# Speech Question Answering on MCIF short-form

Source: [Speech Question Answering on MCIF short-form](<https://www.sota2.com/research/sota/speech-question-answering-on-mcif-short-form>)

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

Data updated: 2026-06-26T06:36:44.247Z

Evaluation of model performance on the MCIF short-form dataset for Speech Question Answering, measured using BERTScore.

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 | Speech Question Answering |
| Dataset (including any stated split) | MCIF short-form |
| Metric | BERTScore (SQA) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [BERTScore (SQA)](<https://www.sota2.com/research/sota/speech-question-answering-on-mcif-short-form.md?metric=BERTScore%20(SQA)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BERTScore (SQA) | Result date | Report paper |
| --- | --- | --- | --- |
| Primary | 45.13 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Contrastive | 44.66 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Primary | 44.26 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Contrastive | 44.13 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Contrastive | 43.25 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Contrastive | 42.94 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Primary | 42.81 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Primary | 41.52 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Contrastive | 41.28 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Primary | 40.34 | Not recorded | 6a3e07c4206542251d7cb6d3 |

### Primary

BERTScore (SQA): 45.13. Result ID: 6a3e1deafbc373592c5e97a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Short-form","Language":"en-zh"}. This record does not assert independent reproduction.

### Contrastive

BERTScore (SQA): 44.66. Result ID: 6a3e1deafbc373592c5e97a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Long-form","Language":"en-zh"}. This record does not assert independent reproduction.

### Primary

BERTScore (SQA): 44.26. Result ID: 6a3e1deafbc373592c5e97a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Short-form","Language":"en-en"}. This record does not assert independent reproduction.

### Contrastive

BERTScore (SQA): 44.13. Result ID: 6a3e1deafbc373592c5e97a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Long-form","Language":"en-en"}. This record does not assert independent reproduction.

### Contrastive

BERTScore (SQA): 43.25. Result ID: 6a3e1deafbc373592c5e97a9.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Long-form","Language":"score"}. This record does not assert independent reproduction.

### Contrastive

BERTScore (SQA): 42.94. Result ID: 6a3e1deafbc373592c5e97a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Long-form","Language":"en-de"}. This record does not assert independent reproduction.

### Primary

BERTScore (SQA): 42.81. Result ID: 6a3e1deafbc373592c5e97a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Short-form","Language":"score"}. This record does not assert independent reproduction.

### Primary

BERTScore (SQA): 41.52. Result ID: 6a3e1deafbc373592c5e97a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Short-form","Language":"en-de"}. This record does not assert independent reproduction.

### Contrastive

BERTScore (SQA): 41.28. Result ID: 6a3e1deafbc373592c5e97a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Long-form","Language":"en-it"}. This record does not assert independent reproduction.

### Primary

BERTScore (SQA): 40.34. Result ID: 6a3e1deafbc373592c5e97a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Short-form","Language":"en-it"}. This record does not assert independent reproduction.

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