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arXiv 提交日期: 2026-02-24
📄 Abstract - The Initial Exploration Problem in Knowledge Graph Exploration

Knowledge Graphs (KGs) enable the integration and representation of complex information across domains, but their semantic richness and structural complexity create substantial barriers for lay users without expertise in semantic web technologies. When encountering an unfamiliar KG, such users face a distinct orientation challenge: they do not know what questions are possible, how the knowledge is structured, or how to begin exploration. This paper identifies and theorises this phenomenon as the Initial Exploration Problem (IEP). Drawing on theories from information behaviour and human-computer interaction, including ASK, exploratory search, information foraging, and cognitive load theory, we develop a conceptual framing of the IEP characterised by three interdependent barriers: scope uncertainty, ontology opacity, and query incapacity. We argue that these barriers converge at the moment of first contact, distinguishing the IEP from related concepts that presuppose an existing starting point or information goal. Analysing KG exploration interfaces at the level of interaction primitives, we suggest that many systems rely on epistemic assumptions that do not hold at first contact. This reveals a structural gap in the design space: the absence of interaction primitives for scope revelation, mechanisms that communicate what a KG contains without requiring users to formulate queries or interpret ontological structures. In articulating the IEP, this paper provides a theoretical lens for evaluating KG interfaces and for designing entry-point scaffolding that supports initial exploration.

顶级标签: systems theory natural language processing
详细标签: knowledge graphs human-computer interaction exploratory search information foraging interface design 或 搜索:

知识图谱探索中的初始探索问题 / The Initial Exploration Problem in Knowledge Graph Exploration


1️⃣ 一句话总结

这篇论文提出了‘初始探索问题’这一理论概念,指出普通用户在初次接触复杂知识图谱时,因不了解其内容范围、结构且不会查询而难以入手,并呼吁设计能直接揭示图谱内容的交互工具来帮助用户起步。

源自 arXiv: 2602.21066