Graph Reasoning on GRBENCH Healthcare
81.9QwenScoreGraphScout
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphScoutLLM=4B w/ train2026.03 | 81.9 | 85.5 | |
| GraphScoutLLM=8B w/ train2026.03 | 77 | 78.3 | |
| GraphCounselorLLM=Qwen-Max2026.03 | 53 | 48.4 | |
| PolyGLLM=DeepSeek-Chat2026.03 | 49.3 | 10.4 | |
| GraphCounselorLLM=GPT-4o2026.03 | 48.5 | 44.1 | |
| GraphCounselorLLM=DeepSeek-Chat2026.03 | 47 | 45.2 | |
| PolyGLLM=GLM-4.62026.03 | 46.7 | 10.1 | |
| GraphCoTLLM=DeepSeek-Chat2026.03 | 44.1 | 44.3 | |
| CypherLLM=DeepSeek-Chat2026.03 | 42.2 | 9.7 | |
| GraphCoTLLM=GPT-4o2026.03 | 41.5 | 44.7 | |
| GraphCoTLLM=Qwen-Max2026.03 | 41.5 | 47 | |
| CypherLLM=Qwen-Max2026.03 | 40.7 | 13.1 | |
| GraphCounselorLLM=GLM-4.62026.03 | 40.7 | 42.1 | |
| GraphScoutLLM=8B w/o train2026.03 | 40.3 | 41.5 | |
| GraphCoTLLM=GLM-4.62026.03 | 39.6 | 47.5 | |
| PolyGLLM=GPT-4o2026.03 | 37.8 | 10.7 | |
| PolyGLLM=Qwen-Max2026.03 | 34.1 | 10.4 | |
| CypherLLM=GLM-4.62026.03 | 31.9 | 10.4 | |
| CypherLLM=GPT-4o2026.03 | 31.1 | 10.7 | |
| GraphScoutLLM=4B w/o train2026.03 | 21.1 | 21.7 | |
| GraphRAGLLM=DeepSeek-Chat2026.03 | 17 | 14 | |
| GraphRAGLLM=GPT-4o2026.03 | 15.6 | 12.9 | |
| GraphRAGLLM=GLM-4.62026.03 | 15.6 | 17.4 | |
| GraphRAGLLM=Qwen-Max2026.03 | 14.1 | 16.8 | |
| BaseLLMLLM=GPT-4o2026.03 | 13.7 | 4.8 | |
| BaseLLMLLM=GLM-4.62026.03 | 10.7 | 9.9 | |
| BaseLLMLLM=DeepSeek-Chat2026.03 | 10.4 | 7.5 | |
| TextRAGLLM=GLM-4.62026.03 | 9.3 | 8.5 | |
| TextRAGLLM=DeepSeek-Chat2026.03 | 8.5 | 6 | |
| BaseLLMLLM=Qwen-Max2026.03 | 7.4 | 6.5 | |
| TextRAGLLM=GPT-4o2026.03 | 7.4 | 5.9 | |
| TextRAGLLM=Qwen-Max2026.03 | 6.7 | 8.5 |