2024.naacl-tutorials.4@ACL

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#1 From Text to Context: Contextualizing Language with Humans, Groups, and Communities for Socially Aware NLP [PDF] [Copy] [Kimi] [REL]

Authors: Adithya V Ganesan ; Siddharth Mangalik ; Vasudha Varadarajan ; Nikita Soni ; Swanie Juhng ; João Sedoc ; H. Andrew Schwartz ; Salvatore Giorgi ; Ryan L Boyd

Aimed at the NLP researchers or practitioners who would like to integrate human - individual, group, or societal level factors into their analyses, this tutorial will cover recent techniques and libraries for doing so at each level of analysis. Starting with human-centered techniques that provide benefit to traditional document- or word-level NLP tasks (Garten et al., 2019; Lynn et al., 2017), we undertake a thorough exploration of critical human-level aspects as they pertain to NLP, gradually moving up to higher levels of analysis: individual persons, individual with agent (chat/dialogue), groups of people, and finally communities or societies.