Node Classification on Instagram
69.74AccuracyCO-EVOLVE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CO-EVOLVEBase LLM=Llama-3.2-1B2026.03 | 69.74 | — | 57.11 | — | |
| ERAlignGNNCategory=Ours, Supervision Setting=full-supervised2026.06 | 68.66 | — | — | — | |
| ZeroGCategory=Graph-LLM2026.03 | 68.51 | — | 58.35 | — | |
| LLaGAEvaluation Protocol=Supervised2026.06 | 68.4 | — | — | — | |
| CureLLM2026.06 | 68.3 | — | — | — | |
| GraphSAGECategory=GNNs, Supervision Setting=full-supervised2026.06 | 68.16 | — | — | — | |
| FLAGCategory=Graph-LLM2026.03 | 68.05 | — | 58.48 | — | |
| ERAlignLLMCategory=Ours, Supervision Setting=full-supervised2026.06 | 68.05 | — | — | — | |
| ENGINEEvaluation Protocol=Supervised2026.06 | 67.9 | — | — | — | |
| GCNCategory=GNNs, Supervision Setting=full-supervised2026.06 | 67.6 | — | — | — | |
| MuseGraph2026.06 | 67.56 | — | — | — | |
| GraphAdapter2026.06 | 67.45 | — | — | — | |
| GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Supervised2026.06 | 67.4 | — | — | — | |
| LLaGACategory=Predictors, Supervision Setting=full-supervised2026.06 | 67.25 | — | — | — | |
| GATCategory=GNNs, Supervision Setting=full-supervised2026.06 | 67.13 | — | — | — | |
| STAG2026.06 | 66.98 | — | — | — | |
| ENGINE2026.06 | 66.93 | — | — | — | |
| TAPECategory=Graph-LLM2026.03 | 66.8 | — | 48.4 | — | |
| WalkLM2026.06 | 66.4 | — | — | — | |
| ENGINECategory=Enhancers, Supervision Setting=full-supervised2026.06 | 66.27 | — | — | — | |
| GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Supervised2026.06 | 66 | — | — | — | |
| GLEMCategory=Enhancers, Supervision Setting=full-supervised2026.06 | 65.9 | — | — | — | |
| GCondRatio=0.5%2026.01 | 65.84 | — | — | — | |
| GraphGPTCategory=Predictors, Supervision Setting=full-supervised2026.06 | 65.79 | — | — | — | |
| GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Supervised2026.06 | 65.7 | — | — | — | |
| CGCN2026.06 | 65.67 | — | — | — | |
| TAPECategory=Enhancers, Supervision Setting=full-supervised2026.06 | 65.44 | — | — | — | |
| GraspLLMBackbone=LLaMA-3.1-8B, Evaluation Protocol=Supervised2026.06 | 65.2 | — | — | — | |
| DANCERatio=2%2026.01 | 65.17 | — | — | — | |
| GraphAdapterCategory=Predictors, Supervision Setting=full-supervised2026.06 | 65.13 | — | — | — | |
| SFGCRatio=2%2026.01 | 65.12 | — | — | — | |
| PattonCategory=Graph-LLM2026.03 | 64.9 | — | 55.25 | — | |
| DeBERTa2026.06 | 64.9 | — | — | — | |
| GCNEvaluation Protocol=Supervised2026.06 | 64.9 | — | — | — | |
| DANCERatio=1%2026.01 | 64.84 | — | — | — | |
| FedC4Ratio=2%2026.01 | 64.83 | — | — | — | |
| GCondRatio=2%2026.01 | 64.82 | — | — | — | |
| ERAlignGNNlearning_setting=Semi-supervised2026.06 | 64.8 | — | — | — | |
| SAGE2026.06 | 64.76 | — | — | — | |
| DANCERatio=0.5%2026.01 | 64.75 | — | — | — | |
| MLP2026.06 | 64.67 | — | — | — | |
| GCN2026.06 | 64.54 | — | — | — | |
| LLaTARatio=Full2026.01 | 64.53 | — | — | — | |
| DSR-GNN2026.06 | 64.52 | — | — | — | |
| Qwen3-0.6BZero-shot=true, Text Sparsity=10%2026.05 | 64.47 | — | — | — | |
| GCondRatio=1%2026.01 | 64.38 | — | — | — | |
| SimTeGCategory=Enhancers, Supervision Setting=full-supervised2026.06 | 64.29 | — | — | — | |
| FedGMRatio=1%2026.01 | 64.25 | — | — | — | |
| FedAvgRatio=Full2026.01 | 64.15 | — | — | — | |
| LLaGACategory=Graph-LLM2026.03 | 64.15 | — | 52.46 | — | |
| SFGCRatio=1%2026.01 | 64.12 | — | — | — | |
