LLMs Replicate, They Do Not Reason
The core insight from the paper “GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models” (link) is that large language models (LLMs) replicate patterns from training data rather than exhibiting true reasoning abilities. The…