Node Classification on History
89AccuracyGraspLLM
Evaluation Results
| Method | Links | |
|---|---|---|
| GraspLLMBackbone=LLaMA-3.1-8B, Evaluation Protocol=Supervised2026.06 | 89 | |
| GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Supervised2026.06 | 88.6 | |
| GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Supervised2026.06 | 88.2 | |
| GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Supervised2026.06 | 87.3 | |
| PromptGFM*Backbone=GPT-4o2026.03 | 86.72 | |
| PromptGFM (Llama3)Category=SOTA2026.06 | 86.72 | |
| TRN-R1-Zerosetting=supervised2026.04 | 86.71 | |
| LLaGAEvaluation Protocol=Supervised2026.06 | 86.7 | |
| LLaGAsetting=supervised2026.04 | 85.56 | |
| GraphGPTEvaluation Protocol=Supervised2026.06 | 85.4 | |
| ENGINEEvaluation Protocol=Supervised2026.06 | 85.1 | |
| RAMP-7BModel Size=7B2026.03 | 85.09 | |
| PromptGNN-sim (Llama3B)Category=Ours2026.06 | 84.97 | |
| Vicuna-7B-v1.5Evaluation Protocol=Supervised2026.06 | 84.7 | |
| ENGINECategory=SOTA2026.06 | 84.52 | |
| GCNsetting=supervised2026.04 | 84.23 | |
| Qwen-2.5-7B-InstructModel Size=7B2026.03 | 84.17 | |
| TAPEEvaluation Protocol=Supervised2026.06 | 84.1 | |
| TEA-GLMEvaluation Protocol=Supervised2026.06 | 83.9 | |
| BERTCategory=BERT2026.06 | 83.45 | |
| MLPCategory=GNNs2026.06 | 82.55 | |
| LLaGA2026.03 | 82.54 | |
| PromptGFM (Flan-T5)Category=SOTA2026.06 | 82.33 | |
| OFA2026.03 | 81.75 | |
| GATCategory=GNNs2026.06 | 81.35 | |
| GATEvaluation Protocol=Supervised2026.06 | 81 | |
| BERT2026.03 | 80.94 | |
| GraphSAGE2026.03 | 80.72 | |
| GCN2026.03 | 80.55 | |
| GraphSAGECategory=GNNs2026.06 | 80.11 | |
| HiTeC2025.08 | 79.81 | |
| RoBERTa2026.03 | 79.42 | |
| GraphPrompterCategory=SOTA2026.06 | 79.42 | |
| GraphSAGEEvaluation Protocol=Supervised2026.06 | 79 | |
| GAT2026.03 | 78.93 | |
| GLNNCategory=GNNs2026.06 | 78.77 | |
| MLP2026.03 | 77.71 | |
| GCNCategory=GNNs2026.06 | 77.7 | |
| NodeFormerCategory=GNNs2026.06 | 77.36 | |
| GraphCLCategory=GNNs2026.06 | 77.15 | |
| TriCLText Encoder=BERT2025.08 | 75.01 | |
| SE-HSSLText Encoder=BERT2025.08 | 74.88 | |
| GCNEvaluation Protocol=Supervised2026.06 | 74.6 | |
| GraphCLIPEvaluation Protocol=Supervised2026.06 | 73.9 | |
| GraphormerCategory=GNNs2026.06 | 73.32 | |
| SE-HSSLText Encoder=RoBERTa2025.08 | 72.13 | |
| TriCLText Encoder=RoBERTa2025.08 | 70.62 | |
| TriCLText Encoder=SE2025.08 | 69.28 | |
| SE-HSSLText Encoder=SE2025.08 | 68.59 | |
| GraspLLMLLM Backbone=LLaMA-3.1-8B, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.06 | 66.9 | |
| GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Zero-shot2026.06 | 66.3 | |
| GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Zero-shot2026.06 | 65.8 | |
| BGRLText Encoder=SE2025.08 | 65.74 | |
| GraspLLMBackbone=LLaMA-3.1-8B, Evaluation Protocol=Zero-shot2026.06 | 64 | |
| BGRLText Encoder=GIANT2025.08 | 63.99 | |
| GraspLLMLLM Backbone=LLaMA-3.1-8B, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 63.6 | |
| GraphCLText Encoder=SE2025.08 | 62.86 | |
| HyperBERT2025.08 | 62.12 | |
| GraphCLText Encoder=GIANT2025.08 | 62.08 | |
| LLM-BPEvaluation Protocol=Zero-shot2026.06 | 59.5 | |
| GOFAEvaluation Protocol=Zero-shot2026.06 | 56.3 | |
| GraphMAEText Encoder=GIANT2025.08 | 56.2 | |
| GraphMAEText Encoder=SE2025.08 | 52.9 | |
| TEA-GLMEvaluation Protocol=Zero-shot2026.06 | 52.8 | |
| GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Zero-shot2026.06 | 52.7 | |
| Qwen2-7BEvaluation Protocol=Zero-shot2026.06 | 43.4 | |
| VilLainnode features=w/o feat.2025.08 | 40.99 | |
| LLaMA-3.1-8BEvaluation Protocol=Zero-shot2026.06 | 37.6 | |
| LLaGASource Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 37.5 | |
| E5Evaluation Protocol=Zero-shot2026.06 | 36.7 | |
| GraspLLMLLM Backbone=Qwen3-8B, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 35.1 | |
| GraspLLMLLM Backbone=Mistral-7B-v0.3, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 27.7 | |
| GATEvaluation Protocol=Zero-shot2026.06 | 24.5 | |
| GraspLLMLLM Backbone=Vicuna-7B-v1.5, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.06 | 22.9 | |
| BERTEvaluation Protocol=Zero-shot2026.06 | 20.5 | |
| TEA-GLMSource Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 20.5 | |
| LLaGASource Domain=Reddit, Evaluation Protocol=Cr-D2026.06 | 19.9 | |
| TEA-GLMSource Domain=Reddit, Evaluation Protocol=Cr-D2026.06 | 19.2 | |
| GraspLLMLLM Backbone=Qwen3-8B, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.06 | 18.4 | |
| GraspLLMLLM Backbone=Mistral-7B-v0.3, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.06 | 18.3 | |
| GraspLLMLLM Backbone=Vicuna-7B-v1.5, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 16.6 | |
| MLPEvaluation Protocol=Zero-shot2026.06 | 15.3 | |
| GCNEvaluation Protocol=Zero-shot2026.06 | 15.2 |