# Multi-hop Question Answering on CS Source: [Multi-hop Question Answering on CS]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:46.295Z Evaluation of model performance on the CS dataset for multi-hop question answering. 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) | CS | | 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 Score](): Higher is better; unit: SCALAR. - [G-E Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | PRoH | 74.83 | Not recorded | 68fa7c1b1e209131cea8c606 | | PRoH-L | 62.11 | Not recorded | 68fa7c1b1e209131cea8c606 | | PRoH | 54.15 | Not recorded | 68fa7c1b1e209131cea8c606 | | PRoH-L | 46.61 | Not recorded | 68fa7c1b1e209131cea8c606 | | SC | 46.42 | Not recorded | 68fa7c1b1e209131cea8c606 | | COT | 42.41 | Not recorded | 68fa7c1b1e209131cea8c606 | | IO | 39.27 | Not recorded | 68fa7c1b1e209131cea8c606 | | HyperGraphRAG | 31.3 | Not recorded | 68fa7c1b1e209131cea8c606 | | HyperGraphRAG | 29.95 | Not recorded | 68fa7c1b1e209131cea8c606 | | StandardRAG | 28.93 | Not recorded | 68fa7c1b1e209131cea8c606 | | StandardRAG | 27.34 | Not recorded | 68fa7c1b1e209131cea8c606 | | PathRAG | 26.73 | Not recorded | 68fa7c1b1e209131cea8c606 | | LLM-only | 18.65 | Not recorded | 68fa7c1b1e209131cea8c606 | | HippoRAG2 | 17.34 | Not recorded | 68fa7c1b1e209131cea8c606 | ### PRoH F1 Score: 74.83. Result ID: 699ae5805698665ec475afa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Full"}. This record does not assert independent reproduction. ### PRoH-L F1 Score: 62.11. Result ID: 699ae5805698665ec475afa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Lightweight"}. This record does not assert independent reproduction. ### PRoH F1 Score: 54.15. Result ID: 699ae5805698665ec475afca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PRoH-L F1 Score: 46.61. Result ID: 699ae5805698665ec475afc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Light"}. This record does not assert independent reproduction. ### SC F1 Score: 46.42. Result ID: 699ae5805698665ec475afa3. [Reporting paper]() Recorded evaluation configuration: {"mode":"LLM-only"}. This record does not assert independent reproduction. ### COT F1 Score: 42.41. Result ID: 699ae5805698665ec475afa2. [Reporting paper]() Recorded evaluation configuration: {"mode":"LLM-only"}. This record does not assert independent reproduction. ### IO F1 Score: 39.27. Result ID: 699ae5805698665ec475afa1. [Reporting paper]() Recorded evaluation configuration: {"mode":"LLM-only"}. This record does not assert independent reproduction. ### HyperGraphRAG F1 Score: 31.3. Result ID: 699ae5805698665ec475afc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HyperGraphRAG F1 Score: 29.95. Result ID: 699ae5805698665ec475afa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StandardRAG F1 Score: 28.93. Result ID: 699ae5805698665ec475afc5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StandardRAG F1 Score: 27.34. Result ID: 699ae5805698665ec475afa4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PathRAG F1 Score: 26.73. Result ID: 699ae5805698665ec475afc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLM-only F1 Score: 18.65. Result ID: 699ae5805698665ec475afc4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HippoRAG2 F1 Score: 17.34. Result ID: 699ae5805698665ec475afc7. [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.