# Textual Style Transfer on English Detoxification Dataset

Source: [Textual Style Transfer on English Detoxification Dataset](<https://www.sota2.com/research/sota/textual-style-transfer-on-english-detoxification-dataset>)

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

Data updated: 2026-02-26T06:03:32.218Z

Evaluation of Textual Style Transfer performance on the English Detoxification Dataset, measured using metrics such as STA, SIM, FL, and J.

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 | Textual Style Transfer |
| Dataset (including any stated split) | English Detoxification Dataset |
| Metric | STA |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [STA](<https://www.sota2.com/research/sota/textual-style-transfer-on-english-detoxification-dataset.md?metric=STA>): Higher is better; unit: SCALAR.

- [SIM](<https://www.sota2.com/research/sota/textual-style-transfer-on-english-detoxification-dataset.md?metric=SIM>): Higher is better; unit: SCALAR.

- [FL](<https://www.sota2.com/research/sota/textual-style-transfer-on-english-detoxification-dataset.md?metric=FL>): Higher is better; unit: SCALAR.

- [J](<https://www.sota2.com/research/sota/textual-style-transfer-on-english-detoxification-dataset.md?metric=J>): Higher is better; unit: SCALAR.

## Recorded results

| Method | STA | Result date | Report paper |
| --- | --- | --- | --- |
| condBERT | 0.98 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 base\* | 0.893 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 5000 | 0.887 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 base ENG | 0.86 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 5000 ENG | 0.857 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 small ENG | 0.844 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 3000 ENG | 0.842 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 base | 0.833 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 small | 0.826 | Not recorded | 68fa6cbc1e209131cea35b00 |
| Delete | 0.81 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 5000 RUS | 0.806 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 small RUS | 0.776 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 5000 (FSMT) | 0.744 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 5000 (Google) | 0.678 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 3000 RUS | 0.547 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 base RUS | 0.365 | Not recorded | 68fa6cbc1e209131cea35b00 |

### condBERT

STA: 0.98. Result ID: 698f398c3a6c314849f72f93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c67d.md>)

Recorded evaluation configuration: {"Evaluation Setup":"Baselines"}. This record does not assert independent reproduction.

### mT5 base\*

STA: 0.893. Result ID: 698f398c3a6c314849f72f96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Multilingual Setup","Training Language":"All English and Russian data available (not equalized)"}. This record does not assert independent reproduction.

### mBART 5000

STA: 0.887. Result ID: 698f398c3a6c314849f72f97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Multilingual Setup","Training Language":"English and Russian (equalized)","Training Iterations":5000}. This record does not assert independent reproduction.

### mT5 base ENG

STA: 0.86. Result ID: 698f398c3a6c314849f72f98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Cross-lingual Setup","Training Language":"English"}. This record does not assert independent reproduction.

### mBART 5000 ENG

STA: 0.857. Result ID: 698f398c3a6c314849f72f9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Cross-lingual Setup","Training Language":"English","Training Iterations":5000}. This record does not assert independent reproduction.

### mT5 small ENG

STA: 0.844. Result ID: 698f398c3a6c314849f72f9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Cross-lingual Setup","Training Language":"English"}. This record does not assert independent reproduction.

### mBART 3000 ENG

STA: 0.842. Result ID: 698f398c3a6c314849f72f9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Cross-lingual Setup","Training Language":"English","Training Iterations":3000}. This record does not assert independent reproduction.

### mT5 base

STA: 0.833. Result ID: 698f398c3a6c314849f72f94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Multilingual Setup","Training Language":"English and Russian (equalized)"}. This record does not assert independent reproduction.

### mT5 small

STA: 0.826. Result ID: 698f398c3a6c314849f72f95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Multilingual Setup","Training Language":"English and Russian (equalized)"}. This record does not assert independent reproduction.

### Delete

STA: 0.81. Result ID: 698f398c3a6c314849f72f92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

Recorded evaluation configuration: {"Evaluation Setup":"Baselines"}. This record does not assert independent reproduction.

### mBART 5000 RUS

STA: 0.806. Result ID: 698f398c3a6c314849f72f9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Cross-lingual Setup","Training Language":"Russian","Training Iterations":5000}. This record does not assert independent reproduction.

### mT5 small RUS

STA: 0.776. Result ID: 698f398c3a6c314849f72f9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Cross-lingual Setup","Training Language":"Russian"}. This record does not assert independent reproduction.

### mBART 5000 (FSMT)

STA: 0.744. Result ID: 698f398c3a6c314849f72fa1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Backtranslation Setup","Engine":"FSMT"}. This record does not assert independent reproduction.

### mBART 5000 (Google)

STA: 0.678. Result ID: 698f398c3a6c314849f72fa0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Backtranslation Setup","Engine":"Google"}. This record does not assert independent reproduction.

### mBART 3000 RUS

STA: 0.547. Result ID: 698f398c3a6c314849f72f9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Cross-lingual Setup","Training Language":"Russian","Training Iterations":3000}. This record does not assert independent reproduction.

### mT5 base RUS

STA: 0.365. Result ID: 698f398c3a6c314849f72f99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35b00.md>)

[Implementation](<https://github.com/skoltech-nlp/multilingual_detox>)

Recorded evaluation configuration: {"Evaluation Setup":"Cross-lingual Setup","Training Language":"Russian"}. This record does not assert independent reproduction.

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