In their 2024 Impact Radar, they stated that knowledge graphs—a symbolic AI technology of the past—are the critical enabler for generative AI. Moving From Generation To Logical Reasoning ...

Bradley H. Dowden Logical Reasoning Belmont CA: Wadsworth Publishing Co. 1993 Pp. xiii + 404 + appendices 89 (paper: ISBN 0-534-17688-7) Adopting the scoring values – one to four stars [" ★ "] – used ...

it's thinking? Apple study exposes deep cracks in LLMs’ “reasoning” capabilities Irrelevant red herrings lead to "catastrophic" failure of logical inference.

TL;DR Key Takeaways : Large language models (LLMs) struggle with reasoning and adaptability, showing significant accuracy drops when tested on modified problem sets, challenging their reliability ...

We found no evidence of formal reasoning in language models. Their behavior is better explained by sophisticated pattern matching—so fragile, in fact, that changing names can alter results by ~10%.

In "GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models"—currently available as a preprint paper —the six Apple researchers start with GSM8K's ...