# Complex Query Answering on Warden Alert Inductive (100% qualifier coverage)

Source: [Complex Query Answering on Warden Alert Inductive (100% qualifier coverage)](<https://www.sota2.com/research/sota/complex-query-answering-on-warden-alert-inductive-100-percent-qualifier-coverage>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-06T08:54:21.426Z

Evaluation of Complex Query Answering performance on the Warden Alert Inductive dataset, restricted to the 100% qualifier coverage subset, using ranking metrics (MR, MRR, H@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 100% 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)](<https://www.sota2.com/research/sota/complex-query-answering-on-warden-alert-inductive-100-percent-qualifier-coverage.md?metric=Mean%20Rank%20(MR)>): Lower is better; unit: SCALAR.

- [Mean Reciprocal Rank (MRR)](<https://www.sota2.com/research/sota/complex-query-answering-on-warden-alert-inductive-100-percent-qualifier-coverage.md?metric=Mean%20Reciprocal%20Rank%20(MRR)>): Higher is better; unit: PERCENT.

- [Hit Rate @ 1 (H@1)](<https://www.sota2.com/research/sota/complex-query-answering-on-warden-alert-inductive-100-percent-qualifier-coverage.md?metric=Hit%20Rate%20%40%201%20(H%401)>): Higher is better; unit: PERCENT.

- [Hit Rate @ 3 (H@3)](<https://www.sota2.com/research/sota/complex-query-answering-on-warden-alert-inductive-100-percent-qualifier-coverage.md?metric=Hit%20Rate%20%40%203%20(H%403)>): Higher is better; unit: PERCENT.

- [Hit Rate @ 10 (H@10)](<https://www.sota2.com/research/sota/complex-query-answering-on-warden-alert-inductive-100-percent-qualifier-coverage.md?metric=Hit%20Rate%20%40%2010%20(H%4010)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mean Rank (MR) | Result date | Report paper |
| --- | --- | --- | --- |
| HR-NBFNet-CQ | 18.727 | Not recorded | 69d33df37d0172140ec7363a |
| HR-NBFNet-CQ | 25.985 | Not recorded | 69d33df37d0172140ec7363a |
| HR-NBFNet-CQ | 33.115 | Not recorded | 69d33df37d0172140ec7363a |
| StarQE | 33.575 | Not recorded | 69d33df37d0172140ec7363a |
| StarQE | 34.545 | Not recorded | 69d33df37d0172140ec7363a |
| HR-NBFNet-CQ | 41.65 | Not recorded | 69d33df37d0172140ec7363a |
| StarQE | 53.82 | Not recorded | 69d33df37d0172140ec7363a |
| StarQE | 60.715 | Not recorded | 69d33df37d0172140ec7363a |

### HR-NBFNet-CQ

Mean Rank (MR): 18.727. Result ID: 69d374bb47f34ce924bb6c38.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

Recorded evaluation configuration: {"Query":"2p"}. This record does not assert independent reproduction.

### HR-NBFNet-CQ

Mean Rank (MR): 25.985. Result ID: 69d374bb47f34ce924bb6c39.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

Recorded evaluation configuration: {"Query":"2i"}. This record does not assert independent reproduction.

### HR-NBFNet-CQ

Mean Rank (MR): 33.115. Result ID: 69d374bb47f34ce924bb6c37.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

Recorded evaluation configuration: {"Query":"1p"}. This record does not assert independent reproduction.

### StarQE

Mean Rank (MR): 33.575. Result ID: 69d374bb47f34ce924bb6c35.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3962f.md>)

Recorded evaluation configuration: {"Query":"2i"}. This record does not assert independent reproduction.

### StarQE

Mean Rank (MR): 34.545. Result ID: 69d374bb47f34ce924bb6c34.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3962f.md>)

Recorded evaluation configuration: {"Query":"2p"}. This record does not assert independent reproduction.

### HR-NBFNet-CQ

Mean Rank (MR): 41.65. Result ID: 69d374bb47f34ce924bb6c3a.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

Recorded evaluation configuration: {"Query":"2u"}. This record does not assert independent reproduction.

### StarQE

Mean Rank (MR): 53.82. Result ID: 69d374bb47f34ce924bb6c33.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3962f.md>)

Recorded evaluation configuration: {"Query":"1p"}. This record does not assert independent reproduction.

### StarQE

Mean Rank (MR): 60.715. Result ID: 69d374bb47f34ce924bb6c36.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3962f.md>)

Recorded evaluation configuration: {"Query":"2u"}. This record does not assert independent reproduction.

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