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ResearchFormerly WizWand

Graph Classification on E-Commerce

86.38AccuracyGLIP-Mistral
69.615273.967678.3282.6724Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GLIP-MistralCategory=Ours, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0686.38
GLIP-QwenCategory=Ours, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0684.17
TEA-GLM-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0684.05
LLaGA-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0683.82
GraphMAECategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0683.38
SimGRACECategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0683.18
GraphCLCategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0683.14
DGICategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0682.11
LLaGA-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0681.97
GraphGPT-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0681.33
TEA-GLM-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0681.23
GraphGPT-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0680.91
GLIP-QwenEvaluation Protocol=5-shot, Model Category=Ours, Backbone=Qwen2026.0677.04
GLIP-MistralEvaluation Protocol=5-shot, Model Category=Ours, Backbone=Mistral2026.0676.6
TEA-GLM-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.0673.88
DGIEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0673.71
GraphCLEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0673.06
SimGRACEEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0672.47
GraphMAEEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0672.35
LLaGA-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.0672.21
TEA-GLM-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.0671.21
GraphGPT-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.0671.09
LLaGA-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.0670.55
GraphGPT-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.0670.26