# Multi-hop Question Answering on HotpotQA (EM, F1, Judge, Tokens, Cw) Source: [Multi-hop Question Answering on HotpotQA (EM, F1, Judge, Tokens, Cw)]() Collection index: [llms.txt]() Data updated: 2026-05-19T07:51:24.926Z Evaluation of model performance on the HotpotQA dataset for multi-hop question answering, reporting Exact Match (EM), F1 score, Judge score, token usage, and context word count (Cw). 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 | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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: PERCENT. - [F1](): Higher is better; unit: PERCENT. - [Judge Score](): Higher is better; unit: PERCENT. - [Tokens (M)](): Lower is better; unit: SIZE. - [Context Words (Cw)](): Lower is better; unit: SIZE. ## Recorded results | Method | EM | Result date | Report paper | | --- | --- | --- | --- | | IRCoT + HippoRAG2 | 67.8 | Not recorded | 6a0bee6adbc836b87d82c241 | | GRASP | 62.7 | Not recorded | 6a0bee6adbc836b87d82c241 | | GeAR | 55.7 | Not recorded | 6a0bee6adbc836b87d82c241 | | GRASP | 54 | Not recorded | 6a0bee6adbc836b87d82c241 | | GraphReader | 51.5 | Not recorded | 6a0bee6adbc836b87d82c241 | | GraphReader | 48.5 | Not recorded | 6a0bee6adbc836b87d82c241 | | ReadAgent | 44.5 | Not recorded | 6a0bee6adbc836b87d82c241 | ### IRCoT + HippoRAG2 EM: 67.8. Result ID: 6a0c15f6fbc373592c01e703. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Retrieval"}. This record does not assert independent reproduction. ### GRASP EM: 62.7. Result ID: 6a0c15f6fbc373592c01e702. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Retrieval"}. This record does not assert independent reproduction. ### GeAR EM: 55.7. Result ID: 6a0c15f6fbc373592c01e704. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Retrieval"}. This record does not assert independent reproduction. ### GRASP EM: 54. Result ID: 6a0c15f6fbc373592c01e705. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Extended Ctx."}. This record does not assert independent reproduction. ### GraphReader EM: 51.5. Result ID: 6a0c15f6fbc373592c01e706. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Extended Ctx."}. This record does not assert independent reproduction. ### GraphReader EM: 48.5. Result ID: 6a0c15f6fbc373592c01e707. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Extended Ctx.","N":"1"}. This record does not assert independent reproduction. ### ReadAgent EM: 44.5. Result ID: 6a0c15f6fbc373592c01e708. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Extended Ctx."}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.