Node Classification on Citeseer (Accuracy, Macro-F1)
68.04Macro-F1LoReC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LoReCBase Model=GraphPrompter, Backbone=Qwen3-8b2026.04 | 68.04 | 71.64 | |
| Qwen3-8bBackbone=Qwen3-8b2026.04 | 67.86 | 65.91 | |
| AICOG (HB) SUBCOMPDimension (D)=642026.05 | 66.7 | — | |
| AICOG (HB)Dimension (D)=642026.05 | 66.7 | — | |
| AICOG (LB)Dimension (D)=642026.05 | 66.7 | — | |
| GraphPrompterBackbone=Llama2-7b2026.04 | 65.55 | 70.29 | |
| GraphPrompterBackbone=Qwen3-8b2026.04 | 64.3 | 66.52 | |
| AICOG (HB)Dimension (D)=322026.05 | 64.3 | — | |
| LoReCBase Model=GraphPrompter, Backbone=Llama2-7b2026.04 | 64.18 | 71.19 | |
| AICOG (LB)Dimension (D)=322026.05 | 63.3 | — | |
| NODE2VECDimension (D)=642026.05 | 63.2 | — | |
| AICOG (HB) SUBCOMPDimension (D)=322026.05 | 63.1 | — | |
| ROLE2VECDimension (D)=642026.05 | 62.3 | — | |
| NETMFDimension (D)=642026.05 | 61.9 | — | |
| HM-LDMDimension (D)=642026.05 | 61.1 | — | |
| ROLE2VECDimension (D)=162026.05 | 60.6 | — | |
| ROLE2VECDimension (D)=322026.05 | 60.4 | — | |
| AICOG (LB)Dimension (D)=162026.05 | 60 | — | |
| AICOG (HB)Dimension (D)=162026.05 | 59.6 | — | |
| NODE2VECDimension (D)=322026.05 | 59.3 | — | |
| NETMFDimension (D)=322026.05 | 59.3 | — | |
| ROLE2VECDimension (D)=82026.05 | 57.2 | — | |
| AICOG (LB)Dimension (D)=82026.05 | 57.2 | — | |
| AICOG (HB) SUBCOMPDimension (D)=162026.05 | 57.1 | — | |
| HM-LDMDimension (D)=322026.05 | 56.6 | — | |
| NODE2VECDimension (D)=162026.05 | 56.5 | — | |
| AICOG (HB)Dimension (D)=82026.05 | 56.5 | — | |
| NETMFDimension (D)=162026.05 | 56.3 | — | |
| MNMFDimension (D)=642026.05 | 54.5 | — | |
| SLIM-RAADimension (D)=642026.05 | 52.6 | — | |
| HM-LDMDimension (D)=82026.05 | 51.3 | — | |
| HM-LDMDimension (D)=162026.05 | 51.1 | — | |
| NODE2VECDimension (D)=82026.05 | 50.3 | — | |
| NETMFDimension (D)=82026.05 | 50.2 | — | |
| MNMFDimension (D)=322026.05 | 48.5 | — | |
| SLIM-RAADimension (D)=162026.05 | 47.8 | — | |
| SLIM-RAADimension (D)=322026.05 | 47.7 | — | |
| Llama2-7bBackbone=Llama2-7b2026.04 | 47.31 | 38.46 | |
| AICOG (HB) SUBCOMPDimension (D)=82026.05 | 47.3 | — | |
| MMSBMDimension (D)=642026.05 | 46.8 | — | |
| MMSBMDimension (D)=322026.05 | 44.5 | — | |
| SLIM-RAADimension (D)=82026.05 | 43.2 | — | |
| MNMFDimension (D)=162026.05 | 40 | — | |
| SIMPLEX-EUCLIDEANDimension (D)=642026.05 | 36 | — | |
| MMSBMDimension (D)=162026.05 | 35.4 | — | |
| SIMPLEX-EUCLIDEANDimension (D)=82026.05 | 33.8 | — | |
| MNMFDimension (D)=82026.05 | 33.7 | — | |
| SIMPLEX-EUCLIDEANDimension (D)=322026.05 | 32.5 | — | |
| SIMPLEX-EUCLIDEANDimension (D)=162026.05 | 30.4 | — | |
| MMSBMDimension (D)=82026.05 | 25.9 | — | |
| NOPEcoarsening ratio=0.5, category=Ours2026.05 | 0.6403 | 0.6206 | |
| MPGcoarsening ratio=0.5, category=Graph Coarsening2026.05 | 0.628 | 0.6112 | |
| A-CMcoarsening ratio=0.5, category=Graph Coarsening2026.05 | 0.6221 | 0.6081 | |
| RAGcoarsening ratio=0.5, category=Full Graph2026.05 | 0.6147 | 0.5956 | |
| NOPE*coarsening ratio=0.5, category=Ours2026.05 | 0.6138 | 0.6018 | |
| Randomcoarsening ratio=0.5, category=Full Graph2026.05 | 0.6098 | 0.5924 | |
| UGCcoarsening ratio=0.5, category=Graph Coarsening2026.05 | 0.6049 | 0.5893 | |
| FGCcoarsening ratio=0.5, category=Graph Coarsening2026.05 | 0.6038 | 0.5911 | |
| Degreecoarsening ratio=0.5, category=Full Graph2026.05 | 0.5972 | 0.5768 | |
| GCNsetting=supervised2026.04 | — | 0.7645 | |
| LLaGAsetting=supervised2026.04 | — | 0.7673 | |
| TRN-R1-Zerosetting=supervised2026.04 | — | 0.7774 |