# Complex Query Answering on Warden Alert (Transductive, 33% qualifier coverage) Source: [Complex Query Answering on Warden Alert (Transductive, 33% qualifier coverage)]() Collection index: [llms.txt]() Data updated: 2026-04-06T08:54:21.460Z Evaluation of Complex Query Answering performance on the Warden Alert dataset using the Transductive setting, specifically focusing on results where 33% of qualifiers were covered. Metrics include 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 (Transductive, 33% 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. - [Mean Reciprocal Rank (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 | | --- | --- | --- | --- | | StarQE | 6.75 | Not recorded | 69d33df37d0172140ec7363a | | HR-NBFNet-CQ | 12.25 | Not recorded | 69d33df37d0172140ec7363a | | HR-NBFNet-CQ | 19.39 | Not recorded | 69d33df37d0172140ec7363a | | StarQE | 25.495 | Not recorded | 69d33df37d0172140ec7363a | | HR-NBFNet-CQ | 29.955 | Not recorded | 69d33df37d0172140ec7363a | | HR-NBFNet-CQ | 37.405 | Not recorded | 69d33df37d0172140ec7363a | | StarQE | 42.975 | Not recorded | 69d33df37d0172140ec7363a | | StarQE | 51.21 | Not recorded | 69d33df37d0172140ec7363a | ### StarQE Mean Rank (MR): 6.75. Result ID: 69d374bb47f34ce924bb6c3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2p"}. This record does not assert independent reproduction. ### HR-NBFNet-CQ Mean Rank (MR): 12.25. Result ID: 69d374bb47f34ce924bb6c40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2p"}. This record does not assert independent reproduction. ### HR-NBFNet-CQ Mean Rank (MR): 19.39. Result ID: 69d374bb47f34ce924bb6c41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2i"}. This record does not assert independent reproduction. ### StarQE Mean Rank (MR): 25.495. Result ID: 69d374bb47f34ce924bb6c3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2i"}. This record does not assert independent reproduction. ### HR-NBFNet-CQ Mean Rank (MR): 29.955. Result ID: 69d374bb47f34ce924bb6c3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"1p"}. This record does not assert independent reproduction. ### HR-NBFNet-CQ Mean Rank (MR): 37.405. Result ID: 69d374bb47f34ce924bb6c42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2u"}. This record does not assert independent reproduction. ### StarQE Mean Rank (MR): 42.975. Result ID: 69d374bb47f34ce924bb6c3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"1p"}. This record does not assert independent reproduction. ### StarQE Mean Rank (MR): 51.21. Result ID: 69d374bb47f34ce924bb6c3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query":"2u"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.