# Single-Hop Question Answering on Natural Questions (NQ) Source: [Single-Hop Question Answering on Natural Questions (NQ)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:32.182Z Evaluation of model performance on the Natural Questions (NQ) dataset specifically for single-hop question answering tasks, measured using Avg@4. 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 | Single-Hop Question Answering | | Dataset (including any stated split) | Natural Questions (NQ) | | Metric | Avg@4 | | 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 - [Avg@4](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg@4 | Result date | Report paper | | --- | --- | --- | --- | | OWL-8B | 64 | Not recorded | 6984242fa8b01e76cc8ee83b | | SingleSeek-R1-4B | 58.8 | Not recorded | 6984242fa8b01e76cc8ee83b | | AgentFlow-7B | 58.5 | Not recorded | 6984242fa8b01e76cc8ee83b | | WIDESEEK-R1-4B | 56.1 | Not recorded | 6984242fa8b01e76cc8ee83b | | ASearcher-7B | 54.5 | Not recorded | 6984242fa8b01e76cc8ee83b | | MiroFlow-8B | 50.9 | Not recorded | 6984242fa8b01e76cc8ee83b | | Search-R1-7B | 49.9 | Not recorded | 6984242fa8b01e76cc8ee83b | | Qwen3-4B | 49.6 | Not recorded | 6984242fa8b01e76cc8ee83b | | Qwen3-4B | 48.5 | Not recorded | 6984242fa8b01e76cc8ee83b | ### OWL-8B Avg@4: 64. Result ID: 699604dc5698665ec43bcbc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Multi-Agent System"}. This record does not assert independent reproduction. ### SingleSeek-R1-4B Avg@4: 58.8. Result ID: 699604dc5698665ec43bcbbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Single Agent"}. This record does not assert independent reproduction. ### AgentFlow-7B Avg@4: 58.5. Result ID: 699604dc5698665ec43bcbc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Multi-Agent System"}. This record does not assert independent reproduction. ### WIDESEEK-R1-4B Avg@4: 56.1. Result ID: 699604dc5698665ec43bcbbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Multi-Agent System"}. This record does not assert independent reproduction. ### ASearcher-7B Avg@4: 54.5. Result ID: 699604dc5698665ec43bcbbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Single Agent"}. This record does not assert independent reproduction. ### MiroFlow-8B Avg@4: 50.9. Result ID: 699604dc5698665ec43bcbc3. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Multi-Agent System"}. This record does not assert independent reproduction. ### Search-R1-7B Avg@4: 49.9. Result ID: 699604dc5698665ec43bcbbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Single Agent"}. This record does not assert independent reproduction. ### Qwen3-4B Avg@4: 49.6. Result ID: 699604dc5698665ec43bcbc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Multi-Agent System"}. This record does not assert independent reproduction. ### Qwen3-4B Avg@4: 48.5. Result ID: 699604dc5698665ec43bcbbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Single Agent"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.