---
title: "Workshop on Computational Linguistics and Clinical Psychology"
description: "All 45 papers of Workshop on Computational Linguistics and Clinical Psychology 2026, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/clpsych/2026/papers/"
---
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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](https://md.research.elamur.ai/free/en/venues/clpsych/2026/)

1. **[Clinical Prompt Engineering: Encoding Clinical Knowledge into AI Training Simulations - A Crisis Deployment Case Study ↗](https://aclanthology.org/2026.clpsych-1.3/)**Yuval Holzman, Eshkol Rafaeli, Zohar Elyoseph et al.*1 citation*
2. **[Culture by Design: A Sociotechnical Framework for Culturally Grounded AI for Mental Health](https://md.research.elamur.ai/free/en/papers/rai-2026-culture-design-sociotechnical-framework-culturally/)**Sunny Rai, Elizabeth Stade, Graise Zhou et al.*1 citation · our summary*
3. **[Designing Structured Conversational Support for Tuberculosis Treatment Adherence and Patient Coping ↗](https://aclanthology.org/2026.clpsych-1.12/)**Priyanshi Garg, Sarah Iribarren, Sikha Pentyala et al.*1 citation*
4. **[Evaluating Document-Tuned Transformer Representations for Person-level Mental Health Assessment](https://md.research.elamur.ai/free/en/papers/marker-2026-evaluating-document-tuned-transformer-representations/)**Aaron Marker, Oscar Kjell, Vasudha Varadarajan et al.*1 citation · our summary*
5. **[Exploration of Perceptual Speech Features for Clinical Decision-Support in Mental Health Care](https://md.research.elamur.ai/free/en/papers/lyberatos-2026-exploration-perceptual-speech-features-clinical/)**Vassilis Lyberatos, Edmund Dervakos, Eleni Adamidi et al.*1 citation · our summary*
6. **[A Multi-Strategy Fusion Framework for Dynamic Mental State Modeling](https://md.research.elamur.ai/free/en/papers/zhang-2026-multi-strategy-fusion-framework-dynamic/)**Mengjia Zhang, Rui Chen, Haonan Xiao et al.*our summary*
7. **[Agentic Pipelines Meet Retrieval-Augmented ICL: A Zero-Training Approach to Mental Health Modeling ↗](https://aclanthology.org/2026.clpsych-1.34/)**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 ↗](https://aclanthology.org/2026.clpsych-1.2/)**Feng Chen, Justin Tauscher, Changye Li et al.
9. **[Automatic Annotation of Mental Health Recovery Narratives: A Benchmark Study](https://md.research.elamur.ai/free/en/papers/pandey-2026-automatic-annotation-mental-health-recovery/)**Shrankhla Pandey, Graham Murray, Ben Laws et al.*our summary*
10. **[Before the Labels: How Dataset Construction Shapes Suicidality Detection in Clinical Text ↗](https://aclanthology.org/2026.clpsych-1.9/)**Priyanshi Garg, Ishita Rao, Jieqiong Ding et al.
11. **[CUNY at CLPsych 2026: A Pipeline Approach to Classification and Summarization of Mental Health Change ↗](https://aclanthology.org/2026.clpsych-1.35/)**Amirmohammad Ziaei Bideh, Shameed Job, Ava Yahyapour et al.
12. **[Creating Multilingual Mental Health Dialogue Datasets: Limits of Persona-Based Localization via Nationality and Language](https://md.research.elamur.ai/free/en/papers/xu-2026-creating-multilingual-mental-health-dialogue/)**Yunkai Xu, Saeed Abdullah*our summary*
13. **[Discriminant Validity: Disentangling Health and Emotional Constructs from Language-Based Assessments ↗](https://aclanthology.org/2026.clpsych-1.4/)**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 Methods](https://md.research.elamur.ai/free/en/papers/zhyrko-2026-dreamernlplus-interpretable-modeling-mental-health/)**Maryia Zhyrko, Daisy Lal, Erik van Mulligen et al.*our summary*
15. **[Enhancing Mental Health Counseling Support in Bangladesh using Culturally-grounded Knowledge ↗](https://aclanthology.org/2026.clpsych-1.13/)**Md Arid Hasan, Azhagu Meena Sp, Aditya Khan et al.
16. **[Exploring Profiles of Cognitive Distortions Associated with Mental Health Disorders ↗](https://aclanthology.org/2026.clpsych-1.16/)**Alina Anikejeva, Kairit Sirts
17. **[Facet-Informed Prompting for LLM-Based Personality Assessment: Error-Guided Exemplar Selection and Hierarchical Prediction ↗](https://aclanthology.org/2026.clpsych-1.17/)**Rasiq Hussain, Juhi Shah, Joshua Oltmanns et al.
18. **[From Responses to Trajectories: Modeling the Development of Reflective Listening Skills](https://md.research.elamur.ai/free/en/papers/thummar-2026-responses-trajectories-modeling-development-reflective/)**Dhruvil Thummar, Verónica Pérez-Rosas*our summary*
19. **[Ground Truths in Suicide Research: The Current State of AI-Based Suicide Detection in Social Media](https://md.research.elamur.ai/free/en/papers/ophir-2026-ground-truths-suicide-research-current/)**Yaakov Ophir, Ofri Hefetz, Refael Tikochinski et al.*our summary*
20. **[Hierarchical Multi-Stage Modeling of Adaptive and Maladaptive Self-States in Social Media Timelines](https://md.research.elamur.ai/free/en/papers/naskar-2026-hierarchical-multi-stage-modeling-adaptive/)**Abir Naskar, Mike Conway*our summary*
21. **[LLMs as Standardised Patients for Motivational Interviewing: How Faithful Are They? ↗](https://aclanthology.org/2026.clpsych-1.21/)**Van Hoang, Eoin Rogers, Robert Ross
22. **[Language-Based Detection of Adherence to Evidence-Based Psychotherapy Scripts ↗](https://aclanthology.org/2026.clpsych-1.20/)**Samuel T. Campione, Elizabeth C. Stade, Stefanie T. LoSavio et al.
