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How-to Guides for Specific Audiences: A Corpus and Initial Findings

arXiv 2309.12117 ↗First posted 21 Sep 2023cs.CLcited by 0

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Abstract (arXiv)

Instructional texts for specific target groups should ideally take into account the prior knowledge and needs of the readers in order to guide them efficiently to their desired goals. However, targeting specific groups also carries the risk of reflecting disparate social norms and subtle stereotypes. In this paper, we investigate the extent to which how-to guides from one particular platform, wikiHow, differ in practice depending on the intended audience. We conduct two case studies in which we examine qualitative features of texts written for specific audiences. In a generalization study, we investigate which differences can also be systematically demonstrated using computational methods. The results of our studies show that guides from wikiHow, like other text genres, are subject to subtle biases. We aim to raise awareness of these inequalities as a first step to addressing them in future work.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 6 of its 51 references that are in the map. First posted on arXiv 21 Sep 2023.

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References · 6

  1. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,372
  2. 2018WikiHow: A Large Scale Text Summarization Datasetcited by 204
  3. 2020Reasoning about Goals, Steps, and Temporal Ordering with WikiHowcited by 66
  4. 2019Controlling Text Complexity in Neural Machine Translationcited by 32
  5. 2015It's a Man's Wikipedia? Assessing Gender Inequality in an Online Encyclopediacited by 30
  6. 2016Women Through the Glass Ceiling: Gender Asymmetries in Wikipediacited by 17

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