# Spoken Language Understanding on SLURP 6 tasks

Source: [Spoken Language Understanding on SLURP 6 tasks](<https://www.sota2.com/research/sota/spoken-language-understanding-on-slurp-6-tasks>)

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

Data updated: 2026-02-26T05:36:04.287Z

Evaluation of Spoken Language Understanding performance on the SLURP 6 tasks configuration, measured using Average Accuracy, Last Accuracy, and Average WER.

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 | Spoken Language Understanding |
| Dataset (including any stated split) | SLURP 6 tasks |
| Metric | Avg Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Avg Accuracy](<https://www.sota2.com/research/sota/spoken-language-understanding-on-slurp-6-tasks.md?metric=Avg%20Accuracy>): Higher is better; unit: PERCENT.

- [Last Accuracy](<https://www.sota2.com/research/sota/spoken-language-understanding-on-slurp-6-tasks.md?metric=Last%20Accuracy>): Higher is better; unit: PERCENT.

- [Avg WER](<https://www.sota2.com/research/sota/spoken-language-understanding-on-slurp-6-tasks.md?metric=Avg%20WER>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Avg Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Offline | 84.41 | Not recorded | 68fa73761e209131cea5cb00 |
| COCONUT+S-KD | 71.91 | Not recorded | 68fa73761e209131cea5cb00 |
| COCONUT | 70.17 | Not recorded | 68fa73761e209131cea5cb00 |
| S-KD | 69.91 | Not recorded | 68fa73761e209131cea5cb00 |
| A-KD | 68.52 | Not recorded | 68fa73761e209131cea5cb00 |
| ER iCaRL | 68.08 | Not recorded | 68fa73761e209131cea5cb00 |
| T-KD | 66.95 | Not recorded | 68fa73761e209131cea5cb00 |
| ER rand | 66.57 | Not recorded | 68fa73761e209131cea5cb00 |
| Fine-tuning | 31.9 | Not recorded | 68fa73761e209131cea5cb00 |

### Offline

Avg Accuracy: 84.41. Result ID: 6992ee163a6c3148491271bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5cb00.md>)

Recorded evaluation configuration: {"continual learning":false}. This record does not assert independent reproduction.

### COCONUT+S-KD

Avg Accuracy: 71.91. Result ID: 6992ee163a6c3148491271c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5cb00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5cb00.md>)

Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction.

### COCONUT

Avg Accuracy: 70.17. Result ID: 6992ee163a6c3148491271c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5cb00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5cb00.md>)

Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction.

### S-KD

Avg Accuracy: 69.91. Result ID: 6992ee163a6c3148491271c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5cb00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cce.md>)

Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction.

### A-KD

Avg Accuracy: 68.52. Result ID: 6992ee163a6c3148491271c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5cb00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cce.md>)

Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction.

### ER iCaRL

Avg Accuracy: 68.08. Result ID: 6992ee163a6c3148491271c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5cb00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634e1e209131ce9fded4.md>)

Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction.

### T-KD

Avg Accuracy: 66.95. Result ID: 6992ee163a6c3148491271c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5cb00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cce.md>)

Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction.

### ER rand

Avg Accuracy: 66.57. Result ID: 6992ee163a6c3148491271bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5cb00.md>)

Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction.

### Fine-tuning

Avg Accuracy: 31.9. Result ID: 6992ee163a6c3148491271be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5cb00.md>)

Recorded evaluation configuration: {"continual learning":false}. This record does not assert independent reproduction.

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