimistic-dystopian edge to his insights—pushing boundaries without losing sight of ethical innovation. From pioneering the use of a digital twin to spearheading his next-gen media platform Futurwise, he doesn’t just talk about AI and the future—he lives it, inspiring audiences to take bold action. You can reach his digital twin via WhatsApp at: +1 (830) 463-6967.

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