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cs.SE2026
WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems
Zhenyu Wan, Gong Chen, Qing Huang +1
Scenario testing is an important technique for detecting errors in web systems. Testers draft test scenarios and convert them into test scripts for execution. Early methods relied…
cs.SE2023
Let's Chat to Find the APIs: Connecting Human, LLM and Knowledge Graph through AI Chain
Qing Huang, Zhenyu Wan, Zhenchang Xing +4
API recommendation methods have evolved from literal and semantic keyword matching to query expansion and query clarification. The latest query clarification method is knowledge gr…