# Knowledge Graph Question Answering on UltraDomain History Source: [Knowledge Graph Question Answering on UltraDomain History]() Collection index: [llms.txt]() Data updated: 2026-05-20T06:53:27.270Z Evaluation of model performance on the UltraDomain History dataset specifically for Knowledge Graph Question Answering, utilizing metrics such as Comprehensive, Diversity, Logicality, Relevance, and Coherence. 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 | Knowledge Graph Question Answering | | Dataset (including any stated split) | UltraDomain History | | Metric | Comprehensive | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [Comprehensive](): Higher is better; unit: PERCENT. - [Diversity](): Higher is better; unit: PERCENT. - [Logicality](): Higher is better; unit: PERCENT. - [Relevance](): Higher is better; unit: PERCENT. - [Coherence](): Higher is better; unit: PERCENT. ## Recorded results | Method | Comprehensive | Result date | Report paper | | --- | --- | --- | --- | | QAFD-RAG | 87.75 | Not recorded | 6a0d400ff984739ed673778f | | GraphRAG | 84.18 | Not recorded | 6a0d400ff984739ed673778f | | LightRAG | 82.24 | Not recorded | 6a0d400ff984739ed673778f | | RAPTOR | 82.08 | Not recorded | 6a0d400ff984739ed673778f | | HippoRAG | 80.45 | Not recorded | 6a0d400ff984739ed673778f | ### QAFD-RAG Comprehensive: 87.75. Result ID: 6a0d58c1fbc373592c04cdbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphRAG Comprehensive: 84.18. Result ID: 6a0d58c1fbc373592c04cdba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightRAG Comprehensive: 82.24. Result ID: 6a0d58c1fbc373592c04cdbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RAPTOR Comprehensive: 82.08. Result ID: 6a0d58c1fbc373592c04cdbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HippoRAG Comprehensive: 80.45. Result ID: 6a0d58c1fbc373592c04cdbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.