Beyond Correlation: Giving LLMs a Symbolic Crutch with Graph-Based Logic

Large Language Models (LLMs) have achieved remarkable feats, generating human-quality text and even demonstrating some semblance of understanding. However, beneath the surface lies a fundamental limitation: they excel at correlation, not causation or...