A two-part 'audit then review then code' prompt stops code LLMs from copying harmful words into identifiers, while a new 12-level score measures the correctness-safety trade-off.
Title resolution pending
2 Pith papers cite this work, alongside 1 external citations. Polarity classification is still indexing.
2
Pith papers citing it
1
external citations · OpenAlex
fields
cs.SE 2years
2026 2representative citing papers
citing papers explorer
-
Think Before You Code: Dual Reasoning for the NLSafety-Utility Trade-Off in LLM Code Generation
A two-part 'audit then review then code' prompt stops code LLMs from copying harmful words into identifiers, while a new 12-level score measures the correctness-safety trade-off.
- What Breaks When LLMs Code? Characterizing Operational Safety Failures of Agentic Code Assistants