When Correct Edges Cannot Be Verified: A Provenance Gap in Incomplete KGQA and a Provenance-Favoring Completion Policy 文章

ArXiv CS.CL2026-06-16NEWSen作者: Yongqi Kang, Yu Fu, Yong Zhao

详细信息

来源站点
ArXiv CS.CL
作者
Yongqi Kang, Yu Fu, Yong Zhao
文章类型
NEWS
语言
en
发布日期
2026-06-16

摘要

arXiv:2606.15833v1 Announce Type: new Abstract: Incomplete Knowledge Graph Question Answering (IKGQA) requires completing missing edges to continue reasoning. A growing line of work verifies completed edges against retrieved text, treating textual support as a proxy for edge quality. We ask a question that, to our knowledge, has not been systematically tested: does textual verifiability actually track correctness? Exploiting the gold deleted triples provided by the standard random-deletion protocol, we measure both. The finding is counterintuitive: among gold-correct completed edges, 76-96% have no supporting passage even under exhaustive retrieval, robustly across deletion rates (20%/40%), datasets (CWQ/WebQSP), and relation types (structural, commonsense, long-tail). Most Freebase-style facts simply do not occur as head-tail co-mentions in text. Textual faithfulness therefore measures provenance, not correctness -- separated by a paradigm-level gap no in-corpus retrieval closes.

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