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SV-GEN: Synergizing LLM-Empowered Variable Semantics and Graph Transformers for Vulnerability Detection.

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Title: SV-GEN: Synergizing LLM-Empowered Variable Semantics and Graph Transformers for Vulnerability Detection.
Authors: Liu, Zhaohui1 (AUTHOR), Yang, Haocheng1 (AUTHOR) 20232008210573@stu.usc.edu.cn, Xie, Wenjie1 (AUTHOR)
Source: Future Internet. May2026, Vol. 18 Issue 5, p236. 26p.
Database: Academic Search Ultimate
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  Data: SV-GEN: Synergizing LLM-Empowered Variable Semantics and Graph Transformers for Vulnerability Detection.
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  Data: <searchLink fieldCode="JN" term="%22Future+Internet%22">Future Internet</searchLink>. May2026, Vol. 18 Issue 5, p236. 26p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=194117190
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        Value: 10.3390/fi18050236
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        Text: English
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        StartPage: 236
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      – TitleFull: SV-GEN: Synergizing LLM-Empowered Variable Semantics and Graph Transformers for Vulnerability Detection.
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            NameFull: Yang, Haocheng
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              Text: May2026
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