# Dialogue Act Prediction on MWOZ 10% Data 2.1

Source: [Dialogue Act Prediction on MWOZ 10% Data 2.1](<https://www.sota2.com/research/sota/dialogue-act-prediction-on-mwoz-10-percent-data-2-1>)

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

Data updated: 2026-02-27T08:21:54.206Z

Evaluation of Dialogue Act Prediction performance on the 10% subset of the MWOZ 2.1 dataset, measured using micro-F1 and macro-F1 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 | Dialogue act prediction |
| Dataset (including any stated split) | MWOZ 10% Data 2.1 |
| Metric | Micro F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Micro F1](<https://www.sota2.com/research/sota/dialogue-act-prediction-on-mwoz-10-percent-data-2-1.md?metric=Micro%20F1>): Higher is better; unit: PERCENT.

- [Macro F1](<https://www.sota2.com/research/sota/dialogue-act-prediction-on-mwoz-10-percent-data-2-1.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro F1 | Result date | Report paper |
| --- | --- | --- | --- |
| FutureTOD | 91 | Not recorded | 68fa6fcd1e209131cea47827 |
| TOD-BERT | 90.2 | Not recorded | 68fa6fcd1e209131cea47827 |
| BERT-mlm | 90.1 | Not recorded | 68fa6fcd1e209131cea47827 |
| DSE | 89.9 | Not recorded | 68fa6fcd1e209131cea47827 |
| BERT | 89.7 | Not recorded | 68fa6fcd1e209131cea47827 |
| SimCSE | 89.6 | Not recorded | 68fa6fcd1e209131cea47827 |

### FutureTOD

Micro F1: 91. Result ID: 69a1540d35dfcabb00e64d2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcd1e209131cea47827.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fcd1e209131cea47827.md>)

[Implementation](<https://github.com/Zeng-WH/FutureTOD>)

Recorded evaluation configuration: {"Data Scale":"10%"}. This record does not assert independent reproduction.

### TOD-BERT

Micro F1: 90.2. Result ID: 69a1540d35dfcabb00e64d2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcd1e209131cea47827.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa686d1e209131cea1c191.md>)

Recorded evaluation configuration: {"Data Scale":"10%"}. This record does not assert independent reproduction.

### BERT-mlm

Micro F1: 90.1. Result ID: 69a1540d35dfcabb00e64d2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcd1e209131cea47827.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Data Scale":"10%"}. This record does not assert independent reproduction.

### DSE

Micro F1: 89.9. Result ID: 69a1540d35dfcabb00e64d2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcd1e209131cea47827.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea376d3.md>)

Recorded evaluation configuration: {"Data Scale":"10%"}. This record does not assert independent reproduction.

### BERT

Micro F1: 89.7. Result ID: 69a1540d35dfcabb00e64d2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcd1e209131cea47827.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Data Scale":"10%"}. This record does not assert independent reproduction.

### SimCSE

Micro F1: 89.6. Result ID: 69a1540d35dfcabb00e64d2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcd1e209131cea47827.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e2c.md>)

[Implementation](<https://github.com/princeton-nlp/SimCSE>)

Recorded evaluation configuration: {"Data Scale":"10%"}. This record does not assert independent reproduction.

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