Graph Classification on E-Commerce
86.38AccuracyGLIP-Mistral
Evaluation Results
| Method | Links | |
|---|---|---|
| GLIP-MistralCategory=Ours, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.06 | 86.38 | |
| GLIP-QwenCategory=Ours, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.06 | 84.17 | |
| TEA-GLM-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.06 | 84.05 | |
| LLaGA-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.06 | 83.82 | |
| GraphMAECategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.06 | 83.38 | |
| SimGRACECategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.06 | 83.18 | |
| GraphCLCategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.06 | 83.14 | |
| DGICategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.06 | 82.11 | |
| LLaGA-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.06 | 81.97 | |
| GraphGPT-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.06 | 81.33 | |
| TEA-GLM-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.06 | 81.23 | |
| GraphGPT-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.06 | 80.91 | |
| GLIP-QwenEvaluation Protocol=5-shot, Model Category=Ours, Backbone=Qwen2026.06 | 77.04 | |
| GLIP-MistralEvaluation Protocol=5-shot, Model Category=Ours, Backbone=Mistral2026.06 | 76.6 | |
| TEA-GLM-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.06 | 73.88 | |
| DGIEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.06 | 73.71 | |
| GraphCLEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.06 | 73.06 | |
| SimGRACEEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.06 | 72.47 | |
| GraphMAEEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.06 | 72.35 | |
| LLaGA-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.06 | 72.21 | |
| TEA-GLM-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.06 | 71.21 | |
| GraphGPT-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.06 | 71.09 | |
| LLaGA-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.06 | 70.55 | |
| GraphGPT-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.06 | 70.26 |