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2024-03-12 08:41:32

This https://arxiv.org/abs/2305.00418 has been replaced.
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Using Large Language Models to Generate JUnit Tests: An Empirical Study
A code generation model generates code by taking a prompt from a code comment, existing code, or a combination of both. Although code generation models (e.g., GitHub Copilot) are increasingly being adopted in practice, it is unclear whether they can successfully be used for unit test generation without fine-tuning for a strongly typed language like Java. To fill this gap, we investigated how well three models (Codex, GPT-3.5-Turbo, and StarCoder) can generate unit tests. We used two benchmarks …