WebTestPilot symbolizes GUI elements to infer contextual oracles for end-to-end web testing from natural language specs, reporting 99% task completion and 96% precision/recall on a new bug-injected benchmark.
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cs.SE 2years
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UNVERDICTED 2representative citing papers
PersonaTester uses LLMs guided by three-dimensional personas to replicate crowdworker testing patterns, yielding higher behavioral consistency, variability, and more bug detections than baseline LLM agents.
citing papers explorer
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WebTestPilot: Agentic End-to-End Web Testing against Natural Language Specification by Inferring Oracles with Symbolized GUI Elements
WebTestPilot symbolizes GUI elements to infer contextual oracles for end-to-end web testing from natural language specs, reporting 99% task completion and 96% precision/recall on a new bug-injected benchmark.
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Towards Automated Crowdsourced Testing via Personified-LLM
PersonaTester uses LLMs guided by three-dimensional personas to replicate crowdworker testing patterns, yielding higher behavioral consistency, variability, and more bug detections than baseline LLM agents.