# Multi-hop Question Answering on MuSiQue (EM, F1, P, R) Source: [Multi-hop Question Answering on MuSiQue (EM, F1, P, R)]() Collection index: [llms.txt]() Data updated: 2026-04-21T10:25:39.793Z Evaluation of model performance on the MuSiQue dataset for Multi-hop Question Answering, measured using Exact Match (EM), F1 score, Precision (P), and Recall (R). 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 | Exact Match (EM) | | 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 - [Exact Match (EM)](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Precision (P)](): Higher is better; unit: PERCENT. - [Recall (R)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Exact Match (EM) | Result date | Report paper | | --- | --- | --- | --- | | STRIDE-FT | 35 | Not recorded | 69e704a17d0172140ec7edb1 | | STRIDE | 33 | Not recorded | 69e704a17d0172140ec7edb1 | | STRIDE | 28.8 | Not recorded | 69e704a17d0172140ec7edb1 | | DualRAG | 27.7 | Not recorded | 69e704a17d0172140ec7edb1 | | GenGround | 23 | Not recorded | 69e704a17d0172140ec7edb1 | | DualRAG | 22.9 | Not recorded | 69e704a17d0172140ec7edb1 | | GenGround | 21.8 | Not recorded | 69e704a17d0172140ec7edb1 | | RAG w/ CoT | 18.6 | Not recorded | 69e704a17d0172140ec7edb1 | | SelfAsk | 16.6 | Not recorded | 69e704a17d0172140ec7edb1 | | Iter-RetGen | 15.6 | Not recorded | 69e704a17d0172140ec7edb1 | | Iter-RetGen | 14.8 | Not recorded | 69e704a17d0172140ec7edb1 | | RAG w/ CoT | 14.4 | Not recorded | 69e704a17d0172140ec7edb1 | | CoT | 12 | Not recorded | 69e704a17d0172140ec7edb1 | | CoT | 4.5 | Not recorded | 69e704a17d0172140ec7edb1 | ### STRIDE-FT Exact Match (EM): 35. Result ID: 69e74fa047f34ce924ce32bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"true"}. This record does not assert independent reproduction. ### STRIDE Exact Match (EM): 33. Result ID: 69e74fa047f34ce924ce32b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### STRIDE Exact Match (EM): 28.8. Result ID: 69e74fa047f34ce924ce32bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### DualRAG Exact Match (EM): 27.7. Result ID: 69e74fa047f34ce924ce32b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### GenGround Exact Match (EM): 23. Result ID: 69e74fa047f34ce924ce32b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### DualRAG Exact Match (EM): 22.9. Result ID: 69e74fa047f34ce924ce32ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### GenGround Exact Match (EM): 21.8. Result ID: 69e74fa047f34ce924ce32b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### RAG w/ CoT Exact Match (EM): 18.6. Result ID: 69e74fa047f34ce924ce32b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### SelfAsk Exact Match (EM): 16.6. Result ID: 69e74fa047f34ce924ce32b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### Iter-RetGen Exact Match (EM): 15.6. Result ID: 69e74fa047f34ce924ce32b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### Iter-RetGen Exact Match (EM): 14.8. Result ID: 69e74fa047f34ce924ce32b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### RAG w/ CoT Exact Match (EM): 14.4. Result ID: 69e74fa047f34ce924ce32b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### CoT Exact Match (EM): 12. Result ID: 69e74fa047f34ce924ce32af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### CoT Exact Match (EM): 4.5. Result ID: 69e74fa047f34ce924ce32b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.