The paper outlines the Neurosymbolic Program Comprehension (NsPC) framework and provides preliminary evidence that SHAP-value patterns over AST-tagged token positions can be interpreted as symbolic rules for insecure code detection.
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Toward Neurosymbolic Program Comprehension
The paper outlines the Neurosymbolic Program Comprehension (NsPC) framework and provides preliminary evidence that SHAP-value patterns over AST-tagged token positions can be interpreted as symbolic rules for insecure code detection.