The author concludes that, despite occasional instances of analytical brilliance, GPT-4 fails to demonstrate consistent reasoning abilities. The paper serves as a critique of the current evaluation methods for reasoning performance in AI and proposes a more comprehensive approach to assessing the reasoning capabilities of AI models like GPT-4.
Key takeaways:
- GPT-4, released in March 2023, marked a significant improvement over GPT-3.5, but there are doubts about its ability to reason.
- The paper criticizes the current formulation of reasoning problems in the NLP community and the way the reasoning performance of LLMs is evaluated.
- The author introduces a collection of 21 diverse reasoning problems and performs a detailed qualitative analysis of GPT-4's performance on these problems.
- Despite occasional flashes of analytical brilliance, the paper argues that GPT-4 is currently incapable of reasoning.