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ResearchFormerly WizWand

Graph Classification on REDDIT

89.3AccuracyWL-OA
58.93266.81674.782.584Jun 3, 2016Feb 6, 2018Oct 12, 2019Jun 16, 2021Feb 19, 2023Oct 24, 2024Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
WL-OAKernel Type=Weisfeiler-Lehman Optimal Assignment2016.0689.3
GLIP-MistralCategory=Ours, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0687.21
TEA-GLM-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0686.6
GLIP-QwenCategory=Ours, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0686.31
GraphCLCategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0686.19
TEA-GLM-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0685.02
DGICategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0684.92
SPKernel Type=Shortest-path2016.0684.6
SimGRACECategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0683.35
WLKernel Type=Weisfeiler-Lehman Convolution2016.0680.8
GraphMAECategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0680.4
E-OAKernel Type=Edge Optimal Assignment2016.0679.8
V-OAKernel Type=Vertex Optimal Assignment2016.0677.8
LLaGA-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0677.72
LLaGA-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0675.84
VKernel Type=Vertex Convolution2016.0675.3
GLIP-MistralEvaluation Protocol=5-shot, Model Category=Ours, Backbone=Mistral2026.0675.12
EKernel Type=Edge Convolution2016.0675.1
GLIP-QwenEvaluation Protocol=5-shot, Model Category=Ours, Backbone=Qwen2026.0675.08
TEA-GLM-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.0674.39
TEA-GLM-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.0674.24
GraphCLEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0673.95
SimGRACEEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0672.91
DGIEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0668.55
LLaGA-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.0668.14
LLaGA-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.0665.39
GraphMAEEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0664.17
GLKernel Type=Graphlet2016.0660.1