# Complex query answering on Warden Alert Inductive 66% qualifier coverage Source: [Complex query answering on Warden Alert Inductive 66% qualifier coverage]() Collection index: [llms.txt]() Data updated: 2026-04-06T08:54:21.387Z Evaluation of Complex Query Answering performance on the Warden Alert Inductive dataset variant configured with 66% qualifier coverage, using ranking metrics such as MR, MRR, and Hits@K. 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 | Complex query answering | | Dataset (including any stated split) | Warden Alert Inductive 66% qualifier coverage | | Metric | Mean Rank (MR) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 8 of 8 | | 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 - [Mean Rank (MR)](): Lower is better; unit: SCALAR. - [MRR](): Higher is better; unit: PERCENT. - [Hits@1](): Higher is better; unit: PERCENT. - [Hits@3](): Higher is better; unit: PERCENT. - [Hits@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean Rank (MR) | Result date | Report paper | | --- | --- | --- | --- | | HR-NBFNet-CQ | 28.05 | Not recorded | 69d33df37d0172140ec7363a | | StarQE | 31.965 | Not recorded | 69d33df37d0172140ec7363a | | HR-NBFNet-CQ | 40.435 | Not recorded | 69d33df37d0172140ec7363a | | HR-NBFNet-CQ | 48.165 | Not recorded | 69d33df37d0172140ec7363a | | StarQE | 51.25 | Not recorded | 69d33df37d0172140ec7363a | | StarQE | 79.305 | Not recorded | 69d33df37d0172140ec7363a | | StarQE | 84.645 | Not recorded | 69d33df37d0172140ec7363a | | HR-NBFNet-CQ | 139.25 | Not recorded | 69d33df37d0172140ec7363a | ### HR-NBFNet-CQ Mean Rank (MR): 28.05. Result ID: 69d374bb47f34ce924bb6c31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2i"}. This record does not assert independent reproduction. ### StarQE Mean Rank (MR): 31.965. Result ID: 69d374bb47f34ce924bb6c2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2i"}. This record does not assert independent reproduction. ### HR-NBFNet-CQ Mean Rank (MR): 40.435. Result ID: 69d374bb47f34ce924bb6c2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"1p"}. This record does not assert independent reproduction. ### HR-NBFNet-CQ Mean Rank (MR): 48.165. Result ID: 69d374bb47f34ce924bb6c32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2u"}. This record does not assert independent reproduction. ### StarQE Mean Rank (MR): 51.25. Result ID: 69d374bb47f34ce924bb6c2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2p"}. This record does not assert independent reproduction. ### StarQE Mean Rank (MR): 79.305. Result ID: 69d374bb47f34ce924bb6c2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"1p"}. This record does not assert independent reproduction. ### StarQE Mean Rank (MR): 84.645. Result ID: 69d374bb47f34ce924bb6c2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2u"}. This record does not assert independent reproduction. ### HR-NBFNet-CQ Mean Rank (MR): 139.25. Result ID: 69d374bb47f34ce924bb6c30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2p"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.