Graph Reasoning on GRBENCH Literature
69.6QwenScoreGraphScout
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphScoutLLM=4B w/ train2026.03 | 69.6 | 64.6 | |
| GraphScoutLLM=8B w/ train2026.03 | 66.3 | 62.8 | |
| GraphCounselorLLM=Qwen-Max2026.03 | 62.5 | 52.4 | |
| GraphCounselorLLM=DeepSeek-Chat2026.03 | 62.1 | 57.8 | |
| GraphCounselorLLM=GPT-4o2026.03 | 59.2 | 43.8 | |
| CypherLLM=GLM-4.62026.03 | 58.3 | 14.5 | |
| CypherLLM=DeepSeek-Chat2026.03 | 58.3 | 14.4 | |
| GraphCounselorLLM=GLM-4.62026.03 | 57.9 | 45.7 | |
| GraphCoTLLM=DeepSeek-Chat2026.03 | 56.3 | 46.6 | |
| CypherLLM=Qwen-Max2026.03 | 55.8 | 14.3 | |
| CypherLLM=GPT-4o2026.03 | 53.3 | 15.7 | |
| PolyGLLM=DeepSeek-Chat2026.03 | 53.3 | 11 | |
| GraphCoTLLM=GLM-4.62026.03 | 50.4 | 48.6 | |
| PolyGLLM=GLM-4.62026.03 | 50.4 | 9 | |
| GraphCoTLLM=Qwen-Max2026.03 | 47.9 | 43.7 | |
| PolyGLLM=Qwen-Max2026.03 | 47.1 | 10 | |
| GraphCoTLLM=GPT-4o2026.03 | 46.3 | 39.5 | |
| PolyGLLM=GPT-4o2026.03 | 46.3 | 11.9 | |
| GraphScoutLLM=8B w/o train2026.03 | 39.6 | 38.6 | |
| BaseLLMLLM=GPT-4o2026.03 | 22.1 | 6.4 | |
| GraphRAGLLM=DeepSeek-Chat2026.03 | 22.1 | 15.1 | |
| GraphRAGLLM=GPT-4o2026.03 | 21.7 | 13.6 | |
| GraphRAGLLM=GLM-4.62026.03 | 21.3 | 16.4 | |
| GraphRAGLLM=Qwen-Max2026.03 | 20.8 | 16.6 | |
| TextRAGLLM=DeepSeek-Chat2026.03 | 19.6 | 13.7 | |
| BaseLLMLLM=DeepSeek-Chat2026.03 | 19.2 | 11.1 | |
| BaseLLMLLM=GLM-4.62026.03 | 17.9 | 10.2 | |
| TextRAGLLM=GPT-4o2026.03 | 17.9 | 11.6 | |
| GraphScoutLLM=4B w/o train2026.03 | 17.9 | 14.8 | |
| BaseLLMLLM=Qwen-Max2026.03 | 15.8 | 9.8 | |
| TextRAGLLM=GLM-4.62026.03 | 14.6 | 9.1 | |
| TextRAGLLM=Qwen-Max2026.03 | 14.2 | 9.2 |