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Workshop on Computational Linguistics and Clinical Psychology 2026: all accepted papers

45 papers · the most cited first · ← Workshop on Computational Linguistics and Clinical Psychology 2026

  1. Clinical Prompt Engineering: Encoding Clinical Knowledge into AI Training Simulations - A Crisis Deployment Case Study ↗Yuval Holzman, Eshkol Rafaeli, Zohar Elyoseph et al.1 citation
  2. Culture by Design: A Sociotechnical Framework for Culturally Grounded AI for Mental HealthSunny Rai, Elizabeth Stade, Graise Zhou et al.1 citation · our summary
  3. Designing Structured Conversational Support for Tuberculosis Treatment Adherence and Patient Coping ↗Priyanshi Garg, Sarah Iribarren, Sikha Pentyala et al.1 citation
  4. Evaluating Document-Tuned Transformer Representations for Person-level Mental Health AssessmentAaron Marker, Oscar Kjell, Vasudha Varadarajan et al.1 citation · our summary
  5. Exploration of Perceptual Speech Features for Clinical Decision-Support in Mental Health CareVassilis Lyberatos, Edmund Dervakos, Eleni Adamidi et al.1 citation · our summary
  6. A Multi-Strategy Fusion Framework for Dynamic Mental State ModelingMengjia Zhang, Rui Chen, Haonan Xiao et al.our summary
  7. Agentic Pipelines Meet Retrieval-Augmented ICL: A Zero-Training Approach to Mental Health Modeling ↗Anson Antony, Gautham Vijay Kumar, Annika M. Schoene
  8. Automated Detection and Classification of Delusion-related Content in Naturalistic Audio Diaries Using Multi-Agent Language Models ↗Feng Chen, Justin Tauscher, Changye Li et al.
  9. Automatic Annotation of Mental Health Recovery Narratives: A Benchmark StudyShrankhla Pandey, Graham Murray, Ben Laws et al.our summary
  10. Before the Labels: How Dataset Construction Shapes Suicidality Detection in Clinical Text ↗Priyanshi Garg, Ishita Rao, Jieqiong Ding et al.
  11. CUNY at CLPsych 2026: A Pipeline Approach to Classification and Summarization of Mental Health Change ↗Amirmohammad Ziaei Bideh, Shameed Job, Ava Yahyapour et al.
  12. Creating Multilingual Mental Health Dialogue Datasets: Limits of Persona-Based Localization via Nationality and LanguageYunkai Xu, Saeed Abdullahour summary
  13. Discriminant Validity: Disentangling Health and Emotional Constructs from Language-Based Assessments ↗Scott Feltman, Adithya V Ganesan, Whitney Ringwald et al.
  14. DreamerNLplus: Interpretable Modeling of Mental Health Dynamics from Social Media Timelines using Hybrid Rule-Based and RAG MethodsMaryia Zhyrko, Daisy Lal, Erik van Mulligen et al.our summary
  15. Enhancing Mental Health Counseling Support in Bangladesh using Culturally-grounded Knowledge ↗Md Arid Hasan, Azhagu Meena Sp, Aditya Khan et al.
  16. Exploring Profiles of Cognitive Distortions Associated with Mental Health Disorders ↗Alina Anikejeva, Kairit Sirts
  17. Facet-Informed Prompting for LLM-Based Personality Assessment: Error-Guided Exemplar Selection and Hierarchical Prediction ↗Rasiq Hussain, Juhi Shah, Joshua Oltmanns et al.
  18. From Responses to Trajectories: Modeling the Development of Reflective Listening SkillsDhruvil Thummar, Verónica Pérez-Rosasour summary
  19. Ground Truths in Suicide Research: The Current State of AI-Based Suicide Detection in Social MediaYaakov Ophir, Ofri Hefetz, Refael Tikochinski et al.our summary
  20. Hierarchical Multi-Stage Modeling of Adaptive and Maladaptive Self-States in Social Media TimelinesAbir Naskar, Mike Conwayour summary
  21. LLMs as Standardised Patients for Motivational Interviewing: How Faithful Are They? ↗Van Hoang, Eoin Rogers, Robert Ross
  22. Language-Based Detection of Adherence to Evidence-Based Psychotherapy Scripts ↗Samuel T. Campione, Elizabeth C. Stade, Stefanie T. LoSavio et al.
