# Phonetic Transcription on VCTK++ (test)

Source: [Phonetic Transcription on VCTK++ (test)](<https://www.sota2.com/research/sota/phonetic-transcription-on-vctk-plus-plus-test>)

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

Data updated: 2026-02-26T05:43:23.077Z

Evaluation of phonetic transcription accuracy on the test split of the VCTK++ dataset.

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 | Phonetic Transcription |
| Dataset (including any stated split) | VCTK++ (test) |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 25 of 25 |
| 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/phonetic-transcription-on-vctk-plus-plus-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Phonetic Error Rate (dPER)](<https://www.sota2.com/research/sota/phonetic-transcription-on-vctk-plus-plus-test.md?metric=Phonetic%20Error%20Rate%20(dPER)>): Lower is better; unit: PERCENT.

- [SF1 Score](<https://www.sota2.com/research/sota/phonetic-transcription-on-vctk-plus-plus-test.md?metric=SF1%20Score>): Higher is better; unit: SCALAR.

- [SF2 Score](<https://www.sota2.com/research/sota/phonetic-transcription-on-vctk-plus-plus-test.md?metric=SF2%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| GS w/ dist | 93 | Not recorded | 68fa75191e209131cea65c4f |
| GS w/o dist | 92.6 | Not recorded | 68fa75191e209131cea65c4f |
| GS w/ dist | 92.1 | Not recorded | 68fa75191e209131cea65c4f |
| GS w/o dist | 92 | Not recorded | 68fa75191e209131cea65c4f |
| GS w/ dist | 91.7 | Not recorded | 68fa75191e209131cea65c4f |
| GS w/ dist | 91.7 | Not recorded | 68fa75191e209131cea65c4f |
| GS w/o dist | 91.6 | Not recorded | 68fa75191e209131cea65c4f |
| GS w/o dist | 91.5 | Not recorded | 68fa75191e209131cea65c4f |
| GS w/ dist | 91.5 | Not recorded | 68fa75191e209131cea65c4f |
| GS w/o dist | 91.4 | Not recorded | 68fa75191e209131cea65c4f |
| H-UDM | 91.3 | Not recorded | 68fa75191e209131cea65c4f |
| H-UDM | 91.2 | Not recorded | 68fa75191e209131cea65c4f |
| HuBERT | 91 | Not recorded | 68fa75191e209131cea65c4f |
| H-UDM | 91 | Not recorded | 68fa75191e209131cea65c4f |
| H-UDM | 90.9 | Not recorded | 68fa75191e209131cea65c4f |
| H-UDM | 90.7 | Not recorded | 68fa75191e209131cea65c4f |
| HuBERT | 90.5 | Not recorded | 68fa75191e209131cea65c4f |
| HuBERT | 90 | Not recorded | 68fa75191e209131cea65c4f |
| HuBERT | 89.9 | Not recorded | 68fa75191e209131cea65c4f |
| HuBERT | 89.8 | Not recorded | 68fa75191e209131cea65c4f |
| GS-only | 89.4 | Not recorded | 68fa75191e209131cea65c4f |
| GS-only | 88.9 | Not recorded | 68fa75191e209131cea65c4f |
| GS-only | 88.3 | Not recorded | 68fa75191e209131cea65c4f |
| GS-only | 88.1 | Not recorded | 68fa75191e209131cea65c4f |
| GS-only | 88.1 | Not recorded | 68fa75191e209131cea65c4f |

### GS w/ dist

F1 Score: 93. Result ID: 6993748f3a6c314849160fab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (100%)"}. This record does not assert independent reproduction.

### GS w/o dist

F1 Score: 92.6. Result ID: 6993748f3a6c314849160fa6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (100%)"}. This record does not assert independent reproduction.

### GS w/ dist

F1 Score: 92.1. Result ID: 6993748f3a6c314849160faa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (60%)"}. This record does not assert independent reproduction.

