Papers with fine-grained and polarity-based benchmarks

1 papers
Diff4TST: Masked Diffusion Language Model for Text Style Transfer (2026.acl-long)

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Challenge: Existing methods for text style transfer rely on task-specific training and expensive training stages.
Approach: They propose a diffusion-based language model that formulates text style transfer as an explicit copy-and-edit process.
Outcome: The proposed model improves style accuracy and controllability while maintaining strong content preservation and fluency.

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