Digital Voices of Survival: From Social Media Disclosures to Support Provisions for Domestic Violence Victims
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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
- 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
- 2022Scaling Instruction-Finetuned Language Modelscited by 3,024
- 2024Large Language Models for Data Annotation and Synthesis: A Surveycited by 205
- 2023AnnoLLM: Making Large Language Models to Be Better Crowdsourced Annotatorscited by 172
- 2021WhiteningBERT: An Easy Unsupervised Sentence Embedding Approachcited by 69
- 2018A Decision Tree Approach to Predicting Recidivism in Domestic Violencecited by 1
- 2018Intent Classification using Feature Sets for Domestic Violence Discourse on Social Mediacited by 1
Built on by
Citing papers per year: 2025: 2; 2026: 1.
3 papers.
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- 2025Improving Topic Modeling of Social Media Short Texts with Rephrasing: A Case Study of COVID-19 Related Tweetscited by 3
- 2026Scaling Medical Reasoning Verification via Tool-Integrated Reinforcement Learningcited by 3
- 2026Scaling Medical Reasoning Verification via Tool-Integrated Reinforcement Learning28 Jan 2026
- 2025Improving Topic Modeling of Social Media Short Texts with Rephrasing: A Case Study of COVID-19 Related Tweets21 Oct 2025
- 2025Enhancing Long Chain-of-Thought Reasoning through Multi-Path Plan Aggregation13 Oct 2025