# Multi-Hop Question Answering on MuSiQue (F1 score) Source: [Multi-Hop Question Answering on MuSiQue (F1 score)]() Collection index: [llms.txt]() Data updated: 2026-06-30T06:32:43.925Z Evaluation of model performance on the MuSiQue dataset for Multi-Hop Question Answering, reporting the F1 score. 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) | MuSiQue | | Metric | F1 Score (MuSiQue) | | 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 (MuSiQue)](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score (MuSiQue) | Result date | Report paper | | --- | --- | --- | --- | | SemFlowRAG | 51.4 | Not recorded | 6a434d72ba73165dbb74383b | | HippoRAG 2 | 48.6 | Not recorded | 6a434d72ba73165dbb74383b | | HippoRAG 2 (reproduced) | 48.6 | Not recorded | 6a434d72ba73165dbb74383b | | NV-Embed-v2 (7B) | 45.7 | Not recorded | 6a434d72ba73165dbb74383b | | GritLM-7B | 44.8 | Not recorded | 6a434d72ba73165dbb74383b | | GTE-Qwen2-7B-Instruct | 40.9 | Not recorded | 6a434d72ba73165dbb74383b | | GraphRAG | 38.5 | Not recorded | 6a434d72ba73165dbb74383b | | HippoRAG | 35.1 | Not recorded | 6a434d72ba73165dbb74383b | | GTR | 34.6 | Not recorded | 6a434d72ba73165dbb74383b | | Contriever | 31.3 | Not recorded | 6a434d72ba73165dbb74383b | | RAPTOR | 28.9 | Not recorded | 6a434d72ba73165dbb74383b | | BM25 | 28.8 | Not recorded | 6a434d72ba73165dbb74383b | | Llama-3.3-70B-Instruct w/o Retrieval | 26.1 | Not recorded | 6a434d72ba73165dbb74383b | | LightRAG | 1.6 | Not recorded | 6a434d72ba73165dbb74383b | ### SemFlowRAG F1 Score (MuSiQue): 51.4. Result ID: 6a4362f0fbc373592c92a41c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction. ### HippoRAG 2 F1 Score (MuSiQue): 48.6. Result ID: 6a4362f0fbc373592c92a41a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction. ### HippoRAG 2 (reproduced) F1 Score (MuSiQue): 48.6. Result ID: 6a4362f0fbc373592c92a41b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Representation":"Structured","Reproduction Status":"reproduced"}. This record does not assert independent reproduction. ### NV-Embed-v2 (7B) F1 Score (MuSiQue): 45.7. Result ID: 6a4362f0fbc373592c92a415. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Representation":"Embedding-based"}. This record does not assert independent reproduction. ### GritLM-7B F1 Score (MuSiQue): 44.8. Result ID: 6a4362f0fbc373592c92a414. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Representation":"Embedding-based"}. This record does not assert independent reproduction. ### GTE-Qwen2-7B-Instruct F1 Score (MuSiQue): 40.9. Result ID: 6a4362f0fbc373592c92a413. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Representation":"Embedding-based"}. This record does not assert independent reproduction. ### GraphRAG F1 Score (MuSiQue): 38.5. Result ID: 6a4362f0fbc373592c92a417. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction. ### HippoRAG F1 Score (MuSiQue): 35.1. Result ID: 6a4362f0fbc373592c92a419. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction. ### GTR F1 Score (MuSiQue): 34.6. Result ID: 6a4362f0fbc373592c92a412. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Knowledge Representation":"Unstructured"}. This record does not assert independent reproduction. ### Contriever F1 Score (MuSiQue): 31.3. Result ID: 6a4362f0fbc373592c92a411. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Knowledge Representation":"Unstructured"}. This record does not assert independent reproduction. ### RAPTOR F1 Score (MuSiQue): 28.9. Result ID: 6a4362f0fbc373592c92a416. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction. ### BM25 F1 Score (MuSiQue): 28.8. Result ID: 6a4362f0fbc373592c92a410. [Reporting paper]() Recorded evaluation configuration: {"Knowledge Representation":"Unstructured"}. This record does not assert independent reproduction. ### Llama-3.3-70B-Instruct w/o Retrieval F1 Score (MuSiQue): 26.1. Result ID: 6a4362f0fbc373592c92a40f. [Reporting paper]() Recorded evaluation configuration: {"Knowledge Representation":"Unstructured","Retrieval":"w/o Retrieval"}. This record does not assert independent reproduction. ### LightRAG F1 Score (MuSiQue): 1.6. Result ID: 6a4362f0fbc373592c92a418. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.