# Retrieval-Augmented Generation on UltraDomain Mix (test) Source: [Retrieval-Augmented Generation on UltraDomain Mix (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:40.991Z Evaluation of Retrieval-Augmented Generation performance on the test split of the UltraDomain Mix dataset, measured using Comprehensiveness, Diversity, Empowerment, Logic, Readability, and Average 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 | Retrieval-Augmented Generation | | Dataset (including any stated split) | UltraDomain Mix (test) | | Metric | Comprehensiveness | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Comprehensiveness](): Higher is better; unit: PERCENT. - [Diversity](): Higher is better; unit: PERCENT. - [Empowerment](): Higher is better; unit: PERCENT. - [Logic](): Higher is better; unit: PERCENT. - [Readability](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Comprehensiveness | Result date | Report paper | | --- | --- | --- | --- | | Hyper-KGGen+ | 91.24 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-RAG | 90.5 | Not recorded | 699d30c56017c4460ffab812 | | HyperGraphRAG | 90.2 | Not recorded | 699d30c56017c4460ffab812 | | Cog-RAG | 90.1 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-KGGen | 90.02 | Not recorded | 699d30c56017c4460ffab812 | | GraphRAG | 89 | Not recorded | 699d30c56017c4460ffab812 | | LightRAG | 88.2 | Not recorded | 699d30c56017c4460ffab812 | | HiRAG | 88 | Not recorded | 699d30c56017c4460ffab812 | | NativeRAG | 87.1 | Not recorded | 699d30c56017c4460ffab812 | ### Hyper-KGGen+ Comprehensiveness: 91.24. Result ID: 699e4fff5698665ec40efeea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"learned skills":true}. This record does not assert independent reproduction. ### Hyper-RAG Comprehensiveness: 90.5. Result ID: 699e4fff5698665ec40efee6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HyperGraphRAG Comprehensiveness: 90.2. Result ID: 699e4fff5698665ec40efee7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cog-RAG Comprehensiveness: 90.1. Result ID: 699e4fff5698665ec40efee8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Hyper-KGGen Comprehensiveness: 90.02. Result ID: 699e4fff5698665ec40efee9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"learned skills":false}. This record does not assert independent reproduction. ### GraphRAG Comprehensiveness: 89. Result ID: 699e4fff5698665ec40efee3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightRAG Comprehensiveness: 88.2. Result ID: 699e4fff5698665ec40efee4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HiRAG Comprehensiveness: 88. Result ID: 699e4fff5698665ec40efee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NativeRAG Comprehensiveness: 87.1. Result ID: 699e4fff5698665ec40efee2. [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.