# Multi-hop Question Answering on 2WikiMultiHopQA in-domain (test) Source: [Multi-hop Question Answering on 2WikiMultiHopQA in-domain (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:25.137Z Evaluation of model performance on the in-domain test split of the 2WikiMultiHopQA 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) | 2WikiMultiHopQA in-domain (test) | | Metric | Accuracy (Response) | | 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 (Response)](): Higher is better; unit: PERCENT. - [Accuracy (Label)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Response) | Result date | Report paper | | --- | --- | --- | --- | | DLLM-Searcher | 69.8 | Not recorded | 698abbaac97a0b3e3b5ddffe | | R1Searcher | 59.6 | Not recorded | 698abbaac97a0b3e3b5ddffe | | WebSailor | 59.4 | Not recorded | 698abbaac97a0b3e3b5ddffe | | ReARTeR | 55.4 | Not recorded | 698abbaac97a0b3e3b5ddffe | | CR-Planner | 48.2 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Search-o1 | 47 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Search-R1 | 46 | Not recorded | 698abbaac97a0b3e3b5ddffe | | LLaDA | 42 | Not recorded | 698abbaac97a0b3e3b5ddffe | | IRCoT | 41 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Iter-RetGen | 32.4 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Adaptive-RAG | 27.8 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Selective-Context | 27.4 | Not recorded | 698abbaac97a0b3e3b5ddffe | | SuRe | 22.2 | Not recorded | 698abbaac97a0b3e3b5ddffe | | Dream | 13.6 | Not recorded | 698abbaac97a0b3e3b5ddffe | ### DLLM-Searcher Accuracy (Response): 69.8. Result ID: 699607945698665ec43efdae. [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 (Response): 59.6. Result ID: 699607945698665ec43efdab. [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 (Response): 59.4. Result ID: 699607945698665ec43efdaa. [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 (Response): 55.4. Result ID: 699607945698665ec43efda7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### CR-Planner Accuracy (Response): 48.2. Result ID: 699607945698665ec43efda6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### Search-o1 Accuracy (Response): 47. Result ID: 699607945698665ec43efda8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"ARM-based LLMs Agent"}. This record does not assert independent reproduction. ### Search-R1 Accuracy (Response): 46. Result ID: 699607945698665ec43efda9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"ARM-based LLMs Agent"}. This record does not assert independent reproduction. ### LLaDA Accuracy (Response): 42. Result ID: 699607945698665ec43efdad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"dLLMs Agent","paradigm":"ReAct","acceleration":"Fast-dLLM"}. This record does not assert independent reproduction. ### IRCoT Accuracy (Response): 41. Result ID: 699607945698665ec43efda4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### Iter-RetGen Accuracy (Response): 32.4. Result ID: 699607945698665ec43efda5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### Adaptive-RAG Accuracy (Response): 27.8. Result ID: 699607945698665ec43efda3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### Selective-Context Accuracy (Response): 27.4. Result ID: 699607945698665ec43efda2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### SuRe Accuracy (Response): 22.2. Result ID: 699607945698665ec43efda1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG"}. This record does not assert independent reproduction. ### Dream Accuracy (Response): 13.6. Result ID: 699607945698665ec43efdac. [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.