Large Language Models Based JSON Parser Fuzzing for Bug Discovery and Behavioral Analysis
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arXiv
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| Autores principales: | , , |
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| Formato: | Preprint |
| Publicado: |
2024
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| Acceso en línea: | |
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| _version_ | 1866929568401588224 |
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| author | Zhong, Zhiyuan Cao, Zhezhen Zhang, Zhanwei |
| author_facet | Zhong, Zhiyuan Cao, Zhezhen Zhang, Zhanwei |
| contents | Fuzzing has been incredibly successful in uncovering bugs and vulnerabilities across diverse software systems. JSON parsers play a vital role in modern software development, and ensuring their reliability is of great importance. This research project focuses on leveraging Large Language Models (LLMs) to enhance JSON parser testing. The primary objectives are to generate test cases and mutants using LLMs for the discovery of potential bugs in open-source JSON parsers and the identification of behavioral diversities among them. We aim to uncover underlying bugs, plus discovering (and overcoming) behavioral diversities. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2410_21806 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Large Language Models Based JSON Parser Fuzzing for Bug Discovery and Behavioral Analysis Zhong, Zhiyuan Cao, Zhezhen Zhang, Zhanwei Software Engineering Fuzzing has been incredibly successful in uncovering bugs and vulnerabilities across diverse software systems. JSON parsers play a vital role in modern software development, and ensuring their reliability is of great importance. This research project focuses on leveraging Large Language Models (LLMs) to enhance JSON parser testing. The primary objectives are to generate test cases and mutants using LLMs for the discovery of potential bugs in open-source JSON parsers and the identification of behavioral diversities among them. We aim to uncover underlying bugs, plus discovering (and overcoming) behavioral diversities. |
| title | Large Language Models Based JSON Parser Fuzzing for Bug Discovery and Behavioral Analysis |
| topic | Software Engineering |
| url | https://arxiv.org/abs/2410.21806 |