23. **[McMasters of Change: Predicting Well-Being States and Transitions from Longitudinal Language](https://md.research.elamur.ai/free/en/papers/zhang-2026-mcmasters-change-predicting-well-being/)**Hongyi Zhang, Derron Li, Scarlett Cleary et al.*our summary*
24. **[Measuring the quality of therapy sessions against assessment scales using augmented semantic-similarity approaches ↗](https://aclanthology.org/2026.clpsych-1.22/)**Kejian Cui, Simon D'alfonso, Mike Conway
25. **[Mirroring Minds: Asymmetric Linguistic Accommodation and Diagnostic Identity in ADHD and Autism Reddit Communities](https://md.research.elamur.ai/free/en/papers/mankarious-2026-mirroring-minds-asymmetric-linguistic-accommodation/)**Saad 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 Simulator](https://md.research.elamur.ai/free/en/papers/montesano-2026-mostly-grounded-occasionally-risky-expert/)**Adrian Montesano, Justin K. Bloomberg, Marc Pérez-Buriel*our summary*
27. **[Multistream Modelling for Mental Health: Modelling Linguistic and Temporal Contexts with Mutual and Self-Excitation in Social Media ↗](https://aclanthology.org/2026.clpsych-1.5/)**Anthony Hills, Talia Tseriotou, Mahmud Akhter et al.
28. **[On the Role of Context in LLM Alignment to Mental Health Counseling Competencies](https://md.research.elamur.ai/free/en/papers/puspo-2026-role-context-llm-alignment-mental/)**Sadiya Sayara Chowdhury Puspo, Marcos Zampieri, Özlem Uzuner*our summary*
29. **[Overview of the CLPsych 2026 Shared Task: Capturing and Characterizing Mental Health Changes through Social Media Timeline Dynamics ↗](https://aclanthology.org/2026.clpsych-1.32/)**Iqra Ali, Talia Tseriotou, Guy Dvir et al.
30. **[P2P - from Posts to Patterns: An LLM Ensemble Approach to Mental Health Dynamics Detection ↗](https://aclanthology.org/2026.clpsych-1.39/)**Federico Ravenda, Volodymyr Karpenko, Antonietta Mira et al.
31. **[Prompt-Based Modeling of Moments of Change and Change Summaries in Mental Health Timelines ↗](https://aclanthology.org/2026.clpsych-1.40/)**Duc Do, Tin Pham, Vu Tran et al.
32. **[Psycholinguistic Profiles of Cognitive Distortions in Reddit Data](https://md.research.elamur.ai/free/en/papers/sharma-2026-psycholinguistic-profiles-cognitive-distortions-reddit/)**Neha Sharma, Navneet Agarwal, Kairit Sirts*our summary*
33. **[Self-State Identification with Retrieved In-Context Examples and Open-Weight LLMs ↗](https://aclanthology.org/2026.clpsych-1.42/)**Alina Ponomareva, Nina Stekacheva Sancho, Karina Litvinova
34. **[Team Aurevia at CLPsych 2026: Local Healthcare NLP for Schema-Constrained Self-State Modeling](https://md.research.elamur.ai/free/en/papers/roll-2026-team-aurevia-clpsych-2026-local/)**Nathan 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 ↗](https://aclanthology.org/2026.clpsych-1.44/)**Kyomin Hwang, Hyeonjin Kim, Hyunho Lee et al.
36. **[The Attachment Index: Auditing Attachment Language Cues and Relational Safety Risks in Human-LLM Dialogue ↗](https://aclanthology.org/2026.clpsych-1.26/)**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-7](https://md.research.elamur.ai/free/en/papers/shen-2026-reliability-illusion-synthetic-patients-psychometric/)**Qian Shen, Yu Han*our summary*
38. **[The Text Aphasia Battery (TAB): A Clinically-Grounded Benchmark for Aphasia-Like Deficits in Language Models](https://md.research.elamur.ai/free/en/papers/roll-2026-text-aphasia-battery-tab-clinically/)**Nathan Roll, Jill Kries, Flora Jin et al.*our summary*
39. **[The Visibility of Depression in Social Media: Mapping Symptoms to Linguistic Features](https://md.research.elamur.ai/free/en/papers/tabusca-2026-visibility-depression-social-media-mapping/)**Ștefana-Arina Tăbușcă, Ana Sabina Uban, Liviu Dinu*our summary*
40. **[Theory-Explicit Prompting for MIND Self-States: Hierarchical LLMs and Dynamic Signature Extraction in Mental Health Timelines ↗](https://aclanthology.org/2026.clpsych-1.45/)**Pawan Kumar, Ankit Meshram, Shubham Jha et al.
41. **[Thinking With a Machine: An AI Agent's Account of Agentic Research in Clinical Psychology](https://md.research.elamur.ai/free/en/papers/refoua-2026-thinking-machine-ai-agent-s/)**Elad Refoua, Mor Bar*our summary*
42. **[When Rating Scales Fall Short: LLM-Assisted Discovery of ADHD Signals in Turkish Teacher Narratives ↗](https://aclanthology.org/2026.clpsych-1.30/)**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 ↗](https://aclanthology.org/2026.clpsych-1.31/)**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 ↗](https://aclanthology.org/2026.clpsych-1.1/)**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 ↗](https://aclanthology.org/2026.clpsych-1.41/)**Igor Buyanov, Nafisa Valieva, Ekaterina Mazurina
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