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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Yun-Fan Tan

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Preprint Oct 2026

TestPrism: Rethinking Test Evaluation Beyond a Single Reference

Large language model (LLM) coding agents have advanced test generation across diverse programming tasks. However, the common practice of evaluating tests against a single reference solution overlooks alternative valid implementations and can overstate test quality. We introduce TestPrism, comprising 300 test tasks from...

Han Li, Ling Hu, Jia-Cheng Huang et al. · 0 citations

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