# Open-ended Instruction Following on Audio-OpenHermes

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

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

Data updated: 2026-03-10T08:30:42.638Z

Evaluation of model performance on open-ended instruction following tasks using the Audio-OpenHermes dataset, measured by metrics such as EN and ID 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 | Open-ended Instruction Following |
| Dataset (including any stated split) | Audio-OpenHermes |
| 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-audio-openhermes.md?metric=EN%20Score>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | EN Score | Result date | Report paper |
| --- | --- | --- | --- |
| SEA-LION-v3-8B-IT | 4.44 | Not recorded | 69afa5662d603e6de3e43875 |
| Ours (hard-gating) | 4.42 | Not recorded | 69afa5662d603e6de3e43875 |
| Ours (soft-gating) | 4.29 | Not recorded | 69afa5662d603e6de3e43875 |
| Whisper-v3 + SEA-LION-v3-8B-IT | 4.17 | Not recorded | 69afa5662d603e6de3e43875 |
| MERaLiON-2-10B | 4.06 | Not recorded | 69afa5662d603e6de3e43875 |
| ML-DiVA | 4.03 | Not recorded | 69afa5662d603e6de3e43875 |
| Glm-4-voice | 3.72 | Not recorded | 69afa5662d603e6de3e43875 |
| Qwen2-Audio | 3.65 | Not recorded | 69afa5662d603e6de3e43875 |
| SeaLLMs-Audio | 3.37 | Not recorded | 69afa5662d603e6de3e43875 |
| EN-DiVA | 3.28 | Not recorded | 69afa5662d603e6de3e43875 |

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

EN Score: 4.44. Result ID: 69afd6656dbb7075b9582b3b.

[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.

### Ours (hard-gating)

EN Score: 4.42. Result ID: 69afd6656dbb7075b9582b44.

[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.

### Ours (soft-gating)

EN Score: 4.29. Result ID: 69afd6656dbb7075b9582b43.

[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.

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

EN Score: 4.17. Result ID: 69afd6656dbb7075b9582b3c.

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

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

### MERaLiON-2-10B

EN Score: 4.06. Result ID: 69afd6656dbb7075b9582b3e.

[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.

### ML-DiVA

EN Score: 4.03. Result ID: 69afd6656dbb7075b9582b42.

[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.

### Glm-4-voice

EN Score: 3.72. Result ID: 69afd6656dbb7075b9582b3d.

[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.

### Qwen2-Audio

EN Score: 3.65. Result ID: 69afd6656dbb7075b9582b40.

[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.

### SeaLLMs-Audio

EN Score: 3.37. Result ID: 69afd6656dbb7075b9582b3f.

[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.

### EN-DiVA

EN Score: 3.28. Result ID: 69afd6656dbb7075b9582b41.

[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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