As Large Language Models (LLMs) are increasingly integrated into software development workflows, their trustworthiness has become a critical concern. However, in dependency recommendation scenarios, the reliability of LLMs is undermined by widespread package hallucinations, where models often recommend hallucinated pac...
Xi-Ting Liu, Yue-Tong Liu, Yi-Tong Zhang et al.· Proceedings of the ACM on So...· 2 citations
As Large Language Models (LLMs) are increasingly integrated into software development workflows, their trustworthiness has become a critical concern. However, in dependency recommendation scenarios, the reliability of LLMs is undermined by widespread package hallucinations, where models often recommend hallucinated pac...
Xi-Ting Liu, Yue-Tong Liu, Yi-Tong Zhang et al.· 0 citations
DiffuTester employs a novel structural pattern based decoding approach, which dynamically identifies structural patterns across unit tests through their abstract syntax trees and additionally decodes the corresponding tokens, thereby achieving acceleration without compromising the quality of the output.
Le Yang, Yue-Tong Liu, Yi-Tong Zhang et al.· 3 citations
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