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ResearchFormerly WizWand

Graph Node Classification and Link Prediction on Daily Life

97.42n-F1GraphSAGEco-train
69.676.822584.04591.2675May 29, 2024
Updated 8mo ago

Evaluation results

MethodLinks
GraphSAGEco-trainLLM=GPT-4-turbo2024.0597.4285.886.57
DirectLLM=GPT-4-turbo2024.0597.3684.5886.77
GraphSAGELLM=GPT-4-turbo2024.0597.3485.6786.97
GraphSAGELLM=GPT-3.5-turbo2024.0596.4386.2683.13
GraphSAGEco-trainLLM=GPT-3.5-turbo2024.0596.3486.0983.13
DirectLLM=GPT-3.5-turbo2024.0596.0983.6581.3
GraphSAGELLM=CodeLlama-13B2024.0593.8480.3873.6
GraphSAGEco-trainLLM=CodeLlama-13B2024.0593.379.5174
GraphTokenLLM=CodeLlama-13B2024.0592.573.5769.42
DirectLLM=CodeLlama-13B2024.0591.276.0766.4
GraphSAGEco-trainLLM=Mistral-7B2024.0587.6166.7552.97
GraphSAGELLM=Mistral-7B2024.0587.5166.5752.74
GraphTokenLLM=Mistral-7B2024.0586.8257.0653.99
GraphSAGELLM=Vicuna-13B2024.0586.0767.6348.64
DirectLLM=Mistral-7B2024.0584.2653.6344.52
GraphSAGEco-trainLLM=Vicuna-13B2024.0584.2365.4447.81
GraphTokenLLM=Vicuna-13B2024.0581.6548.2943.37
TAPELLM=CodeLlama-13B2024.0577.74—17.37
TAPELLM=Mistral-7B2024.0576.4—16.44
DirectLLM=Vicuna-13B2024.0573.745.824.43
TAPELLM=Vicuna-13B2024.0573.26—12.5
TAPELLM=GPT-4-turbo2024.0571.51—9.4
TAPELLM=GPT-3.5-turbo2024.0570.67—8.92