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most citedRetrieval-Augmented Semantic Parsing: Improving Generalization with Lexical Knowledge

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cs.CL2025

OntoURL: A Benchmark for Evaluating Large Language Models on Symbolic Ontological Understanding, Reasoning and Learning

Xiao Zhang, Huiyuan Lai, Qianru Meng +1

Large language models have demonstrated remarkable capabilities across a wide range of tasks, yet their ability to process structured symbolic knowledge remains underexplored. To a…