# Multi-hop Question Answering on Bamboogle out-of-domain (test) Source: [Multi-hop Question Answering on Bamboogle out-of-domain (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:24.302Z Evaluation of model performance on the test split of the Bamboogle out-of-domain evaluation set 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) | Bamboogle out-of-domain (test) | | Metric | Accuracy (R) | | 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 (R)](): Higher is better; unit: PERCENT. - [Accuracy (L)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (R) | Result date | Report paper | | --- | --- | --- | --- | | DLLM-Searcher | 68.8 | Not recorded | 698abbaac97a0b3e3b5ddffe | | R1Searcher | 66.4 | Not recorded | 698abbaac97a0b3e3b5ddffe | | WebSailor | 57.6 | Not recorded | 698abbaac97a0b3e3b5ddffe | | ReARTeR | 49.6 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Search-o1 | 49.6 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Search-R1 | 47.2 | Not recorded | 698abbaac97a0b3e3b5ddffe | | LLaDA | 46.4 | Not recorded | 698abbaac97a0b3e3b5ddffe | | CR-Planner | 35.2 | Not recorded | 698abbaac97a0b3e3b5ddffe | | IRCoT | 32 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Iter-RetGen | 26.4 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Adaptive-RAG | 21.6 | Not recorded | 698abbaac97a0b3e3b5ddffe | | SuRe | 17.6 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Selective-Context | 15.2 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Dream | 12 | Not recorded | 698abbaac97a0b3e3b5ddffe | ### DLLM-Searcher Accuracy (R): 68.8. Result ID: 699607945698665ec43efdbc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"dLLMs Agent","paradigm":"P-ReAct","training":"VRPO","backbone":"SDAR"}. This record does not assert independent reproduction. ### R1Searcher Accuracy (R): 66.4. Result ID: 699607945698665ec43efdb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"ARM-based LLMs Agent","setup":"modified (5.1.3)","search\_mode":"best of local/Google search"}. This record does not assert independent reproduction. ### WebSailor Accuracy (R): 57.6. Result ID: 699607945698665ec43efdb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"ARM-based LLMs Agent","setup":"modified (5.1.3)","tools":"search only"}. This record does not assert independent reproduction. ### ReARTeR Accuracy (R): 49.6. Result ID: 699607945698665ec43efdb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### Search-o1 Accuracy (R): 49.6. Result ID: 699607945698665ec43efdb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"ARM-based LLMs Agent"}. This record does not assert independent reproduction. ### Search-R1 Accuracy (R): 47.2. Result ID: 699607945698665ec43efdb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"ARM-based LLMs Agent"}. This record does not assert independent reproduction. ### LLaDA Accuracy (R): 46.4. Result ID: 699607945698665ec43efdbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"dLLMs Agent","paradigm":"ReAct","acceleration":"Fast-dLLM"}. This record does not assert independent reproduction. ### CR-Planner Accuracy (R): 35.2. Result ID: 699607945698665ec43efdb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### IRCoT Accuracy (R): 32. Result ID: 699607945698665ec43efdb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### Iter-RetGen Accuracy (R): 26.4. Result ID: 699607945698665ec43efdb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### Adaptive-RAG Accuracy (R): 21.6. Result ID: 699607945698665ec43efdb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### SuRe Accuracy (R): 17.6. Result ID: 699607945698665ec43efdaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### Selective-Context Accuracy (R): 15.2. Result ID: 699607945698665ec43efdb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### Dream Accuracy (R): 12. Result ID: 699607945698665ec43efdba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"dLLMs Agent","paradigm":"ReAct","acceleration":"Fast-dLLM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.