# Open-ended Instruction Following on AlpacaEval Audio

Source: [Open-ended Instruction Following on AlpacaEval Audio](<https://www.sota2.com/research/sota/open-ended-instruction-following-on-alpacaeval-audio>)

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

Data updated: 2026-03-10T08:30:42.598Z

Evaluation of model performance on open-ended instruction following tasks using the AlpacaEval Audio dataset, measured using language-specific scores (ZH/EN).

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 | Open-ended Instruction Following |
| Dataset (including any stated split) | AlpacaEval Audio |
| Metric | EN Score |
| Unit | SCALAR |
| 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

- [EN Score](<https://www.sota2.com/research/sota/open-ended-instruction-following-on-alpacaeval-audio.md?metric=EN%20Score>): Higher is better; unit: SCALAR.

- [ZH Score](<https://www.sota2.com/research/sota/open-ended-instruction-following-on-alpacaeval-audio.md?metric=ZH%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | EN Score | Result date | Report paper |
| --- | --- | --- | --- |
| SEA-LION-v3-8B-IT | 4.59 | Not recorded | 69afa5662d603e6de3e43875 |
| MERaLiON-2-10B | 4.59 | Not recorded | 69afa5662d603e6de3e43875 |
| Ours (soft-gating) | 4.58 | Not recorded | 69afa5662d603e6de3e43875 |
| Ours (hard-gating) | 4.39 | Not recorded | 69afa5662d603e6de3e43875 |
| ML-DiVA | 4.28 | Not recorded | 69afa5662d603e6de3e43875 |
| Whisper-v3 + SEA-LION-v3-8B-IT | 3.99 | Not recorded | 69afa5662d603e6de3e43875 |
| SeaLLMs-Audio | 3.93 | Not recorded | 69afa5662d603e6de3e43875 |
| Qwen2-Audio | 3.77 | Not recorded | 69afa5662d603e6de3e43875 |
| Glm-4-voice | 3.62 | Not recorded | 69afa5662d603e6de3e43875 |
| EN-DiVA | 3.57 | Not recorded | 69afa5662d603e6de3e43875 |

### SEA-LION-v3-8B-IT

EN Score: 4.59. Result ID: 69afd6656dbb7075b9582b31.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7abb1e209131cea84de6.md>)

Recorded evaluation configuration: {"Approach category":"Text-only reference"}. This record does not assert independent reproduction.

### MERaLiON-2-10B

EN Score: 4.59. Result ID: 69afd6656dbb7075b9582b34.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

Recorded evaluation configuration: {"Approach category":"Zero-shot end-to-end"}. This record does not assert independent reproduction.

### Ours (soft-gating)

EN Score: 4.58. Result ID: 69afd6656dbb7075b9582b39.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

Recorded evaluation configuration: {"Approach category":"Distilled end-to-end","Gating strategy":"soft-gating"}. This record does not assert independent reproduction.

### Ours (hard-gating)

EN Score: 4.39. Result ID: 69afd6656dbb7075b9582b3a.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

Recorded evaluation configuration: {"Approach category":"Distilled end-to-end","Gating strategy":"hard-gating"}. This record does not assert independent reproduction.

### ML-DiVA

EN Score: 4.28. Result ID: 69afd6656dbb7075b9582b38.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75181e209131cea65b70.md>)

Recorded evaluation configuration: {"Approach category":"Distilled end-to-end","Training protocol":"re-trained baseline"}. This record does not assert independent reproduction.

### Whisper-v3 + SEA-LION-v3-8B-IT

EN Score: 3.99. Result ID: 69afd6656dbb7075b9582b32.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

Recorded evaluation configuration: {"Approach category":"Cascaded"}. This record does not assert independent reproduction.

### SeaLLMs-Audio

EN Score: 3.93. Result ID: 69afd6656dbb7075b9582b35.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690988893ef7ccd74e5e5d3b.md>)

Recorded evaluation configuration: {"Approach category":"Zero-shot end-to-end"}. This record does not assert independent reproduction.

### Qwen2-Audio

EN Score: 3.77. Result ID: 69afd6656dbb7075b9582b36.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74281e209131cea6017e.md>)

Recorded evaluation configuration: {"Approach category":"Zero-shot end-to-end"}. This record does not assert independent reproduction.

### Glm-4-voice

EN Score: 3.62. Result ID: 69afd6656dbb7075b9582b33.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75f91e209131cea6abba.md>)

Recorded evaluation configuration: {"Approach category":"Zero-shot end-to-end"}. This record does not assert independent reproduction.

### EN-DiVA

EN Score: 3.57. Result ID: 69afd6656dbb7075b9582b37.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43875.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75181e209131cea65b70.md>)

Recorded evaluation configuration: {"Approach category":"Distilled end-to-end","Training protocol":"re-trained baseline"}. This record does not assert independent reproduction.

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