# Spoken Question Answering Retrieval on SLUE SQA-5

Source: [Spoken Question Answering Retrieval on SLUE SQA-5](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-slue-sqa-5>)

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

Data updated: 2026-04-14T08:40:55.583Z

Evaluation of Spoken Question Answering Retrieval performance on the SLUE SQA-5 dataset, reporting Word Error Rate (WER) and Retrieval R@K metrics (R@1, R@5, R@10) for both Question-to-Context and Context-to-Question directions.

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) | SLUE SQA-5 |
| Metric | R@10 (Q-C) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [R@10 (Q-C)](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-slue-sqa-5.md?metric=R%4010%20(Q-C)>): Higher is better; unit: PERCENT.

- [WER](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-slue-sqa-5.md?metric=WER>): Lower is better; unit: PERCENT.

- [R@1 (Q-C)](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-slue-sqa-5.md?metric=R%401%20(Q-C)>): Higher is better; unit: PERCENT.

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

- [R@1 (C-Q)](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-slue-sqa-5.md?metric=R%401%20(C-Q)>): Higher is better; unit: PERCENT.

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

- [R@10 (C-Q)](<https://www.sota2.com/research/sota/spoken-question-answering-retrieval-on-slue-sqa-5.md?metric=R%4010%20(C-Q)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@10 (Q-C) | Result date | Report paper |
| --- | --- | --- | --- |
| BGE | 84.34 | Not recorded | 691565f90052cac1dc65d7e3 |
| CLSR | 74.43 | Not recorded | 691565f90052cac1dc65d7e3 |
| Whisper+BGE | 72.71 | Not recorded | 691565f90052cac1dc65d7e3 |
| CLAP | 38.16 | Not recorded | 691565f90052cac1dc65d7e3 |
| SpeechDPR | 19.94 | Not recorded | 691565f90052cac1dc65d7e3 |

### BGE

R@10 (Q-C): 84.34. Result ID: 69ddfbf547f34ce924c56c70.

[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.

### CLSR

R@10 (Q-C): 74.43. Result ID: 69ddfbf547f34ce924c56c74.

[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":"Speech","Context Type":"Speech"}. This record does not assert independent reproduction.

### Whisper+BGE

R@10 (Q-C): 72.71. Result ID: 69ddfbf547f34ce924c56c73.

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

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

### CLAP

R@10 (Q-C): 38.16. Result ID: 69ddfbf547f34ce924c56c71.

[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.

### SpeechDPR

R@10 (Q-C): 19.94. Result ID: 69ddfbf547f34ce924c56c72.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa748c1e209131cea625d4.md>)

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

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