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.
On the use of chatgpt for code review: Do devel- opers like reviews by chatgpt?
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.SE 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
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.