# General QA on UltraDomain Mix (test) Source: [General QA on UltraDomain Mix (test)]() Collection index: [llms.txt]() Data updated: 2026-05-20T06:53:26.980Z Evaluation of General Question Answering performance on the test split of the UltraDomain Mix dataset, measured using Comprehensive, Diversity, Logicality, Relevance, and Coherence scores. 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 | General QA | | Dataset (including any stated split) | UltraDomain Mix (test) | | Metric | Comprehensive Score | | 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 Score](): Higher is better; unit: PERCENT. - [Diversity Score](): Higher is better; unit: PERCENT. - [Logicality Score](): Higher is better; unit: PERCENT. - [Relevance Score](): Higher is better; unit: PERCENT. - [Coherence Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Comprehensive Score | Result date | Report paper | | --- | --- | --- | --- | | QAFD-RAG | 87.15 | Not recorded | 6a0d400ff984739ed673778f | | GraphRAG | 82.76 | Not recorded | 6a0d400ff984739ed673778f | | RAPTOR | 81.97 | Not recorded | 6a0d400ff984739ed673778f | | HippoRAG | 80.15 | Not recorded | 6a0d400ff984739ed673778f | | LightRAG | 78.72 | Not recorded | 6a0d400ff984739ed673778f | ### QAFD-RAG Comprehensive Score: 87.15. Result ID: 6a0d58c1fbc373592c04cd9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphRAG Comprehensive Score: 82.76. Result ID: 6a0d58c1fbc373592c04cd97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RAPTOR Comprehensive Score: 81.97. Result ID: 6a0d58c1fbc373592c04cd99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HippoRAG Comprehensive Score: 80.15. Result ID: 6a0d58c1fbc373592c04cd9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightRAG Comprehensive Score: 78.72. Result ID: 6a0d58c1fbc373592c04cd98. [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.