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ResearchFormerly WizWand

Node Classification on History

89AccuracyGraspLLM
12.24832.17452.172.026Aug 5, 2025Sep 28, 2025Nov 22, 2025Jan 16, 2026Mar 11, 2026May 5, 2026Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GraspLLMBackbone=LLaMA-3.1-8B, Evaluation Protocol=Supervised2026.0689
GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Supervised2026.0688.6
GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Supervised2026.0688.2
GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Supervised2026.0687.3
PromptGFM*Backbone=GPT-4o2026.0386.72
PromptGFM (Llama3)Category=SOTA2026.0686.72
TRN-R1-Zerosetting=supervised2026.0486.71
LLaGAEvaluation Protocol=Supervised2026.0686.7
LLaGAsetting=supervised2026.0485.56
GraphGPTEvaluation Protocol=Supervised2026.0685.4
ENGINEEvaluation Protocol=Supervised2026.0685.1
RAMP-7BModel Size=7B2026.0385.09
PromptGNN-sim (Llama3B)Category=Ours2026.0684.97
Vicuna-7B-v1.5Evaluation Protocol=Supervised2026.0684.7
ENGINECategory=SOTA2026.0684.52
GCNsetting=supervised2026.0484.23
Qwen-2.5-7B-InstructModel Size=7B2026.0384.17
TAPEEvaluation Protocol=Supervised2026.0684.1
TEA-GLMEvaluation Protocol=Supervised2026.0683.9
BERTCategory=BERT2026.0683.45
MLPCategory=GNNs2026.0682.55
LLaGA2026.0382.54
PromptGFM (Flan-T5)Category=SOTA2026.0682.33
OFA2026.0381.75
GATCategory=GNNs2026.0681.35
GATEvaluation Protocol=Supervised2026.0681
BERT2026.0380.94
GraphSAGE2026.0380.72
GCN2026.0380.55
GraphSAGECategory=GNNs2026.0680.11
HiTeC2025.0879.81
RoBERTa2026.0379.42
GraphPrompterCategory=SOTA2026.0679.42
GraphSAGEEvaluation Protocol=Supervised2026.0679
GAT2026.0378.93
GLNNCategory=GNNs2026.0678.77
MLP2026.0377.71
GCNCategory=GNNs2026.0677.7
NodeFormerCategory=GNNs2026.0677.36
GraphCLCategory=GNNs2026.0677.15
TriCLText Encoder=BERT2025.0875.01
SE-HSSLText Encoder=BERT2025.0874.88
GCNEvaluation Protocol=Supervised2026.0674.6
GraphCLIPEvaluation Protocol=Supervised2026.0673.9
GraphormerCategory=GNNs2026.0673.32
SE-HSSLText Encoder=RoBERTa2025.0872.13
TriCLText Encoder=RoBERTa2025.0870.62
TriCLText Encoder=SE2025.0869.28
SE-HSSLText Encoder=SE2025.0868.59
GraspLLMLLM Backbone=LLaMA-3.1-8B, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.0666.9
GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Zero-shot2026.0666.3
GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Zero-shot2026.0665.8
BGRLText Encoder=SE2025.0865.74
GraspLLMBackbone=LLaMA-3.1-8B, Evaluation Protocol=Zero-shot2026.0664
BGRLText Encoder=GIANT2025.0863.99
GraspLLMLLM Backbone=LLaMA-3.1-8B, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.0663.6
GraphCLText Encoder=SE2025.0862.86
HyperBERT2025.0862.12
GraphCLText Encoder=GIANT2025.0862.08
LLM-BPEvaluation Protocol=Zero-shot2026.0659.5
GOFAEvaluation Protocol=Zero-shot2026.0656.3
GraphMAEText Encoder=GIANT2025.0856.2
GraphMAEText Encoder=SE2025.0852.9
TEA-GLMEvaluation Protocol=Zero-shot2026.0652.8
GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Zero-shot2026.0652.7
Qwen2-7BEvaluation Protocol=Zero-shot2026.0643.4
VilLainnode features=w/o feat.2025.0840.99
LLaMA-3.1-8BEvaluation Protocol=Zero-shot2026.0637.6
LLaGASource Domain=Arxiv, Evaluation Protocol=Cr-D2026.0637.5
E5Evaluation Protocol=Zero-shot2026.0636.7
GraspLLMLLM Backbone=Qwen3-8B, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.0635.1
GraspLLMLLM Backbone=Mistral-7B-v0.3, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.0627.7
GATEvaluation Protocol=Zero-shot2026.0624.5
GraspLLMLLM Backbone=Vicuna-7B-v1.5, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.0622.9
BERTEvaluation Protocol=Zero-shot2026.0620.5
TEA-GLMSource Domain=Arxiv, Evaluation Protocol=Cr-D2026.0620.5
LLaGASource Domain=Reddit, Evaluation Protocol=Cr-D2026.0619.9
TEA-GLMSource Domain=Reddit, Evaluation Protocol=Cr-D2026.0619.2
GraspLLMLLM Backbone=Qwen3-8B, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.0618.4
GraspLLMLLM Backbone=Mistral-7B-v0.3, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.0618.3
GraspLLMLLM Backbone=Vicuna-7B-v1.5, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.0616.6
MLPEvaluation Protocol=Zero-shot2026.0615.3
GCNEvaluation Protocol=Zero-shot2026.0615.2