Data Machina #244

Substack · 2 years ago · 40

Anthropic released Claude 3, a new model family that performs well on language tasks and passes the Needle In A Haystack evaluation, but researchers debate whether it demonstrates genuine reasoning capabilities or merely probabilistic pattern completion. Recent research shows new reasoning techniques like Self-Discover and Chain-of-Abstraction outperform previous methods, while other studies suggest LLMs fail to explore beyond supervised fine-tuned solutions and that benchmark overfitting has become a significant problem in AI evaluation. The broader consensus among researchers is that claims of AI reasoning matching human cognition remain unsubstantiated, and comparing AI and human intelligence using the same metrics is currently not meaningful.