### GS w/o dist

F1 Score: 92. Result ID: 6993748f3a6c314849160fa5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (60%)"}. This record does not assert independent reproduction.

### GS w/ dist

F1 Score: 91.7. Result ID: 6993748f3a6c314849160fa8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"LibriTTS (100%)"}. This record does not assert independent reproduction.

### GS w/ dist

F1 Score: 91.7. Result ID: 6993748f3a6c314849160fa9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (30%)"}. This record does not assert independent reproduction.

### GS w/o dist

F1 Score: 91.6. Result ID: 6993748f3a6c314849160fa3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"LibriTTS (100%)"}. This record does not assert independent reproduction.

### GS w/o dist

F1 Score: 91.5. Result ID: 6993748f3a6c314849160fa4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (30%)"}. This record does not assert independent reproduction.

### GS w/ dist

F1 Score: 91.5. Result ID: 6993748f3a6c314849160fa7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"VCTK++"}. This record does not assert independent reproduction.

### GS w/o dist

F1 Score: 91.4. Result ID: 6993748f3a6c314849160fa2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"VCTK++"}. This record does not assert independent reproduction.

### H-UDM

F1 Score: 91.3. Result ID: 6993748f3a6c314849160f9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f51e209131cea53c5e.md>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (60%)"}. This record does not assert independent reproduction.

### H-UDM

F1 Score: 91.2. Result ID: 6993748f3a6c314849160f98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f51e209131cea53c5e.md>)

Recorded evaluation configuration: {"Training Data":"VCTK++"}. This record does not assert independent reproduction.

### HuBERT

F1 Score: 91. Result ID: 6993748f3a6c314849160f96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.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: {"Training Data":"Libri-Dys (60%)"}. This record does not assert independent reproduction.

### H-UDM

F1 Score: 91. Result ID: 6993748f3a6c314849160f99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f51e209131cea53c5e.md>)

Recorded evaluation configuration: {"Training Data":"LibriTTS (100%)"}. This record does not assert independent reproduction.

### H-UDM

F1 Score: 90.9. Result ID: 6993748f3a6c314849160f9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f51e209131cea53c5e.md>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (100%)"}. This record does not assert independent reproduction.

### H-UDM

F1 Score: 90.7. Result ID: 6993748f3a6c314849160f9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f51e209131cea53c5e.md>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (30%)"}. This record does not assert independent reproduction.

### HuBERT

F1 Score: 90.5. Result ID: 6993748f3a6c314849160f93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.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: {"Training Data":"VCTK++"}. This record does not assert independent reproduction.

### HuBERT

F1 Score: 90. Result ID: 6993748f3a6c314849160f94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.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: {"Training Data":"LibriTTS (100%)"}. This record does not assert independent reproduction.

### HuBERT

F1 Score: 89.9. Result ID: 6993748f3a6c314849160f97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.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: {"Training Data":"Libri-Dys (100%)"}. This record does not assert independent reproduction.

### HuBERT

F1 Score: 89.8. Result ID: 6993748f3a6c314849160f95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.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: {"Training Data":"Libri-Dys (30%)"}. This record does not assert independent reproduction.

### GS-only

F1 Score: 89.4. Result ID: 6993748f3a6c314849160fa1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (100%)"}. This record does not assert independent reproduction.

### GS-only

F1 Score: 88.9. Result ID: 6993748f3a6c314849160fa0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (60%)"}. This record does not assert independent reproduction.

### GS-only

F1 Score: 88.3. Result ID: 6993748f3a6c314849160f9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"Libri-Dys (30%)"}. This record does not assert independent reproduction.

### GS-only

F1 Score: 88.1. Result ID: 6993748f3a6c314849160f9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"VCTK++"}. This record does not assert independent reproduction.

### GS-only

F1 Score: 88.1. Result ID: 6993748f3a6c314849160f9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c4f.md>)

[Implementation](<https://eureka235.github.io/>)

Recorded evaluation configuration: {"Training Data":"LibriTTS (100%)"}. This record does not assert independent reproduction.

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