# Phrase boundary detection on ToBI (test)

Source: [Phrase boundary detection on ToBI (test)](<https://www.sota2.com/research/sota/phrase-boundary-detection-on-tobi-test>)

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

Data updated: 2026-06-02T08:07:59.586Z

Evaluation of Phrase boundary detection performance on the test split of the ToBI dataset, typically measured using F1 score and 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 | Phrase boundary detection |
| Dataset (including any stated split) | ToBI (test) |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/phrase-boundary-detection-on-tobi-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/phrase-boundary-detection-on-tobi-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Prosody Encoder | 82 | Not recorded | 6a1e63b9dbd7150506f852e1 |
| Prosody Encoder | 82 | Not recorded | 6a1e63b9dbd7150506f852e1 |
| Prosody Encoder | 82 | Not recorded | 6a1e63b9dbd7150506f852e1 |
| HuBERT-base | 79 | Not recorded | 6a1e63b9dbd7150506f852e1 |
| Prosody Encoder | 73 | Not recorded | 6a1e63b9dbd7150506f852e1 |
| Raw prosody | 49 | Not recorded | 6a1e63b9dbd7150506f852e1 |
| most freq. class | 0 | Not recorded | 6a1e63b9dbd7150506f852e1 |

### Prosody Encoder

F1 Score: 82. Result ID: 6a1e8f54fbc373592c1890dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63b9dbd7150506f852e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63b9dbd7150506f852e1.md>)

Recorded evaluation configuration: {"Speaker-norm. log F0":"false","Adversarial speaker loss (L\_adv\_spk)":"false"}. This record does not assert independent reproduction.

### Prosody Encoder

F1 Score: 82. Result ID: 6a1e8f54fbc373592c1890de.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63b9dbd7150506f852e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63b9dbd7150506f852e1.md>)

Recorded evaluation configuration: {"Speaker-norm. log F0":"true","Adversarial speaker loss (L\_adv\_spk)":"false"}. This record does not assert independent reproduction.

### Prosody Encoder

F1 Score: 82. Result ID: 6a1e8f54fbc373592c1890e0.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63b9dbd7150506f852e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63b9dbd7150506f852e1.md>)

Recorded evaluation configuration: {"Speaker-norm. log F0":"true","Adversarial speaker loss (L\_adv\_spk)":"true"}. This record does not assert independent reproduction.

### HuBERT-base

F1 Score: 79. Result ID: 6a1e8f54fbc373592c1890db.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63b9dbd7150506f852e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea26880.md>)

[Implementation](<https://github.com/pytorch/fairseq/tree/master/examples/hubert>)

Recorded evaluation configuration: {"Adversarial speaker loss (L\_adv\_spk)":"false"}. This record does not assert independent reproduction.

### Prosody Encoder

F1 Score: 73. Result ID: 6a1e8f54fbc373592c1890df.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63b9dbd7150506f852e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63b9dbd7150506f852e1.md>)

Recorded evaluation configuration: {"Speaker-norm. log F0":"false","Adversarial speaker loss (L\_adv\_spk)":"true"}. This record does not assert independent reproduction.

### Raw prosody

F1 Score: 49. Result ID: 6a1e8f54fbc373592c1890dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63b9dbd7150506f852e1.md>)

Recorded evaluation configuration: {"Speaker-norm. log F0":"true"}. This record does not assert independent reproduction.

### most freq. class

F1 Score: 0. Result ID: 6a1e8f54fbc373592c1890da.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63b9dbd7150506f852e1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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