BOUND refines LLMs' package-validity boundary via targeted editing to cut package hallucination rates by 79.9% on edit prompts and 65.4% on unseen prompts in recommendation tasks while generalizing to code generation.
Sok: Taxonomy of attacks on open-source software supply chains,
2 Pith papers cite this work. Polarity classification is still indexing.
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A cross-level risk formula combining method-level code metrics with ecosystem fan-in identifies 'hidden amplifier' micro-dependencies invisible to current SCA tools.
citing papers explorer
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Mitigating Package Hallucinations in Large Language Models via Model Editing
BOUND refines LLMs' package-validity boundary via targeted editing to cut package hallucination rates by 79.9% on edit prompts and 65.4% on unseen prompts in recommendation tasks while generalizing to code generation.
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Hidden Amplifiers: Cross-Level Risk in Software Supply Chains
A cross-level risk formula combining method-level code metrics with ecosystem fan-in identifies 'hidden amplifier' micro-dependencies invisible to current SCA tools.