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Text Style Transfer research benchmarks · SOTA2 Research

Text Style Transfer

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ARAEseq2seq + CLF + CONTRA

97.8S-ACC

18

Feb 26, 2026

93.1Style Accuracy

18

Feb 26, 2026

POLITICAL (test)

ARAEseq2seq + CONTRA

0.99Accuracy

13

Feb 26, 2026

Chinese style transfer FT to JY (test)

Style Transformer

91.6Style Polarity

10

Feb 27, 2026

Chinese style transfer FT to LX (test)

Style Transformer

91.7Style Polarity

10

Feb 27, 2026

NCBI style domain

Similar 5-shot finetuning w/ terminology and name retrieval

50.37BLEU

9

Feb 26, 2026

Treasury style domain

Similar 5-shot finetuning

50.46BLEU

9

Feb 26, 2026

Literary style domain

Similar 5-shot finetuning w/ terminology and name retrieval

52.61BLEU

9

Feb 26, 2026

IRS style domain

Similar 5-shot finetuning

49.5BLEU

9

Feb 26, 2026

English Novel Corpus ER → SP

60.3Accd

6

Feb 27, 2026

3.6Style Score

5

Feb 26, 2026

4Style Score

5

Feb 26, 2026

33.45BLEU

5

Feb 26, 2026

Chinese Story Corpus FT → JY

—

—Accuracy D

0

Feb 26, 2026

Chinese Story Corpus FT → LX

—

—Acc Divergence

0

Feb 26, 2026

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