# Text Style Transfer on POLITICAL (test)

Source: [Text Style Transfer on POLITICAL (test)](<https://www.sota2.com/research/sota/text-style-transfer-on-political-test>)

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

Data updated: 2026-02-26T05:28:17.500Z

Evaluation of Text Style Transfer performance on the test split of the POLITICAL dataset, measured using metrics like ACC, FL, SIM, and AGG.

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 | Text Style Transfer |
| Dataset (including any stated split) | POLITICAL (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/text-style-transfer-on-political-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Fluency Score](<https://www.sota2.com/research/sota/text-style-transfer-on-political-test.md?metric=Fluency%20Score>): Higher is better; unit: PERCENT.

- [Similarity Score](<https://www.sota2.com/research/sota/text-style-transfer-on-political-test.md?metric=Similarity%20Score>): Higher is better; unit: PERCENT.

- [Aggregation Score](<https://www.sota2.com/research/sota/text-style-transfer-on-political-test.md?metric=Aggregation%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ARAEseq2seq + CONTRA | 0.99 | Not recorded | 68fa6c7a1e209131cea342f7 |
| ARAEseq2seq + CONTRA | 0.99 | Not recorded | 68fa6c7a1e209131cea342f7 |
| ARAEseq2seq + CLF + CONTRA | 0.99 | Not recorded | 68fa6c7a1e209131cea342f7 |
| ARAEseq2seq + CLF + CONTRA | 0.99 | Not recorded | 68fa6c7a1e209131cea342f7 |
| ARAEseq2seq + CLF | 0.986 | Not recorded | 68fa6c7a1e209131cea342f7 |
| ARAEseq2seq + CLF | 0.986 | Not recorded | 68fa6c7a1e209131cea342f7 |
| ARAEseq2seq | 0.958 | Not recorded | 68fa6c7a1e209131cea342f7 |
| ARAEseq2seq | 0.958 | Not recorded | 68fa6c7a1e209131cea342f7 |
| ARAE | 0.63 | Not recorded | 68fa6c7a1e209131cea342f7 |
| DRG | 0.613 | Not recorded | 68fa6c7a1e209131cea342f7 |
| ARAEseq2seq + CLF + CONTRA | 0.025 | Not recorded | 68fa6c7a1e209131cea342f7 |
| DRG | 0.023 | Not recorded | 68fa6c7a1e209131cea342f7 |
| ARAE | 0.021 | Not recorded | 68fa6c7a1e209131cea342f7 |

### ARAEseq2seq + CONTRA

Accuracy: 0.99. Result ID: 698f18513a6c314849f5c206.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Implementation](<https://github.com/abhinavkashyap/dct>)

Recorded evaluation configuration: {"Sampling":"greedy"}. This record does not assert independent reproduction.

### ARAEseq2seq + CONTRA

Accuracy: 0.99. Result ID: 698f18513a6c314849f5c207.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Implementation](<https://github.com/abhinavkashyap/dct>)

Recorded evaluation configuration: {"Sampling":"nucleus(p = 0.6)"}. This record does not assert independent reproduction.

### ARAEseq2seq + CLF + CONTRA

Accuracy: 0.99. Result ID: 698f18513a6c314849f5c208.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Implementation](<https://github.com/abhinavkashyap/dct>)

Recorded evaluation configuration: {"Sampling":"greedy"}. This record does not assert independent reproduction.

### ARAEseq2seq + CLF + CONTRA

Accuracy: 0.99. Result ID: 698f18513a6c314849f5c209.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Implementation](<https://github.com/abhinavkashyap/dct>)

Recorded evaluation configuration: {"Sampling":"nucleus(p = 0.6)"}. This record does not assert independent reproduction.

### ARAEseq2seq + CLF

Accuracy: 0.986. Result ID: 698f18513a6c314849f5c204.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Implementation](<https://github.com/abhinavkashyap/dct>)

Recorded evaluation configuration: {"Sampling":"greedy"}. This record does not assert independent reproduction.

### ARAEseq2seq + CLF

Accuracy: 0.986. Result ID: 698f18513a6c314849f5c205.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Implementation](<https://github.com/abhinavkashyap/dct>)

Recorded evaluation configuration: {"Sampling":"nucleus(p = 0.6)"}. This record does not assert independent reproduction.

### ARAEseq2seq

Accuracy: 0.958. Result ID: 698f18513a6c314849f5c202.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Implementation](<https://github.com/abhinavkashyap/dct>)

Recorded evaluation configuration: {"Sampling":"greedy"}. This record does not assert independent reproduction.

### ARAEseq2seq

Accuracy: 0.958. Result ID: 698f18513a6c314849f5c203.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Implementation](<https://github.com/abhinavkashyap/dct>)

Recorded evaluation configuration: {"Sampling":"nucleus(p = 0.6)"}. This record does not assert independent reproduction.

### ARAE

Accuracy: 0.63. Result ID: 698f18513a6c314849f5c201.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64871e209131cea05345.md>)

Recorded evaluation configuration: {"Sampling":"greedy"}. This record does not assert independent reproduction.

### DRG

Accuracy: 0.613. Result ID: 698f18513a6c314849f5c200.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa643f1e209131cea0369f.md>)

[Implementation](<https://github.com/lijuncen/Sentiment-and-Style-Transfer>)

Recorded evaluation configuration: {"Sampling":"greedy"}. This record does not assert independent reproduction.

### ARAEseq2seq + CLF + CONTRA

Accuracy: 0.025. Result ID: 698f18513a6c314849f5c212.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Implementation](<https://github.com/abhinavkashyap/dct>)

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

### DRG

Accuracy: 0.023. Result ID: 698f18513a6c314849f5c210.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa643f1e209131cea0369f.md>)

[Implementation](<https://github.com/lijuncen/Sentiment-and-Style-Transfer>)

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

### ARAE

Accuracy: 0.021. Result ID: 698f18513a6c314849f5c211.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64871e209131cea05345.md>)

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

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