NumCoKE uses a Mixture-of-Experts Knowledge-Aware encoder and Ordinal Knowledge Contrastive Learning to jointly handle symbolic triples and numerical attributes in knowledge graphs, outperforming baselines on three benchmarks.
InProceedings of the AAAI Conference on Artificial Intel- ligence., 1811–1818
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NumCoKE: Ordinal-Aware Numerical Reasoning over Knowledge Graphs with Mixture-of-Experts and Contrastive Learning
NumCoKE uses a Mixture-of-Experts Knowledge-Aware encoder and Ordinal Knowledge Contrastive Learning to jointly handle symbolic triples and numerical attributes in knowledge graphs, outperforming baselines on three benchmarks.