As LLMs become increasingly capable of implementing software, a critical bottleneck emerges: whether they truly understand what users want. Users often begin with vague intent, leaving important requirements to be clarified through interaction. In repository-level development, misunderstandings can propagate and cause...
Ming-Yu Chen, Zhiqing Zhong, Man-Yi Wang et al.· 0 citations
PAIChecker, a multi-agent system for checking PR-Issue misalignment in SWE-bench-like benchmarks, adopts a three-phase design that combines specific pattern identification, cross-agent label synthesis, and code-level validation, thereby enabling more accurate, generalizable, and progressively verified detection.