Introduces the first benchmark for Java reproduction test generation from repository issues and adapts a prior Python tool to produce high performance on it.
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Adding interprocedural context from callers or callees enables LLMs to detect vulnerabilities more effectively, with Gemini 3 Flash achieving F1 scores of at least 0.978 for C at low cost and Claude Haiku 4.5 excelling at explanations.
TestPrune minimizes regression test suites to improve bug reproduction and patch validation in LLM-based agentic repair pipelines, delivering 6-13% relative gains on SWE-Bench benchmarks at low API cost.
citing papers explorer
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Reproduction Test Generation for Java SWE Issues
Introduces the first benchmark for Java reproduction test generation from repository issues and adapts a prior Python tool to produce high performance on it.
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Vulnerability Detection with Interprocedural Context in Multiple Languages: Assessing Effectiveness and Cost of Modern LLMs
Adding interprocedural context from callers or callees enables LLMs to detect vulnerabilities more effectively, with Gemini 3 Flash achieving F1 scores of at least 0.978 for C at low cost and Claude Haiku 4.5 excelling at explanations.
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Can Old Tests Do New Tricks for Resolving SWE Issues?
TestPrune minimizes regression test suites to improve bug reproduction and patch validation in LLM-based agentic repair pipelines, delivering 6-13% relative gains on SWE-Bench benchmarks at low API cost.