Knowledge Reasoning on Tobacco Pest and Disease Control (test)
90.1AccuracyGraphRAG + ChatGLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GraphRAG + ChatGLMModel=GraphRAG + ChatGLM, Retrieval=Graph-augmented, Refinement=GCN-enhanced representations2026.02 | 90.1 | 92.3 | 88.2 | 90.2 | |
| GraphRAG + ChatGLMKnowledge Source=Graph-structured information, Feature Encoder=Sentence-BERT, Graph Aggregator=GCN2025.12 | 90.1 | 92.3 | 88.2 | 90.2 | |
| RAG + ChatGLMModel=RAG + ChatGLM, Type=Text-based RAG2026.02 | 85.7 | 87.9 | 83.2 | 85.5 | |
| RAG + ChatGLMKnowledge Source=Textual Retrieval2025.12 | 85.7 | 87.9 | 83.2 | 85.5 | |
| KGE + ChatGLMModel=KGE + ChatGLM, Features=Entity embeddings2026.02 | 82.5 | 85.3 | 79.8 | 82.4 | |
| KGE + ChatGLMKnowledge Source=Knowledge Graph Embeddings2025.12 | 82.5 | 85.3 | 79.8 | 82.4 | |
| ChatGLMModel=ChatGLM, External Knowledge=None2026.02 | 75.2 | 78.5 | 72.1 | 75.2 | |
| ChatGLMKnowledge Source=None2025.12 | 75.2 | 78.5 | 72.1 | 75.2 |