# Speech Question Answering on MCIF constrained short audio

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

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

Data updated: 2026-07-08T06:55:18.600Z

Evaluation of Speech Question Answering performance on the MCIF constrained short audio dataset, measured using multi-lingual BERTScore 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 | Speech Question Answering |
| Dataset (including any stated split) | MCIF constrained short audio |
| Metric | BERTScore-F1 (EN) |
| 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

- [BERTScore-F1 (EN)](<https://www.sota2.com/research/sota/speech-question-answering-on-mcif-constrained-short-audio.md?metric=BERTScore-F1%20(EN)>): Higher is better; unit: PERCENT.

- [BERTScore-F1 (DE)](<https://www.sota2.com/research/sota/speech-question-answering-on-mcif-constrained-short-audio.md?metric=BERTScore-F1%20(DE)>): Higher is better; unit: PERCENT.

- [BERTScore-F1 (IT)](<https://www.sota2.com/research/sota/speech-question-answering-on-mcif-constrained-short-audio.md?metric=BERTScore-F1%20(IT)>): Higher is better; unit: PERCENT.

- [BERTScore-F1 (ZH)](<https://www.sota2.com/research/sota/speech-question-answering-on-mcif-constrained-short-audio.md?metric=BERTScore-F1%20(ZH)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BERTScore-F1 (EN) | Result date | Report paper |
| --- | --- | --- | --- |
| Stage 3 (A.1 + V1 LoRA) | 34.6 | Not recorded | 6a4dd9ad4da6617fe9198bee |
| A.2 Projector (ASR/ST/SQA) | 26.7 | Not recorded | 6a4dd9ad4da6617fe9198bee |
| A.1 Projector (ASR/ST) | 18.6 | Not recorded | 6a4dd9ad4da6617fe9198bee |
| SeamlessM4T-v2-large (base) | 15.3 | Not recorded | 6a4dd9ad4da6617fe9198bee |

### Stage 3 (A.1 + V1 LoRA)

BERTScore-F1 (EN): 34.6. Result ID: 6a4df44b60b88bb339d69552.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9ad4da6617fe9198bee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9ad4da6617fe9198bee.md>)

Recorded evaluation configuration: {"Stage":"Stage 3","Components":"A.1 + V1 LoRA"}. This record does not assert independent reproduction.

### A.2 Projector (ASR/ST/SQA)

BERTScore-F1 (EN): 26.7. Result ID: 6a4df44b60b88bb339d69551.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9ad4da6617fe9198bee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9ad4da6617fe9198bee.md>)

Recorded evaluation configuration: {"Stage":"Stage 1","Modules":"Projector"}. This record does not assert independent reproduction.

### A.1 Projector (ASR/ST)

BERTScore-F1 (EN): 18.6. Result ID: 6a4df44b60b88bb339d69550.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9ad4da6617fe9198bee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9ad4da6617fe9198bee.md>)

Recorded evaluation configuration: {"Stage":"Stage 1","Modules":"Projector"}. This record does not assert independent reproduction.

### SeamlessM4T-v2-large (base)

BERTScore-F1 (EN): 15.3. Result ID: 6a4df44b60b88bb339d6954f.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9ad4da6617fe9198bee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f21e209131cea4e39a.md>)

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

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