RESTestBench shows that LLM-generated REST API test effectiveness drops when interacting with faulty or mutated code, especially for vague requirements, indicating that high-detail requirements make direct SUT interaction unnecessary.
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Speculative design societies prompted 12 OSS practitioners to reflect critically on why designers are underrepresented and to suggest actions for more inclusive open source environments.
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RESTestBench: A Benchmark for Evaluating the Effectiveness of LLM-Generated REST API Test Cases from NL Requirements
RESTestBench shows that LLM-generated REST API test effectiveness drops when interacting with faulty or mutated code, especially for vague requirements, indicating that high-detail requirements make direct SUT interaction unnecessary.
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What If We Work Together? Fostering Reflections on Designer Inclusion in Open Source Software Through Speculative Design
Speculative design societies prompted 12 OSS practitioners to reflect critically on why designers are underrepresented and to suggest actions for more inclusive open source environments.