4 papers · 1 filter
Neurobiber: Fast and Interpretable Stylistic Feature Extraction
Kenan Alkiek, Anna Wegmann, Jian Zhu +1
Linguistic style is pivotal for understanding how texts convey meaning and fulfill communicative purposes, yet extracting detailed stylistic features at scale remains challenging.…
Tokenization is Sensitive to Language Variation
Anna Wegmann, Dong Nguyen, David Jurgens
Variation in language is ubiquitous and often systematically linked to regional, social, and contextual factors. Tokenizers split texts into smaller units and might behave differen…
Same Author or Just Same Topic? Towards Content-Independent Style Representations
Anna Wegmann, Marijn Schraagen, Dong Nguyen
Linguistic style is an integral component of language. Recent advances in the development of style representations have increasingly used training objectives from authorship verifi…
Does It Capture STEL? A Modular, Similarity-based Linguistic Style Evaluation Framework
Anna Wegmann, Dong Nguyen
Style is an integral part of natural language. However, evaluation methods for style measures are rare, often task-specific and usually do not control for content. We propose the m…