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From Resource Flow to Executable Tests: Petri-Net-Guided LLM Test Generation for Concurrent Stateful Rust APIs
arXiv cs.AI · 发布于 · 阅读约3分钟
30秒读懂
- 发生了什么
- Researchers combined Petri nets with LLMs to generate executable tests for concurrent stateful Rust APIs, addressing limitations in both formal methods and AI-generated code.
- 为何重要
- Rust library maintainers and QA engineers testing concurrent APIs need better test coverage without manual scenario specification.
- 注意
- The paper is theoretical research; practical effectiveness on real-world APIs and integration effort remain undemonstrated beyond the research setting.
收听本摘要
- llm
- language model
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