| FedGTARatio=Full2026.01 | 64.07 | — | — | — | |
| GraphCLIP+ HyRAGsetting=zero-shot2026.06 | 64.05 | — | — | — | |
| GraphCLIP+ Vanillasetting=zero-shot2026.06 | 64.05 | — | — | — | |
| FedC4Ratio=1%2026.01 | 64.03 | — | — | — | |
| GCNCategory=GNN-only2026.03 | 63.96 | — | 53.36 | — | |
| ERAlignLLMlearning_setting=Semi-supervised2026.06 | 63.96 | — | — | — | |
| GraphCLIP+ RAGRAPHsetting=zero-shot2026.06 | 63.79 | — | — | — | |
| RoBERTaCategory=PLMs, Supervision Setting=full-supervised2026.06 | 63.75 | — | — | — | |
| GATCategory=GNN-only2026.03 | 63.72 | — | 54.95 | — | |
| GraphMAEZero-shot=true, Text Sparsity=10%2026.05 | 63.71 | — | — | — | |
| GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Zero-shot2026.06 | 63.6 | — | — | — | |
| FedGMRatio=2%2026.01 | 63.57 | — | — | — | |
| FedC4Ratio=0.5%2026.01 | 63.55 | — | — | — | |
| FedSage+Ratio=Full2026.01 | 63.54 | — | — | — | |
| FedGVDRatio=2%2026.01 | 63.52 | — | — | — | |
| TAPEEvaluation Protocol=Supervised2026.06 | 63.2 | — | — | — | |
| SFGCRatio=0.5%2026.01 | 63.14 | — | — | — | |
| GraphSAGEEvaluation Protocol=Supervised2026.06 | 63.1 | — | — | — | |
| FedGMRatio=0.5%2026.01 | 63.09 | — | — | — | |
| SentenceBERT2026.06 | 62.75 | — | — | — | |
| S2AlignerZero-shot=true, Text Sparsity=10%2026.05 | 62.71 | — | — | — | |
| GraphGPTEvaluation Protocol=Supervised2026.06 | 62.7 | — | — | — | |
| FedGVDRatio=1%2026.01 | 62.64 | — | — | — | |
| GraspLLMLLM Backbone=Qwen3-8B, Source Domain=Computer, Evaluation Protocol=Cr-D2026.06 | 62.6 | — | — | — | |
| GATEvaluation Protocol=Supervised2026.06 | 62.5 | — | — | — | |
| MLPCategory=GNNs, Supervision Setting=full-supervised2026.06 | 62.48 | — | — | — | |
| BERT2026.06 | 62.42 | — | — | — | |
| DeBERTaCategory=PLMs, Supervision Setting=full-supervised2026.06 | 62.4 | — | — | — | |
| GraphMAEsetting=zero-shot2026.06 | 62.39 | — | — | — | |
| FedGVDRatio=0.5%2026.01 | 62.24 | — | — | — | |
| GRACEsetting=zero-shot2026.06 | 62.23 | — | — | — | |
| BGRLsetting=zero-shot2026.06 | 61.45 | — | — | — | |
| DGIsetting=zero-shot2026.06 | 61.42 | — | — | — | |
| Sent-BERTCategory=LM-only2026.03 | 61.04 | — | 54.79 | — | |
| LLM4FGLRatio=Full2026.01 | 60.98 | — | — | — | |
| Loclelearning_setting=Semi-supervised2026.06 | 60.87 | — | — | — | |
| LLM4NGlearning_setting=Semi-supervised2026.06 | 60.53 | — | — | — | |
| GraphCLIPZero-shot=true, Text Sparsity=10%2026.05 | 60.48 | — | — | — | |
| InstructGLMCategory=Graph-LLM2026.03 | 60.3 | — | 53.14 | — | |
| BERTCategory=PLMs, Supervision Setting=full-supervised2026.06 | 60.11 | — | — | — | |
| SBERTZero-shot=true, Text Sparsity=10%2026.05 | 59.91 | — | — | — | |
| GIANTCategory=Enhancers, Supervision Setting=full-supervised2026.06 | 59.86 | — | — | — | |
| TEA-GLMEvaluation Protocol=Supervised2026.06 | 59.5 | — | — | — | |
| R-GFMFeature Setting=LM unified, Evaluation Scenario=Cross-domain2026.05 | 59.49 | — | — | — | |
| GCOPEFeature Setting=LM unified, Evaluation Scenario=Cross-domain2026.05 | 59.17 | — | — | — | |
| DGIZero-shot=true, Text Sparsity=10%2026.05 | 58.63 | — | — | — | |
| RoBERTaCategory=LM-only2026.03 | 58.56 | — | 53.11 | — | |
| GraspLLMLLM Backbone=Mistral-7B-v0.3, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 57.2 | — | — | — | |
| GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Zero-shot2026.06 | 57.1 | — | — | — |