Overview of the CLPsych 2025 Shared Task: Capturing Mental Health Dynamics from Social Media Timelines
Overview of the CLPsych 2025 Shared Task, which combined longitudinal modeling of a person's mental-health state across their social-media timeline with evidence extraction and summarization. Its subtasks asked systems to extract text spans reflecting adaptive and maladaptive self-states, assign per-post well-being scores on a 1-10 scale, and summarize how self-states evolve at the post and timeline level.
Publisher
Association for Computational Linguistics (CLPsych 2025 Workshop)
Published
1 May 2025
Added
3 months ago
Key Findings
- Pairs longitudinal mental-state tracking with extraction of the supporting evidence spans behind each self-state label
- Scores well-being per post on a 1-10 scale and summarizes self-state dynamics at both the post and timeline level
- Frames mental-health monitoring as evidence-grounded and human-interpretable rather than a single opaque score
Methodology Notes
Peer-reviewed shared-task overview, 10th CLPsych Workshop (NAACL 2025). Published May 2025; exact day not stated, so the day is set to 01. Substrate is social-media timelines, not chatbot conversation.
Sources
ACL Anthology(opens in a new tab) (primary)
Archived snapshot (Wayback Machine)(opens in a new tab) — preserved against link rot
Authors
Talia Tseriotou, Jenny Chim, Ayal Klein, Aviad Shamir, Guy Dvir, Iman Munire Bilal, George Kennedy, Chandan Kumar Singh Kohli, Anthony Hills, Ayah Zirikly, Dana Atzil-Slonim, Maria Liakata
Tags
Cite This
APA
Talia Tseriotou et al. (2025). Overview of the CLPsych 2025 Shared Task: Capturing Mental Health Dynamics from Social Media Timelines. Association for Computational Linguistics (CLPsych 2025 Workshop). https://aclanthology.org/2025.clpsych-1.16/
Related Insights
Overview of the CLPsych 2022 Shared Task: Capturing Moments of Change in Longitudinal User Posts
Association for Computational Linguistics (CLPsych 2022 Workshop) · 1 Jul 2022
The Attachment Index: Auditing Attachment Language Cues and Relational Safety Risks in Human-LLM Dialogue
Association for Computational Linguistics (Proceedings of the 11th Workshop on Computational Linguistics and Clinical Psychology, CLPsych 2026) · 1 Jul 2026
Overview of the CLPsych 2026 Shared Task: Capturing and Characterizing Mental Health Changes through Social Media Timeline Dynamics
Association for Computational Linguistics (Proceedings of the 11th Workshop on Computational Linguistics and Clinical Psychology, CLPsych 2026) · 1 Jul 2026