# Text-to-Speaker Retrieval on 1K-Speaker English Gallery

Source: [Text-to-Speaker Retrieval on 1K-Speaker English Gallery](<https://www.sota2.com/research/sota/text-to-speaker-retrieval-on-1k-speaker-english-gallery>)

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

Data updated: 2026-06-04T11:50:41.681Z

Evaluation of Text-to-Speaker Retrieval performance using the 1K-Speaker English Gallery dataset, measured using Recall@1, Recall@5, and Recall@10.

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 | Text-to-Speaker Retrieval |
| Dataset (including any stated split) | 1K-Speaker English Gallery |
| Metric | Recall@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Recall@1](<https://www.sota2.com/research/sota/text-to-speaker-retrieval-on-1k-speaker-english-gallery.md?metric=Recall%401>): Higher is better; unit: PERCENT.

- [Recall@5](<https://www.sota2.com/research/sota/text-to-speaker-retrieval-on-1k-speaker-english-gallery.md?metric=Recall%405>): Higher is better; unit: PERCENT.

- [Recall@10](<https://www.sota2.com/research/sota/text-to-speaker-retrieval-on-1k-speaker-english-gallery.md?metric=Recall%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@1 | Result date | Report paper |
| --- | --- | --- | --- |
| SpeakerCard-1M | 5.1 | Not recorded | 6a2106f7c10484bac23f0684 |
| Cascade (probe→LLM card) | 3.5 | Not recorded | 6a2106f7c10484bac23f0684 |
| SpeakerCard-1M | 3 | Not recorded | 6a2106f7c10484bac23f0684 |

### SpeakerCard-1M

Recall@1: 5.1. Result ID: 6a21667bfbc373592c1e4fd9.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106f7c10484bac23f0684.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106f7c10484bac23f0684.md>)

Recorded evaluation configuration: {"Regime":"retrieval-spec."}. This record does not assert independent reproduction.

### Cascade (probe→LLM card)

Recall@1: 3.5. Result ID: 6a21667bfbc373592c1e4fd7.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106f7c10484bac23f0684.md>)

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

### SpeakerCard-1M

Recall@1: 3. Result ID: 6a21667bfbc373592c1e4fd8.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106f7c10484bac23f0684.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106f7c10484bac23f0684.md>)

Recorded evaluation configuration: {"Regime":"balanced"}. This record does not assert independent reproduction.

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