LLMs achieve strong results on syntax parsing tasks but show limited and variable performance on dynamic reasoning, with a clear performance hierarchy across model scales.
Murphy, David Notkin, William G
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.SE 2verdicts
UNVERDICTED 2roles
background 1polarities
background 1representative citing papers
Hidden dependencies and component variants in SBOMs cause inconsistent vulnerability reporting and VEX handling across scanners.
citing papers explorer
-
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs
LLMs achieve strong results on syntax parsing tasks but show limited and variable performance on dynamic reasoning, with a clear performance hierarchy across model scales.
-
Hidden Dependencies and Component Variants in SBOM-Based Software Composition Analysis
Hidden dependencies and component variants in SBOMs cause inconsistent vulnerability reporting and VEX handling across scanners.