# Spoken Question Answering Retrieval on Spoken-SQuAD

Source: [Spoken Question Answering Retrieval on Spoken-SQuAD](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-spoken-squad>)

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

Data updated: 2026-04-14T08:40:55.515Z

Evaluation of model performance on the Spoken-SQuAD dataset focusing on Spoken Question Answering Retrieval, reporting Word Error Rate (WER) and Retrieval R@K metrics.

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 | Spoken Question Answering Retrieval |
| Dataset (including any stated split) | Spoken-SQuAD |
| Metric | Retrieval R@1 (Q-\>C) |
| 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

- [Retrieval R@1 (Q-\>C)](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-spoken-squad.md?metric=Retrieval%20R%401%20(Q-%3EC)>): Higher is better; unit: PERCENT.

- [WER](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-spoken-squad.md?metric=WER>): Lower is better; unit: PERCENT.

- [Retrieval R@5 (Q-\>C)](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-spoken-squad.md?metric=Retrieval%20R%405%20(Q-%3EC)>): Higher is better; unit: PERCENT.

- [Retrieval R@10 (Q-\>C)](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-spoken-squad.md?metric=Retrieval%20R%4010%20(Q-%3EC)>): Higher is better; unit: PERCENT.

- [Retrieval R@1 (C-\>Q)](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-spoken-squad.md?metric=Retrieval%20R%401%20(C-%3EQ)>): Higher is better; unit: PERCENT.

- [Retrieval R@5 (C-\>Q)](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-spoken-squad.md?metric=Retrieval%20R%405%20(C-%3EQ)>): Higher is better; unit: PERCENT.

- [Retrieval R@10 (C-\>Q)](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-spoken-squad.md?metric=Retrieval%20R%4010%20(C-%3EQ)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Retrieval R@1 (Q-\>C) | Result date | Report paper |
| --- | --- | --- | --- |
| CLSR | 70.03 | Not recorded | 691565f90052cac1dc65d7e3 |
| Whisper+BGE | 69.93 | Not recorded | 691565f90052cac1dc65d7e3 |
| BGE | 67.12 | Not recorded | 691565f90052cac1dc65d7e3 |
| CLAP | 2.93 | Not recorded | 691565f90052cac1dc65d7e3 |

### CLSR

Retrieval R@1 (Q-\>C): 70.03. Result ID: 69ddfbf547f34ce924c56c6b.

[Reporting paper](<https://www.sota2.com/research/paper/691565f90052cac1dc65d7e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691565f90052cac1dc65d7e3.md>)

Recorded evaluation configuration: {"Paradigm":"E2E","Question Type":"Text","Context Type":"Speech"}. This record does not assert independent reproduction.

### Whisper+BGE

Retrieval R@1 (Q-\>C): 69.93. Result ID: 69ddfbf547f34ce924c56c6a.

[Reporting paper](<https://www.sota2.com/research/paper/691565f90052cac1dc65d7e3.md>)

Recorded evaluation configuration: {"Paradigm":"Pipeline","Question Type":"Text","Context Type":"Transcript"}. This record does not assert independent reproduction.

### BGE

Retrieval R@1 (Q-\>C): 67.12. Result ID: 69ddfbf547f34ce924c56c68.

[Reporting paper](<https://www.sota2.com/research/paper/691565f90052cac1dc65d7e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73d91e209131cea5e7ab.md>)

[Implementation](<https://github.com/FlagOpen/FlagEmbedding>)

Recorded evaluation configuration: {"Paradigm":"E2E","Question Type":"Text","Context Type":"Text"}. This record does not assert independent reproduction.

### CLAP

Retrieval R@1 (Q-\>C): 2.93. Result ID: 69ddfbf547f34ce924c56c69.

[Reporting paper](<https://www.sota2.com/research/paper/691565f90052cac1dc65d7e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729e1e209131cea57959.md>)

Recorded evaluation configuration: {"Paradigm":"E2E","Question Type":"Text","Context Type":"Speech"}. This record does not assert independent reproduction.

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