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The Prototype: Chatbots Struggle With Analogies

Apr 04, 2025 - forbes.com
The article from The Prototype covers several advancements and challenges in science and technology. It highlights the limitations of large language models like GPT-3 and GPT-4 in analogical reasoning compared to humans, as noted in a recent paper. The article also discusses Subsense, a startup developing nanoparticles to connect brains to computers, offering a non-invasive alternative to brain-computer interfaces. Additionally, it mentions a new approach to vaccinating against food poisoning using a combination of vaccines and probiotics, as researched by ETH Zurich.

Other topics include SpaceX's Fram2 mission, the first private polar spaceflight, and Aetherflux's $50 million funding round for satellite-based solar power. The article also touches on various science and tech tidbits, such as SpaceX's valuation, a new machine learning model for predicting pandemics, and a blood test for Alzheimer's disease. It concludes with a pro tip on maintaining lithium-ion battery health and a book recommendation, "The Rise and Fall of the Galactic Empire," which explores themes of democracy and authoritarianism in the context of Star Wars.

Key takeaways:

  • Large language models like GPT-3 and GPT-4 struggle with analogical reasoning compared to humans, as shown in recent research.
  • Subsense is developing nanoparticles to connect brains to computers, offering a non-invasive alternative to brain-computer interfaces.
  • ETH Zurich researchers have developed a vaccine and probiotic combination to combat salmonella, showing promising results in mice.
  • SpaceX's Fram2 mission is the first private polar spaceflight, conducting 22 scientific experiments while orbiting over both poles.
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