Neurosymbolic Processing in Contemporary Reasoning Models

Do LLMs performing chain-of-thought reasoning implement genuine neurosymbolic processing with symbol-like internal representations?

Neurosymbolic Score by Probe Dimension

Score vs Reasoning Depth

Overall Neurosymbolic Assessment

Detailed Results

ModelAvg ScoreAbove ThresholdDetected