# Textual Style Transfer on Russian Detoxification Dataset

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

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

Data updated: 2026-02-26T06:03:32.202Z

Evaluation of Textual Style Transfer performance on the Russian Detoxification Dataset, measured using metrics like 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) | Russian 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-russian-detoxification-dataset.md?metric=STA>): Higher is better; unit: SCALAR.

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

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

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

## Recorded results

| Method | STA | Result date | Report paper |
| --- | --- | --- | --- |
| mBART 3000 ENG | 0.923 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 5000 ENG | 0.9 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 base ENG | 0.838 | Not recorded | 68fa6cbc1e209131cea35b00 |
| condBERT | 0.819 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 small ENG | 0.805 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 base\* | 0.773 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 base | 0.772 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 small | 0.745 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 5000 (FSMT) | 0.737 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 5000 RUS | 0.724 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 3000 RUS | 0.699 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 5000 | 0.685 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 base RUS | 0.676 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mBART 5000 (Google) | 0.675 | Not recorded | 68fa6cbc1e209131cea35b00 |
| mT5 small RUS | 0.559 | Not recorded | 68fa6cbc1e209131cea35b00 |
| Delete | 0.532 | Not recorded | 68fa6cbc1e209131cea35b00 |

### mBART 3000 ENG

STA: 0.923. Result ID: 698f398c3a6c314849f72f8c.

[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.

### mBART 5000 ENG

STA: 0.9. Result ID: 698f398c3a6c314849f72f8e.

[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 base ENG

STA: 0.838. Result ID: 698f398c3a6c314849f72f88.

[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.

### condBERT

STA: 0.819. Result ID: 698f398c3a6c314849f72f83.

[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 small ENG

STA: 0.805. Result ID: 698f398c3a6c314849f72f8a.

[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.

### mT5 base\*

STA: 0.773. Result ID: 698f398c3a6c314849f72f86.

[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.

### mT5 base

STA: 0.772. Result ID: 698f398c3a6c314849f72f84.

[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: 0.745. Result ID: 698f398c3a6c314849f72f85.

[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.

### mBART 5000 (FSMT)

STA: 0.737. Result ID: 698f398c3a6c314849f72f91.

[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 RUS

STA: 0.724. Result ID: 698f398c3a6c314849f72f8f.

[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.

### mBART 3000 RUS

STA: 0.699. Result ID: 698f398c3a6c314849f72f8d.

[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.

### mBART 5000

STA: 0.685. Result ID: 698f398c3a6c314849f72f87.

[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 RUS

STA: 0.676. Result ID: 698f398c3a6c314849f72f89.

[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 (Google)

STA: 0.675. Result ID: 698f398c3a6c314849f72f90.

[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.

### mT5 small RUS

STA: 0.559. Result ID: 698f398c3a6c314849f72f8b.

[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.

### Delete

STA: 0.532. Result ID: 698f398c3a6c314849f72f82.

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

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

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