# Multi-Hop Question Answering on Bamboogle 2018 Wikipedia dump (dev) Source: [Multi-Hop Question Answering on Bamboogle 2018 Wikipedia dump (dev)]() Collection index: [llms.txt]() Data updated: 2026-03-13T07:38:13.766Z Evaluation of model performance on the development split of the Bamboogle 2018 Wikipedia dump dataset for Multi-Hop Question Answering, typically measured using Accuracy. 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) | Bamboogle 2018 Wikipedia dump (dev) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MR-Search | 45.2 | Not recorded | 69b399e30636e5bf4afbc884 | | StepResearch | 43.5 | Not recorded | 69b399e30636e5bf4afbc884 | | Search-R1 | 40 | Not recorded | 69b399e30636e5bf4afbc884 | | ReSearch | 37.6 | Not recorded | 69b399e30636e5bf4afbc884 | | PPRM | 35.5 | Not recorded | 69b399e30636e5bf4afbc884 | | MR-Search | 34.4 | Not recorded | 69b399e30636e5bf4afbc884 | | StepResearch | 32.5 | Not recorded | 69b399e30636e5bf4afbc884 | | Search-o1 | 32 | Not recorded | 69b399e30636e5bf4afbc884 | | Search-o1 | 29.6 | Not recorded | 69b399e30636e5bf4afbc884 | | PPRM | 28 | Not recorded | 69b399e30636e5bf4afbc884 | | Search-R1 | 17.6 | Not recorded | 69b399e30636e5bf4afbc884 | | Direct Inference | 12 | Not recorded | 69b399e30636e5bf4afbc884 | | ReSearch | 11.5 | Not recorded | 69b399e30636e5bf4afbc884 | | Direct Inference | 2.4 | Not recorded | 69b399e30636e5bf4afbc884 | ### MR-Search Accuracy: 45.2. Result ID: 69b3be9647f34ce9249d6e21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b"}. This record does not assert independent reproduction. ### StepResearch Accuracy: 43.5. Result ID: 69b3be9647f34ce9249d6e20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b"}. This record does not assert independent reproduction. ### Search-R1 Accuracy: 40. Result ID: 69b3be9647f34ce9249d6e1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b"}. This record does not assert independent reproduction. ### ReSearch Accuracy: 37.6. Result ID: 69b3be9647f34ce9249d6e1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b"}. This record does not assert independent reproduction. ### PPRM Accuracy: 35.5. Result ID: 69b3be9647f34ce9249d6e1f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b"}. This record does not assert independent reproduction. ### MR-Search Accuracy: 34.4. Result ID: 69b3be9647f34ce9249d6e1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-3b"}. This record does not assert independent reproduction. ### StepResearch Accuracy: 32.5. Result ID: 69b3be9647f34ce9249d6e19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-3b"}. This record does not assert independent reproduction. ### Search-o1 Accuracy: 32. Result ID: 69b3be9647f34ce9249d6e15. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-3b"}. This record does not assert independent reproduction. ### Search-o1 Accuracy: 29.6. Result ID: 69b3be9647f34ce9249d6e1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b"}. This record does not assert independent reproduction. ### PPRM Accuracy: 28. Result ID: 69b3be9647f34ce9249d6e18. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-3b"}. This record does not assert independent reproduction. ### Search-R1 Accuracy: 17.6. Result ID: 69b3be9647f34ce9249d6e17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-3b"}. This record does not assert independent reproduction. ### Direct Inference Accuracy: 12. Result ID: 69b3be9647f34ce9249d6e1b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b"}. This record does not assert independent reproduction. ### ReSearch Accuracy: 11.5. Result ID: 69b3be9647f34ce9249d6e16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-3b"}. This record does not assert independent reproduction. ### Direct Inference Accuracy: 2.4. Result ID: 69b3be9647f34ce9249d6e14. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-3b"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.