Publication
My Publications and Preprints are listed here.
2025
MSTYLEDISTANCE: Multilingual Style Embeddings and their Evaluation
We introduce Multilingual STYLE DISTANCE, expanding our prior study STYLE DISTANCE to a multilingual scenario. Continue reading MSTYLEDISTANCE: Multilingual Style Embeddings and their Evaluation
2024
StyleDistance: Stronger Content-Independent Style Embeddings with Synthetic Parallel Examples
We introduce STYLE DISTANCE, a novel method for training style representations that effectively separate writing style from content by leveraging a synthetic dataset of paraphrases with controlled style variations. Our approach achieves superior content-independent embeddings, validated through human and automated evaluations, and outperforms existing methods on real-world benchmarks. Continue reading StyleDistance: Stronger Content-Independent Style Embeddings with Synthetic Parallel Examples
