# Graph Reasoning on GRBENCH Healthcare Source: [Graph Reasoning on GRBENCH Healthcare]() Collection index: [llms.txt]() Data updated: 2026-03-04T13:57:33.211Z Evaluation of model performance on the Graph Reasoning task using the GRBENCH Healthcare dataset, reporting QwenScore and F1 metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Graph Reasoning | | Dataset (including any stated split) | GRBENCH Healthcare | | Metric | QwenScore | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [QwenScore](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | QwenScore | Result date | Report paper | | --- | --- | --- | --- | | GraphScout | 81.9 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphScout | 77 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphCounselor | 53 | Not recorded | 69a66c1d2d603e6de3e3cedf | | PolyG | 49.3 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphCounselor | 48.5 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphCounselor | 47 | Not recorded | 69a66c1d2d603e6de3e3cedf | | PolyG | 46.7 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphCoT | 44.1 | Not recorded | 69a66c1d2d603e6de3e3cedf | | Cypher | 42.2 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphCoT | 41.5 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphCoT | 41.5 | Not recorded | 69a66c1d2d603e6de3e3cedf | | Cypher | 40.7 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphCounselor | 40.7 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphScout | 40.3 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphCoT | 39.6 | Not recorded | 69a66c1d2d603e6de3e3cedf | | PolyG | 37.8 | Not recorded | 69a66c1d2d603e6de3e3cedf | | PolyG | 34.1 | Not recorded | 69a66c1d2d603e6de3e3cedf | | Cypher | 31.9 | Not recorded | 69a66c1d2d603e6de3e3cedf | | Cypher | 31.1 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphScout | 21.1 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphRAG | 17 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphRAG | 15.6 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphRAG | 15.6 | Not recorded | 69a66c1d2d603e6de3e3cedf | | GraphRAG | 14.1 | Not recorded | 69a66c1d2d603e6de3e3cedf | | BaseLLM | 13.7 | Not recorded | 69a66c1d2d603e6de3e3cedf | | BaseLLM | 10.7 | Not recorded | 69a66c1d2d603e6de3e3cedf | | BaseLLM | 10.4 | Not recorded | 69a66c1d2d603e6de3e3cedf | | TextRAG | 9.3 | Not recorded | 69a66c1d2d603e6de3e3cedf | | TextRAG | 8.5 | Not recorded | 69a66c1d2d603e6de3e3cedf | | BaseLLM | 7.4 | Not recorded | 69a66c1d2d603e6de3e3cedf | | TextRAG | 7.4 | Not recorded | 69a66c1d2d603e6de3e3cedf | | TextRAG | 6.7 | Not recorded | 69a66c1d2d603e6de3e3cedf | ### GraphScout QwenScore: 81.9. Result ID: 69a83a4b6dbb7075b94ee201. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"4B w/ train"}. This record does not assert independent reproduction. ### GraphScout QwenScore: 77. Result ID: 69a83a4b6dbb7075b94ee203. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"8B w/ train"}. This record does not assert independent reproduction. ### GraphCounselor QwenScore: 53. Result ID: 69a83a4b6dbb7075b94ee1fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen-Max"}. This record does not assert independent reproduction. ### PolyG QwenScore: 49.3. Result ID: 69a83a4b6dbb7075b94ee1fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"DeepSeek-Chat"}. This record does not assert independent reproduction. ### GraphCounselor QwenScore: 48.5. Result ID: 69a83a4b6dbb7075b94ee1fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### GraphCounselor QwenScore: 47. Result ID: 69a83a4b6dbb7075b94ee1ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"DeepSeek-Chat"}. This record does not assert independent reproduction. ### PolyG QwenScore: 46.7. Result ID: 69a83a4b6dbb7075b94ee1f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GLM-4.6"}. This record does not assert independent reproduction. ### GraphCoT QwenScore: 44.1. Result ID: 69a83a4b6dbb7075b94ee1f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"DeepSeek-Chat"}. This record does not assert independent reproduction. ### Cypher QwenScore: 42.2. Result ID: 69a83a4b6dbb7075b94ee1f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"DeepSeek-Chat"}. This record does not assert independent reproduction. ### GraphCoT QwenScore: 41.5. Result ID: 69a83a4b6dbb7075b94ee1f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### GraphCoT QwenScore: 41.5. Result ID: 69a83a4b6dbb7075b94ee1f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen-Max"}. This record does not assert independent reproduction. ### Cypher QwenScore: 40.7. Result ID: 69a83a4b6dbb7075b94ee1f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen-Max"}. This record does not assert independent reproduction. ### GraphCounselor QwenScore: 40.7. Result ID: 69a83a4b6dbb7075b94ee1fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GLM-4.6"}. This record does not assert independent reproduction. ### GraphScout QwenScore: 40.3. Result ID: 69a83a4b6dbb7075b94ee202. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"8B w/o train"}. This record does not assert independent reproduction. ### GraphCoT QwenScore: 39.6. Result ID: 69a83a4b6dbb7075b94ee1f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GLM-4.6"}. This record does not assert independent reproduction. ### PolyG QwenScore: 37.8. Result ID: 69a83a4b6dbb7075b94ee1f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### PolyG QwenScore: 34.1. Result ID: 69a83a4b6dbb7075b94ee1fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen-Max"}. This record does not assert independent reproduction. ### Cypher QwenScore: 31.9. Result ID: 69a83a4b6dbb7075b94ee1f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GLM-4.6"}. This record does not assert independent reproduction. ### Cypher QwenScore: 31.1. Result ID: 69a83a4b6dbb7075b94ee1f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### GraphScout QwenScore: 21.1. Result ID: 69a83a4b6dbb7075b94ee200. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"4B w/o train"}. This record does not assert independent reproduction. ### GraphRAG QwenScore: 17. Result ID: 69a83a4b6dbb7075b94ee1ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"DeepSeek-Chat"}. This record does not assert independent reproduction. ### GraphRAG QwenScore: 15.6. Result ID: 69a83a4b6dbb7075b94ee1ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### GraphRAG QwenScore: 15.6. Result ID: 69a83a4b6dbb7075b94ee1ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GLM-4.6"}. This record does not assert independent reproduction. ### GraphRAG QwenScore: 14.1. Result ID: 69a83a4b6dbb7075b94ee1ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen-Max"}. This record does not assert independent reproduction. ### BaseLLM QwenScore: 13.7. Result ID: 69a83a4b6dbb7075b94ee1e4. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### BaseLLM QwenScore: 10.7. Result ID: 69a83a4b6dbb7075b94ee1e5. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GLM-4.6"}. This record does not assert independent reproduction. ### BaseLLM QwenScore: 10.4. Result ID: 69a83a4b6dbb7075b94ee1e7. [Reporting paper]() Recorded evaluation configuration: {"LLM":"DeepSeek-Chat"}. This record does not assert independent reproduction. ### TextRAG QwenScore: 9.3. Result ID: 69a83a4b6dbb7075b94ee1e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GLM-4.6"}. This record does not assert independent reproduction. ### TextRAG QwenScore: 8.5. Result ID: 69a83a4b6dbb7075b94ee1eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"DeepSeek-Chat"}. This record does not assert independent reproduction. ### BaseLLM QwenScore: 7.4. Result ID: 69a83a4b6dbb7075b94ee1e6. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Qwen-Max"}. This record does not assert independent reproduction. ### TextRAG QwenScore: 7.4. Result ID: 69a83a4b6dbb7075b94ee1e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### TextRAG QwenScore: 6.7. Result ID: 69a83a4b6dbb7075b94ee1ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen-Max"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.