cs.AI updates on arXiv.org 10月24日 12:18
FLORA:模糊逻辑知识图谱对齐新方法
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本文提出FLORA,一种无需训练数据的无监督知识图谱对齐方法,基于模糊逻辑实现实体与关系的迭代对齐,并具有可解释性、收敛性以及处理悬空实体能力,在主要基准测试中达到最先进水平。

arXiv:2510.20467v1 Announce Type: new Abstract: Knowledge graph alignment is the task of matching equivalent entities (that is, instances and classes) and relations across two knowledge graphs. Most existing methods focus on pure entity-level alignment, computing the similarity of entities in some embedding space. They lack interpretable reasoning and need training data to work. In this paper, we propose FLORA, a simple yet effective method that (1) is unsupervised, i.e., does not require training data, (2) provides a holistic alignment for entities and relations iteratively, (3) is based on fuzzy logic and thus delivers interpretable results, (4) provably converges, (5) allows dangling entities, i.e., entities without a counterpart in the other KG, and (6) achieves state-of-the-art results on major benchmarks.

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知识图谱 对齐 模糊逻辑 无监督学习 基准测试
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