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Tingting Yu

1 paper indexed

arxivcs.LOcs.AIcs.CL2026-07-02

ADVENT: LLM-Driven Automatic Predicate Invention for ILP

Tingting Yu, Pei-Cing Huang, Chan Hsu, Chan-Tung Ku, Yihuang Kang

Predicate invention (PI), the creation of new predicates to extend the hypothesis space, remains a critical bottleneck in Inductive Logic Programming (ILP). Existing methods rely on domain expertise and produce semantically opaque predicates, hindering adaptation to unfamiliar do…

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