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Recommendation on Yelp (Recall and NDCG @10, 20)

6.5Recall@10ReFORM
3.78564.49035.1955.8997Mar 17, 2026

Evaluation results

MethodLinks
ReFORMMethod Category=LLM-Enhanced GCN Methods2026.036.510.625.466.83
RLMRecMethod Category=LLM-Enhanced GCN Methods2026.035.979.735.056.3
GRCNMethod Category=Contents-based GCN Methods2026.035.098.774.275.51
SGLMethod Category=Self-supervised GCN Methods2026.034.858.064.095.16
LightGCNMethod Category=Graph Convolution Networks (GCN) Methods2026.034.217.023.574.5
MMGCNMethod Category=Contents-based GCN Methods2026.034.167.143.44.41
GCCFMethod Category=Graph Convolution Networks (GCN) Methods2026.033.96.433.314.14
SimGCLMethod Category=Self-supervised GCN Methods2026.033.896.453.314.16