# Retrieval-Augmented Generation on UltraDomain Pathology (test) Source: [Retrieval-Augmented Generation on UltraDomain Pathology (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:40.669Z Evaluation of Retrieval-Augmented Generation performance on the test split of the UltraDomain Pathology dataset, measured using component-wise metrics (Comprehension, Divergence, Emphasis, Logic, Readability) and overall average. 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 Pathology (test) | | Metric | Comprehension | | 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 - [Comprehension](): Higher is better; unit: PERCENT. - [Divergence](): Higher is better; unit: PERCENT. - [Emphasis](): 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 | Comprehension | Result date | Report paper | | --- | --- | --- | --- | | Hyper-KGGen+ | 92.35 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-KGGen | 91.9 | Not recorded | 699d30c56017c4460ffab812 | | HyperGraphRAG | 91.7 | Not recorded | 699d30c56017c4460ffab812 | | LightRAG | 91.5 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-RAG | 91.4 | Not recorded | 699d30c56017c4460ffab812 | | Cog-RAG | 91.1 | Not recorded | 699d30c56017c4460ffab812 | | HiRAG | 90.9 | Not recorded | 699d30c56017c4460ffab812 | | GraphRAG | 90.6 | Not recorded | 699d30c56017c4460ffab812 | | NativeRAG | 90.5 | Not recorded | 699d30c56017c4460ffab812 | ### Hyper-KGGen+ Comprehension: 92.35. Result ID: 699e4fff5698665ec40efef3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"learned skills":true}. This record does not assert independent reproduction. ### Hyper-KGGen Comprehension: 91.9. Result ID: 699e4fff5698665ec40efef2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"learned skills":false}. This record does not assert independent reproduction. ### HyperGraphRAG Comprehension: 91.7. Result ID: 699e4fff5698665ec40efef0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightRAG Comprehension: 91.5. Result ID: 699e4fff5698665ec40efeed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Hyper-RAG Comprehension: 91.4. Result ID: 699e4fff5698665ec40efeef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cog-RAG Comprehension: 91.1. Result ID: 699e4fff5698665ec40efef1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HiRAG Comprehension: 90.9. Result ID: 699e4fff5698665ec40efeee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphRAG Comprehension: 90.6. Result ID: 699e4fff5698665ec40efeec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NativeRAG Comprehension: 90.5. Result ID: 699e4fff5698665ec40efeeb. [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.