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ResearchFormerly WizWand

Node Classification on Reddit-M

88.75AccuracySUPRA + Aux
-2.104421.482845.0768.6572Jun 3, 2025Aug 4, 2025Oct 5, 2025Dec 6, 2025Feb 6, 2026Apr 9, 2026Jun 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SUPRA + AuxFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=SUPRA2026.0588.7585.99
SUPRA BaseFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=SUPRA2026.0588.7486.11
SUPRA + AuxFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=SUPRA2026.0587.2884.42
NTSFormerFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.0587.2884.05
SUPRA BaseFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=SUPRA2026.0587.2284.51
SAGEFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.0587.2284.11
SAGEFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.0586.4483.71
NTSFormerFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.0586.1382.81
EF-MLPFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MLP2026.0584.881.39
MIG-GTFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.0584.6980.38
EF-MLPFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MLP2026.0583.279.78
MIG-GTFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.0582.9178.68
JKNetFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.0579.4575.55
GCNFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.0579.3275.62
MMGCNFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.0579.2575.63
VisualFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MLP2026.0578.7474.16
GATFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.0578.6374.78
MMGCNFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.0578.4674.7
GCNFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.0578.4274.39
VisualFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MLP2026.0578.2773.65
JKNetFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.0578.1974.06
MGATFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.0578.1174.15
GATFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.0577.9673.86
MGATFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.0577.974.06
GraphMNL+2026.0676.670.69
GraphMNL2026.0674.3568
LGMRec2026.0673.9266.87
DGF2026.0673.7166.11
MHGAT2026.0672.9765.66
MMGCN2026.0672.8365.53
MGAT2026.0672.5565.21
DMGC2026.0672.2265.32
UniGraph22026.0669.9361.01
Fusion2026.0661.5351.87
Positive KL2026.0661.4752.07
EG Conf2026.0661.2752.73
MLaGATransfer Setting=few-shot2025.0659.15—
TextFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MLP2026.0558.4956.54
TextFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MLP2026.0546.9844.78
MLaGATransfer Setting=zero-shot2025.0643.4—
LLaGA-NDTransfer Setting=Cross-Task2025.0629.65—
GraphSAGE2025.062.43—
GCN2025.061.57—
MLP2025.061.39—