# Search Ranking on Quark Search (test)

Source: [Search Ranking on Quark Search (test)](<https://www.sota2.com/research/sota/search-ranking-on-quark-search-test>)

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

Data updated: 2026-05-26T11:29:18.507Z

Evaluation of Search Ranking performance on the test split of the Quark Search dataset, measured using GAUC and AUC.

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 | Search Ranking |
| Dataset (including any stated split) | Quark Search (test) |
| Metric | GAUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [GAUC](<https://www.sota2.com/research/sota/search-ranking-on-quark-search-test.md?metric=GAUC>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/search-ranking-on-quark-search-test.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | GAUC | Result date | Report paper |
| --- | --- | --- | --- |
| QGS | 75.73 | Not recorded | 6a152944dbd7150506f7e116 |
| HLLM | 74.36 | Not recorded | 6a152944dbd7150506f7e116 |
| HSTU | 74.12 | Not recorded | 6a152944dbd7150506f7e116 |
| Base (Bert&DNN) | 71.4 | Not recorded | 6a152944dbd7150506f7e116 |

### QGS

GAUC: 75.73. Result ID: 6a158386fbc373592c0dec7c.

[Reporting paper](<https://www.sota2.com/research/paper/6a152944dbd7150506f7e116.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152944dbd7150506f7e116.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HLLM

GAUC: 74.36. Result ID: 6a158386fbc373592c0dec7b.

[Reporting paper](<https://www.sota2.com/research/paper/6a152944dbd7150506f7e116.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74da1e209131cea64303.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HSTU

GAUC: 74.12. Result ID: 6a158386fbc373592c0dec7a.

[Reporting paper](<https://www.sota2.com/research/paper/6a152944dbd7150506f7e116.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a488.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Base (Bert&DNN)

GAUC: 71.4. Result ID: 6a158386fbc373592c0dec79.

[Reporting paper](<https://www.sota2.com/research/paper/6a152944dbd7150506f7e116.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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