# Multi-hop Question Answering on Mix Source: [Multi-hop Question Answering on Mix]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:46.329Z Evaluation of model performance on the Mix dataset for Multi-hop Question Answering, using F1, R-S, and G-E 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 | Multi-hop Question Answering | | Dataset (including any stated split) | Mix | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [R-S Metric](): Higher is better; unit: PERCENT. - [G-E Metric](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | PRoH | 79.69 | Not recorded | 68fa7c1b1e209131cea8c606 | | PRoH | 69.16 | Not recorded | 68fa7c1b1e209131cea8c606 | | HyperGraphRAG | 64.55 | Not recorded | 68fa7c1b1e209131cea8c606 | | PRoH-L | 61.19 | Not recorded | 68fa7c1b1e209131cea8c606 | | SC | 54.04 | Not recorded | 68fa7c1b1e209131cea8c606 | | PRoH-L | 53.81 | Not recorded | 68fa7c1b1e209131cea8c606 | | StandardRAG | 52.2 | Not recorded | 68fa7c1b1e209131cea8c606 | | COT | 50.48 | Not recorded | 68fa7c1b1e209131cea8c606 | | IO | 48.98 | Not recorded | 68fa7c1b1e209131cea8c606 | | HyperGraphRAG | 48.71 | Not recorded | 68fa7c1b1e209131cea8c606 | | StandardRAG | 43.2 | Not recorded | 68fa7c1b1e209131cea8c606 | | PathRAG | 37.07 | Not recorded | 68fa7c1b1e209131cea8c606 | | HippoRAG2 | 21.53 | Not recorded | 68fa7c1b1e209131cea8c606 | | LLM-only | 16.93 | Not recorded | 68fa7c1b1e209131cea8c606 | ### PRoH F1 Score: 79.69. Result ID: 699ae5805698665ec475afb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Full"}. This record does not assert independent reproduction. ### PRoH F1 Score: 69.16. Result ID: 699ae5805698665ec475afd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HyperGraphRAG F1 Score: 64.55. Result ID: 699ae5805698665ec475afb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PRoH-L F1 Score: 61.19. Result ID: 699ae5805698665ec475afb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Lightweight"}. This record does not assert independent reproduction. ### SC F1 Score: 54.04. Result ID: 699ae5805698665ec475afb1. [Reporting paper]() Recorded evaluation configuration: {"mode":"LLM-only"}. This record does not assert independent reproduction. ### PRoH-L F1 Score: 53.81. Result ID: 699ae5805698665ec475afd7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Light"}. This record does not assert independent reproduction. ### StandardRAG F1 Score: 52.2. Result ID: 699ae5805698665ec475afb2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COT F1 Score: 50.48. Result ID: 699ae5805698665ec475afb0. [Reporting paper]() Recorded evaluation configuration: {"mode":"LLM-only"}. This record does not assert independent reproduction. ### IO F1 Score: 48.98. Result ID: 699ae5805698665ec475afaf. [Reporting paper]() Recorded evaluation configuration: {"mode":"LLM-only"}. This record does not assert independent reproduction. ### HyperGraphRAG F1 Score: 48.71. Result ID: 699ae5805698665ec475afd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StandardRAG F1 Score: 43.2. Result ID: 699ae5805698665ec475afd3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PathRAG F1 Score: 37.07. Result ID: 699ae5805698665ec475afd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HippoRAG2 F1 Score: 21.53. Result ID: 699ae5805698665ec475afd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLM-only F1 Score: 16.93. Result ID: 699ae5805698665ec475afd2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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