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OpenAI’s New AI Models Deliver Advanced Reasoning but Struggle with Accuracy

The recently released o3 and o4-mini models excel in coding and math but exhibit higher hallucination rates, prompting investigations into the regression.

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Overview

  • OpenAI's o3 and o4-mini models outperform predecessors in tasks like coding, math, and multimodal reasoning, setting new benchmarks for advanced AI capabilities.
  • Internal and third-party tests reveal concerning hallucination rates, with o3 fabricating information in 33% of cases and o4-mini in 48%, more than doubling previous models' rates.
  • The regression in accuracy reverses years of progress, and OpenAI acknowledges that further research is needed to understand the causes behind the increased hallucinations.
  • Experts suggest reinforcement learning techniques and limited world knowledge in smaller models may contribute to the elevated fabrication rates.
  • OpenAI is exploring real-time web search integration as a potential solution to ground responses in verifiable facts and reduce hallucinations.