# Multi-hop Question Answering on HotpotQA (EM, F1, P, R) Source: [Multi-hop Question Answering on HotpotQA (EM, F1, P, R)]() Collection index: [llms.txt]() Data updated: 2026-04-21T10:25:39.753Z Evaluation of model performance on the HotpotQA dataset for multi-hop question answering, reporting 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) | HotpotQA | | Metric | EM | | Unit | SCALAR | | 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 - [EM](): Higher is better; unit: SCALAR. - [F1 Score](): Higher is better; unit: SCALAR. - [Precision](): Higher is better; unit: SCALAR. - [Recall](): Higher is better; unit: SCALAR. ## Recorded results | Method | EM | Result date | Report paper | | --- | --- | --- | --- | | STRIDE-FT | 0.601 | Not recorded | 69e704a17d0172140ec7edb1 | | DualRAG | 0.578 | Not recorded | 69e704a17d0172140ec7edb1 | | STRIDE | 0.564 | Not recorded | 69e704a17d0172140ec7edb1 | | DualRAG | 0.552 | Not recorded | 69e704a17d0172140ec7edb1 | | Iter-RetGen | 0.551 | Not recorded | 69e704a17d0172140ec7edb1 | | STRIDE | 0.549 | Not recorded | 69e704a17d0172140ec7edb1 | | GenGround | 0.523 | Not recorded | 69e704a17d0172140ec7edb1 | | RAG w/ CoT | 0.522 | Not recorded | 69e704a17d0172140ec7edb1 | | Iter-RetGen | 0.519 | Not recorded | 69e704a17d0172140ec7edb1 | | RAG w/ CoT | 0.501 | Not recorded | 69e704a17d0172140ec7edb1 | | GenGround | 0.48 | Not recorded | 69e704a17d0172140ec7edb1 | | SelfAsk | 0.449 | Not recorded | 69e704a17d0172140ec7edb1 | | CoT | 0.346 | Not recorded | 69e704a17d0172140ec7edb1 | | CoT | 0.22 | Not recorded | 69e704a17d0172140ec7edb1 | ### STRIDE-FT EM: 0.601. Result ID: 69e74fa047f34ce924ce32ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"true"}. This record does not assert independent reproduction. ### DualRAG EM: 0.578. Result ID: 69e74fa047f34ce924ce32a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### STRIDE EM: 0.564. Result ID: 69e74fa047f34ce924ce32a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### DualRAG EM: 0.552. Result ID: 69e74fa047f34ce924ce32ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### Iter-RetGen EM: 0.551. Result ID: 69e74fa047f34ce924ce32a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### STRIDE EM: 0.549. Result ID: 69e74fa047f34ce924ce32ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### GenGround EM: 0.523. Result ID: 69e74fa047f34ce924ce32ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### RAG w/ CoT EM: 0.522. Result ID: 69e74fa047f34ce924ce32a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### Iter-RetGen EM: 0.519. Result ID: 69e74fa047f34ce924ce32aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### RAG w/ CoT EM: 0.501. Result ID: 69e74fa047f34ce924ce32a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### GenGround EM: 0.48. Result ID: 69e74fa047f34ce924ce32a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### SelfAsk EM: 0.449. Result ID: 69e74fa047f34ce924ce32a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Fine-tuning":"false"}. This record does not assert independent reproduction. ### CoT EM: 0.346. Result ID: 69e74fa047f34ce924ce32a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Fine-tuning":"false"}. This record does not assert independent reproduction. ### CoT EM: 0.22. Result ID: 69e74fa047f34ce924ce32a7. [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.