# Multi-turn audio dialogue on AF-Dialogue-MusicCaps (test)

Source: [Multi-turn audio dialogue on AF-Dialogue-MusicCaps (test)](<https://www.sota2.com/research/sota/multi-turn-audio-dialogue-on-af-dialogue-musiccaps-test>)

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

Data updated: 2026-02-26T05:38:23.240Z

Evaluation of multi-turn audio dialogue performance on the test split of the AF-Dialogue-MusicCaps dataset, measured using CIDEr, BLEU-4, and ROUGE-L.

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 | Multi-turn audio dialogue |
| Dataset (including any stated split) | AF-Dialogue-MusicCaps (test) |
| Metric | CIDEr |
| Unit | SCALAR |
| 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

- [CIDEr](<https://www.sota2.com/research/sota/multi-turn-audio-dialogue-on-af-dialogue-musiccaps-test.md?metric=CIDEr>): Higher is better; unit: SCALAR.

- [BLEU-4](<https://www.sota2.com/research/sota/multi-turn-audio-dialogue-on-af-dialogue-musiccaps-test.md?metric=BLEU-4>): Higher is better; unit: SCALAR.

- [ROUGE-L](<https://www.sota2.com/research/sota/multi-turn-audio-dialogue-on-af-dialogue-musiccaps-test.md?metric=ROUGE-L>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CIDEr | Result date | Report paper |
| --- | --- | --- | --- |
| Audio Flamingo | 1.143 | Not recorded | 68fa734f1e209131cea5bb80 |
| MU-LLaMA | 0.585 | Not recorded | 68fa734f1e209131cea5bb80 |
| LTU | 0.419 | Not recorded | 68fa734f1e209131cea5bb80 |
| LTU | 0.168 | Not recorded | 68fa734f1e209131cea5bb80 |

### Audio Flamingo

CIDEr: 1.143. Result ID: 6992d2503a6c31484911bb43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa734f1e209131cea5bb80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa734f1e209131cea5bb80.md>)

[Implementation](<https://audioflamingo.github.io/>)

Recorded evaluation configuration: {"Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction.

### MU-LLaMA

CIDEr: 0.585. Result ID: 6992d2503a6c31484911bb40.

[Reporting paper](<https://www.sota2.com/research/paper/68fa734f1e209131cea5bb80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70631e209131cea4ad62.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"zero-shot"}. This record does not assert independent reproduction.

### LTU

CIDEr: 0.419. Result ID: 6992d2503a6c31484911bb42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa734f1e209131cea5bb80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72431e209131cea555aa.md>)

[Implementation](<https://github.com/YuanGongND/ltu>)

Recorded evaluation configuration: {"Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction.

### LTU

CIDEr: 0.168. Result ID: 6992d2503a6c31484911bb41.

[Reporting paper](<https://www.sota2.com/research/paper/68fa734f1e209131cea5bb80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72431e209131cea555aa.md>)

[Implementation](<https://github.com/YuanGongND/ltu>)

Recorded evaluation configuration: {"Evaluation Protocol":"zero-shot"}. This record does not assert independent reproduction.

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