M-HELP: Using Social Media Data to Detect Mental Health Help-Seeking Signals
Fuente:
arXiv
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| Autori principali: | , , |
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| Natura: | Preprint |
| Pubblicazione: |
2025
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| _version_ | 1866913999737585664 |
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| author | Sathvik, MSVPJ Shaik, Zuhair Hasan Gupta, Vivek |
| author_facet | Sathvik, MSVPJ Shaik, Zuhair Hasan Gupta, Vivek |
| contents | Mental health disorders are a global crisis. While various datasets exist for detecting such disorders, there remains a critical gap in identifying individuals actively seeking help. This paper introduces a novel dataset, M-Help, specifically designed to detect help-seeking behavior on social media. The dataset goes beyond traditional labels by identifying not only help-seeking activity but also specific mental health disorders and their underlying causes, such as relationship challenges or financial stressors. AI models trained on M-Help can address three key tasks: identifying help-seekers, diagnosing mental health conditions, and uncovering the root causes of issues. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2508_15440 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | M-HELP: Using Social Media Data to Detect Mental Health Help-Seeking Signals Sathvik, MSVPJ Shaik, Zuhair Hasan Gupta, Vivek Computation and Language Mental health disorders are a global crisis. While various datasets exist for detecting such disorders, there remains a critical gap in identifying individuals actively seeking help. This paper introduces a novel dataset, M-Help, specifically designed to detect help-seeking behavior on social media. The dataset goes beyond traditional labels by identifying not only help-seeking activity but also specific mental health disorders and their underlying causes, such as relationship challenges or financial stressors. AI models trained on M-Help can address three key tasks: identifying help-seekers, diagnosing mental health conditions, and uncovering the root causes of issues. |
| title | M-HELP: Using Social Media Data to Detect Mental Health Help-Seeking Signals |
| topic | Computation and Language |
| url | https://arxiv.org/abs/2508.15440 |