  23. McMasters of Change: Predicting Well-Being States and Transitions from Longitudinal LanguageHongyi Zhang, Derron Li, Scarlett Cleary et al.our summary
  24. Measuring the quality of therapy sessions against assessment scales using augmented semantic-similarity approaches ↗Kejian Cui, Simon D'alfonso, Mike Conway
  25. Mirroring Minds: Asymmetric Linguistic Accommodation and Diagnostic Identity in ADHD and Autism Reddit CommunitiesSaad Mankarious, Nour Zeid, Iyad Ait Hou et al.our summary
  26. Mostly Grounded, Occasionally Risky: Expert Evaluation of LLM-Generated Supervisory Feedback in a Psychotherapy Training SimulatorAdrian Montesano, Justin K. Bloomberg, Marc Pérez-Burielour summary
  27. Multistream Modelling for Mental Health: Modelling Linguistic and Temporal Contexts with Mutual and Self-Excitation in Social Media ↗Anthony Hills, Talia Tseriotou, Mahmud Akhter et al.
  28. On the Role of Context in LLM Alignment to Mental Health Counseling CompetenciesSadiya Sayara Chowdhury Puspo, Marcos Zampieri, Özlem Uzunerour summary
  29. Overview of the CLPsych 2026 Shared Task: Capturing and Characterizing Mental Health Changes through Social Media Timeline Dynamics ↗Iqra Ali, Talia Tseriotou, Guy Dvir et al.
  30. P2P - from Posts to Patterns: An LLM Ensemble Approach to Mental Health Dynamics Detection ↗Federico Ravenda, Volodymyr Karpenko, Antonietta Mira et al.
  31. Prompt-Based Modeling of Moments of Change and Change Summaries in Mental Health Timelines ↗Duc Do, Tin Pham, Vu Tran et al.
  32. Psycholinguistic Profiles of Cognitive Distortions in Reddit DataNeha Sharma, Navneet Agarwal, Kairit Sirtsour summary
  33. Self-State Identification with Retrieved In-Context Examples and Open-Weight LLMs ↗Alina Ponomareva, Nina Stekacheva Sancho, Karina Litvinova
  34. Team Aurevia at CLPsych 2026: Local Healthcare NLP for Schema-Constrained Self-State ModelingNathan Roll, Irene Yi, Sufian Aldogom et al.our summary
  35. Team MKC at CLPsych 2026: Capturing and Characterizing Mental Health Changes through Social Media Timeline Dynamics ↗Kyomin Hwang, Hyeonjin Kim, Hyunho Lee et al.
  36. The Attachment Index: Auditing Attachment Language Cues and Relational Safety Risks in Human-LLM Dialogue ↗Cyndie Demeocq, Animesh Prasad, Marzieh Saeidi et al.
  37. The Reliability Illusion in Synthetic Patients: Psychometric Misalignment of Open-weight LLMs on PHQ-9 and GAD-7Qian Shen, Yu Hanour summary
  38. The Text Aphasia Battery (TAB): A Clinically-Grounded Benchmark for Aphasia-Like Deficits in Language ModelsNathan Roll, Jill Kries, Flora Jin et al.our summary
  39. The Visibility of Depression in Social Media: Mapping Symptoms to Linguistic FeaturesȘtefana-Arina Tăbușcă, Ana Sabina Uban, Liviu Dinuour summary
  40. Theory-Explicit Prompting for MIND Self-States: Hierarchical LLMs and Dynamic Signature Extraction in Mental Health Timelines ↗Pawan Kumar, Ankit Meshram, Shubham Jha et al.
  41. Thinking With a Machine: An AI Agent's Account of Agentic Research in Clinical PsychologyElad Refoua, Mor Barour summary
  42. When Rating Scales Fall Short: LLM-Assisted Discovery of ADHD Signals in Turkish Teacher Narratives ↗Baris Karacan, Irem Aktar Songur, Ahmet Ozaslan et al.
  43. Why Do Self-Harm Prediction Models Struggle to Generalise? – Lexical and Semantic Variations in Emergency Department Triage Notes ↗Liuliu Chen, Mike Conway, Jo Robinson et al.
  44. “How'd You Type That So Fast?” A Descriptive Analysis of Counselor Message Text Reuse in Text-Based Crisis Counseling ↗Stevi Gligorovic, Jens Kristian Schou, Zac Imel et al.
  45. psytechlab at CLPsych 2026: Utilising Natural Language Processing methods and Large Language Models for Social Media Text Analysis ↗Igor Buyanov, Nafisa Valieva, Ekaterina Mazurina

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