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ResearchFormerly WizWand

Graph Classification on BBBP (Accuracy)

84AccuracySciReasoner
63.023268.469173.91579.3609Jun 29, 2026Jun 30, 2026Jul 2, 2026Jul 3, 2026Jul 5, 2026Jul 6, 2026Jul 8, 2026
Updated 3mo ago

Evaluation results

MethodLinks
SciReasoner2026.0784
GLIP-MistralCategory=Ours, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0680.99
GLIP-QwenCategory=Ours, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0680.04
TEA-GLM-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0679.73
GraphGPT-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0678.42
TEA-GLM-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0678.4
GraphCLCategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0677.22
GraphGPT-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0677.22
LLaGA-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0676.6
DGICategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0676.53
LLaGA-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0676.53
GraphMAECategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0676.52
SimGRACECategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0676.41
GLIP-QwenEvaluation Protocol=5-shot, Model Category=Ours, Backbone=Qwen2026.0674.85
MolCLR2026.0774
DGIEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0672.54
GraphMAEEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0672.5
LLaGA-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.0672.49
GLIP-MistralEvaluation Protocol=5-shot, Model Category=Ours, Backbone=Mistral2026.0672.16
SimGRACEEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0672.14
LLaGA-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.0671.57
TEA-GLM-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.0670.49
GraphGPT-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.0670.16
GraphGPT-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.0669.32
TEA-GLM-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.0666.63
GraphCLEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0663.83