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How Do People Challenge Racial Stereotypes Online? Counter-Story Detection Across Reddit Communities

arXiv自然语言 2026-10-04 07:18 3 阅读 查看原文

Counter-storytelling is a powerful mechanism people use to challenge dominant narratives.

Unlike other forms of counterspeech that have been widely studied in computational social science, counter-storytelling has largely been overlooked.

Counter-stories are difficult to detect automatically; they are relational (defined with respect to expressions of racial stereotypes) and structurally diverse (drawing on stories that describe lived experiences, witnessed events, exemplars, and hypotheticals).

We introduce a first framework for detecting and characterizing counter-storytelling against racial stereotypes at scale.

This includes (1) a three-dimensional taxonomy grounded in narratology and Critical Race Theory and (2) a multi-stage pipeline that identifies relational pairs of stereotypes and counter-stories in noisy Reddit discourse.

Using this pipeline, we annotate 25,549 Reddit posts across 615 communities and identify 1,312 counter-stories.

Our analysis shows that speaker identity and post context shape how counter-stories are told.

For example, in-group writers favor first-person testimony, often adopting the role of self-reflective insiders.

Our work shows how computational methods can scale qualitative approaches to identify and characterize counter-storytelling as a contextual narrative practice.

With implications for content moderation, narratology, and racial discourse analysis.