# Spoken Question Answering on S-SQuAD (test)

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

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

Data updated: 2026-02-26T05:41:33.710Z

Evaluation of model performance on the test split of the S-SQuAD dataset for Spoken Question Answering, reporting EM and F1 scores.

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 |
| Dataset (including any stated split) | S-SQuAD (test) |
| Metric | EM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

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

- [F1](<https://www.sota2.com/research/sota/spoken-question-answering-on-s-squad-test.md?metric=F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| ALBERT-base + DA + KD | 64.1 | Not recorded | 68fa6c631e209131cea33c54 |
| BERT-base + DA + KD | 63.3 | Not recorded | 68fa6c631e209131cea33c54 |
| ALBERT-base + KD | 61.9 | Not recorded | 68fa6c631e209131cea33c54 |
| ALBERT-base + DA | 61.2 | Not recorded | 68fa6c631e209131cea33c54 |
| BERT-base + DA | 61 | Not recorded | 68fa6c631e209131cea33c54 |
| BERT-base + KD | 61 | Not recorded | 68fa6c631e209131cea33c54 |
| SDNet + DA + KD | 60.9 | Not recorded | 68fa6c631e209131cea33c54 |
| ALBERT-base | 59.4 | Not recorded | 68fa6c631e209131cea33c54 |
| SDNet + DA | 59.3 | Not recorded | 68fa6c631e209131cea33c54 |
| SDNet + KD | 59.2 | Not recorded | 68fa6c631e209131cea33c54 |
| BERT-base | 58.6 | Not recorded | 68fa6c631e209131cea33c54 |
| SDNet | 57.8 | Not recorded | 68fa6c631e209131cea33c54 |
| FlowQA + DA + KD | 52.8 | Not recorded | 68fa6c631e209131cea33c54 |
| FlowQA + KD | 50.9 | Not recorded | 68fa6c631e209131cea33c54 |
| FlowQA + DA | 50.4 | Not recorded | 68fa6c631e209131cea33c54 |
| FlowQA | 49.1 | Not recorded | 68fa6c631e209131cea33c54 |

### ALBERT-base + DA + KD

EM: 64.1. Result ID: 698f0f643a6c314849f55940.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"ALBERT-base","Dual Attention":true,"Knowledge Distillation":true}. This record does not assert independent reproduction.

### BERT-base + DA + KD

EM: 63.3. Result ID: 698f0f643a6c314849f5593c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"BERT-base","Dual Attention":true,"Knowledge Distillation":true}. This record does not assert independent reproduction.

### ALBERT-base + KD

EM: 61.9. Result ID: 698f0f643a6c314849f5593f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"ALBERT-base","Knowledge Distillation":true}. This record does not assert independent reproduction.

### ALBERT-base + DA

EM: 61.2. Result ID: 698f0f643a6c314849f5593e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"ALBERT-base","Dual Attention":true}. This record does not assert independent reproduction.

### BERT-base + DA

EM: 61. Result ID: 698f0f643a6c314849f5593a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"BERT-base","Dual Attention":true}. This record does not assert independent reproduction.

### BERT-base + KD

EM: 61. Result ID: 698f0f643a6c314849f5593b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"BERT-base","Knowledge Distillation":true}. This record does not assert independent reproduction.

### SDNet + DA + KD

EM: 60.9. Result ID: 698f0f643a6c314849f55938.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"SDNet","Dual Attention":true,"Knowledge Distillation":true}. This record does not assert independent reproduction.

### ALBERT-base

EM: 59.4. Result ID: 698f0f643a6c314849f5593d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67061e209131cea13e88.md>)

[Implementation](<https://github.com/google-research/ALBERT>)

Recorded evaluation configuration: {"backbone":"ALBERT-base"}. This record does not assert independent reproduction.

### SDNet + DA

EM: 59.3. Result ID: 698f0f643a6c314849f55936.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"SDNet","Dual Attention":true}. This record does not assert independent reproduction.

### SDNet + KD

EM: 59.2. Result ID: 698f0f643a6c314849f55937.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"SDNet","Knowledge Distillation":true}. This record does not assert independent reproduction.

### BERT-base

EM: 58.6. Result ID: 698f0f643a6c314849f55939.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"backbone":"BERT-base"}. This record does not assert independent reproduction.

### SDNet

EM: 57.8. Result ID: 698f0f643a6c314849f55935.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa653b1e209131cea09355.md>)

Recorded evaluation configuration: {"backbone":"SDNet"}. This record does not assert independent reproduction.

### FlowQA + DA + KD

EM: 52.8. Result ID: 698f0f643a6c314849f55934.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"FlowQA","Dual Attention":true,"Knowledge Distillation":true}. This record does not assert independent reproduction.

### FlowQA + KD

EM: 50.9. Result ID: 698f0f643a6c314849f55933.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"FlowQA","Knowledge Distillation":true}. This record does not assert independent reproduction.

### FlowQA + DA

EM: 50.4. Result ID: 698f0f643a6c314849f55932.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

Recorded evaluation configuration: {"backbone":"FlowQA","Dual Attention":true}. This record does not assert independent reproduction.

### FlowQA

EM: 49.1. Result ID: 698f0f643a6c314849f55931.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa659f1e209131cea0b48b.md>)

[Implementation](<https://github.com/momohuang/FlowQA>)

Recorded evaluation configuration: {"backbone":"FlowQA"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
