mlsanityData to 14 Oct 2026

Digital Voices of Survival: From Social Media Disclosures to Support Provisions for Domestic Violence Victims

arXiv 2509.12288 ↗First posted 15 Sep 2025cs.SI cs.AI cs.CYcited by 3

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Abstract (arXiv)

Domestic Violence (DV) is a pervasive public health problem characterized by patterns of coercive and abusive behavior within intimate relationships. With the rise of social media as a key outlet for DV victims to disclose their experiences, online self-disclosure has emerged as a critical yet underexplored avenue for support-seeking. In addition, existing research lacks a comprehensive and nuanced understanding of DV self-disclosure, support provisions, and their connections. To address these gaps, this study proposes a novel computational framework for modeling DV support-seeking behavior alongside community support mechanisms. The framework consists of four key components: self-disclosure detection, post clustering, topic summarization, and support extraction and mapping. We implement and evaluate the framework with data collected from relevant social media communities. Our findings not only advance existing knowledge on DV self-disclosure and online support provisions but also enable victim-centered digital interventions.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 7 of its 37 references that are in the map. First posted on arXiv 15 Sep 2025.

Builds on

7 of 37 references.

References · 7

  1. 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
  2. 2022Scaling Instruction-Finetuned Language Modelscited by 3,024
  3. 2024Large Language Models for Data Annotation and Synthesis: A Surveycited by 205
  4. 2023AnnoLLM: Making Large Language Models to Be Better Crowdsourced Annotatorscited by 172
  5. 2021WhiteningBERT: An Easy Unsupervised Sentence Embedding Approachcited by 69
  6. 2018A Decision Tree Approach to Predicting Recidivism in Domestic Violencecited by 1
  7. 2018Intent Classification using Feature Sets for Domestic Violence Discourse on Social Mediacited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 2; 2026: 1.

3 papers.