# Multi-hop Question Answering on Agriculture Source: [Multi-hop Question Answering on Agriculture]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:46.276Z Evaluation of model performance on the Agriculture dataset for multi-hop question answering tasks, reporting F1, R-S, and G-E 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 | Multi-hop Question Answering | | Dataset (including any stated split) | Agriculture | | 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 Score](): Lower is better; unit: SCALAR. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | PRoH | 81.01 | Not recorded | 68fa7c1b1e209131cea8c606 | | PRoH-L | 70.02 | Not recorded | 68fa7c1b1e209131cea8c606 | | PRoH | 56.67 | Not recorded | 68fa7c1b1e209131cea8c606 | | HyperGraphRAG | 52.4 | Not recorded | 68fa7c1b1e209131cea8c606 | | PRoH-L | 50.47 | Not recorded | 68fa7c1b1e209131cea8c606 | | StandardRAG | 48 | Not recorded | 68fa7c1b1e209131cea8c606 | | SC | 37.49 | Not recorded | 68fa7c1b1e209131cea8c606 | | COT | 34.32 | Not recorded | 68fa7c1b1e209131cea8c606 | | HyperGraphRAG | 33.89 | Not recorded | 68fa7c1b1e209131cea8c606 | | IO | 30.95 | Not recorded | 68fa7c1b1e209131cea8c606 | | StandardRAG | 27.43 | Not recorded | 68fa7c1b1e209131cea8c606 | | PathRAG | 21.3 | Not recorded | 68fa7c1b1e209131cea8c606 | | LLM-only | 12.74 | Not recorded | 68fa7c1b1e209131cea8c606 | | HippoRAG2 | 12.63 | Not recorded | 68fa7c1b1e209131cea8c606 | ### PRoH F1 Score: 81.01. Result ID: 699ae5805698665ec475afa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Full"}. This record does not assert independent reproduction. ### PRoH-L F1 Score: 70.02. Result ID: 699ae5805698665ec475af9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Lightweight"}. This record does not assert independent reproduction. ### PRoH F1 Score: 56.67. Result ID: 699ae5805698665ec475afc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HyperGraphRAG F1 Score: 52.4. Result ID: 699ae5805698665ec475af9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PRoH-L F1 Score: 50.47. Result ID: 699ae5805698665ec475afc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Light"}. This record does not assert independent reproduction. ### StandardRAG F1 Score: 48. Result ID: 699ae5805698665ec475af9d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SC F1 Score: 37.49. Result ID: 699ae5805698665ec475af9c. [Reporting paper]() Recorded evaluation configuration: {"mode":"LLM-only"}. This record does not assert independent reproduction. ### COT F1 Score: 34.32. Result ID: 699ae5805698665ec475af9b. [Reporting paper]() Recorded evaluation configuration: {"mode":"LLM-only"}. This record does not assert independent reproduction. ### HyperGraphRAG F1 Score: 33.89. Result ID: 699ae5805698665ec475afc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IO F1 Score: 30.95. Result ID: 699ae5805698665ec475af9a. [Reporting paper]() Recorded evaluation configuration: {"mode":"LLM-only"}. This record does not assert independent reproduction. ### StandardRAG F1 Score: 27.43. Result ID: 699ae5805698665ec475afbe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PathRAG F1 Score: 21.3. Result ID: 699ae5805698665ec475afbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLM-only F1 Score: 12.74. Result ID: 699ae5805698665ec475afbd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HippoRAG2 F1 Score: 12.63. Result ID: 699ae5805698665ec475afc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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