Demographic Factors Influence on NLP - How Texts Reflect Personal Backgrounds

Explore the intersection of sociolinguistics and natural language processing in this 52-minute lecture by Dirk Hovy from the University of Copenhagen. Delve into how demographic factors influence language use and the implications for NLP systems. Examine the assumptions that language is primarily for information and that all demographic groups use language similarly. Discover ongoing research into large-scale statistical analysis of demographic language variation and its impact on NLP system performance and fairness. Learn how incorporating demographic information can address biases and improve NLP applications across various domains and text types. Gain insights into the benefits of combining statistical NLP methods with sociolinguistic theories for both fields.

Texts Come from People – how Demographic Factors Influence NLP – Dirk Hovy (U of Copenhagen) - 2015