# Multi-Hop Question Answering on 2WikiMultihopQA (F1/EM) Source: [Multi-Hop Question Answering on 2WikiMultihopQA (F1/EM)]() Collection index: [llms.txt]() Data updated: 2026-06-09T07:21:35.532Z Evaluation of model performance on the 2WikiMultihopQA dataset for multi-hop question answering, reporting F1 score and Exact Match (EM) accuracy. 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 | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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](): Higher is better; unit: PERCENT. - [EM Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | HippoRAG | 70.33 | Not recorded | 6a0d400ff984739ed673778f | | QAFD-RAG | 69.41 | Not recorded | 6a0d400ff984739ed673778f | | Qwen3-4B-SFT-RLVR | 40.7 | Not recorded | 6a279df790966ade919bf60d | | Qwen3-4B | 40.5 | Not recorded | 6a279df790966ade919bf60d | | RAPTOR | 38.8 | Not recorded | 6a0d400ff984739ed673778f | | Qwen3-1.7B-SFT-RLVR | 20.1 | Not recorded | 6a279df790966ade919bf60d | | Qwen3-1.7B | 20 | Not recorded | 6a279df790966ade919bf60d | | GraphRAG | 15.2 | Not recorded | 6a0d400ff984739ed673778f | | LightRAG | 8.2 | Not recorded | 6a0d400ff984739ed673778f | ### HippoRAG F1 Score: 70.33. Result ID: 6a0d58c1fbc373592c04cd8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### QAFD-RAG F1 Score: 69.41. Result ID: 6a0d58c1fbc373592c04cd8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### Qwen3-4B-SFT-RLVR F1 Score: 40.7. Result ID: 6a27beeffbc373592c24191d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"4B","Training":"SFT-RLVR"}. This record does not assert independent reproduction. ### Qwen3-4B F1 Score: 40.5. Result ID: 6a27beeffbc373592c24191c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"4B"}. This record does not assert independent reproduction. ### RAPTOR F1 Score: 38.8. Result ID: 6a0d58c1fbc373592c04cd8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### Qwen3-1.7B-SFT-RLVR F1 Score: 20.1. Result ID: 6a27beeffbc373592c24191b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"1.7B","Training":"SFT-RLVR"}. This record does not assert independent reproduction. ### Qwen3-1.7B F1 Score: 20. Result ID: 6a27beeffbc373592c24191a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"1.7B"}. This record does not assert independent reproduction. ### GraphRAG F1 Score: 15.2. Result ID: 6a0d58c1fbc373592c04cd88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### LightRAG F1 Score: 8.2. Result ID: 6a0d58c1fbc373592c04cd89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.