# Multi-Intent Spoken Language Understanding on PROSLU

Source: [Multi-Intent Spoken Language Understanding on PROSLU](<https://www.sota2.com/research/sota/multi-intent-spoken-language-understanding-on-proslu>)

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

Data updated: 2026-02-26T06:04:25.559Z

Evaluation of Multi-Intent Spoken Language Understanding performance on the PROSLU dataset, reporting Slot F1, Intent Accuracy, and Overall Accuracy.

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-Intent Spoken Language Understanding |
| Dataset (including any stated split) | PROSLU |
| Metric | Slot F1 |
| 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

- [Slot F1](<https://www.sota2.com/research/sota/multi-intent-spoken-language-understanding-on-proslu.md?metric=Slot%20F1>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Slot F1 | Result date | Report paper |
| --- | --- | --- | --- |
| GL-GIN | 82.7 | Not recorded | 68fa6b9c1e209131cea2f504 |
| AGIF | 80.57 | Not recorded | 68fa6b9c1e209131cea2f504 |
| AGIF | 42.55 | Not recorded | 68fa6b9c1e209131cea2f504 |
| GL-GIN | 37.49 | Not recorded | 68fa6b9c1e209131cea2f504 |

### GL-GIN

Slot F1: 82.7. Result ID: 698e99f5ffc3901de09f07aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f504.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f504.md>)

[Implementation](<https://github.com/LooperXX/ProSLU>)

Recorded evaluation configuration: {"with\_profile":"true"}. This record does not assert independent reproduction.

### AGIF

Slot F1: 80.57. Result ID: 698e99f5ffc3901de09f07a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f504.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f504.md>)

[Implementation](<https://github.com/LooperXX/ProSLU>)

Recorded evaluation configuration: {"with\_profile":"true"}. This record does not assert independent reproduction.

### AGIF

Slot F1: 42.55. Result ID: 698e99f5ffc3901de09f07a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f504.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f504.md>)

[Implementation](<https://github.com/LooperXX/ProSLU>)

Recorded evaluation configuration: {"with\_profile":"false"}. This record does not assert independent reproduction.

### GL-GIN

Slot F1: 37.49. Result ID: 698e99f5ffc3901de09f07a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f504.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f504.md>)

[Implementation](<https://github.com/LooperXX/ProSLU>)

Recorded evaluation configuration: {"with\_profile":"false"}. This record does not assert independent reproduction.

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