Papers
From Punchlines to Predictions: A Metric to Assess LLM Performance in Identifying Humor in Stand-Up Comedy
Adrianna Romanowski, Pedro H. V. Valois, Kazuhiro Fukui
ParaBLoCC: Parallel Basic Locative Constructions Corpus
Peter Viechnicki, Anthony Kostacos
Linguistic Blind Spots of Large Language Models
Jiali Cheng, Hadi Amiri
Who We Are, Where We Are: Mental Health at the Intersection of Person, Situation, and Large Language Models
Nikita Soni, August Håkan Nilsson, Syeda Mahwish et al.
Transformer-Based Analysis of Adaptive and Maladaptive Self-States in Longitudinal Social Media Data
Abhin B, Renukasakshi V Patil
Self-State Evidence Extraction and Well-Being Prediction from Social Media Timelines
Suchandra Chakraborty, Sudeshna Jana, Manjira Sinha et al.
Prompt Engineering for Capturing Dynamic Mental Health Self States from Social Media Posts
Callum Chan, Sunveer Khunkhun, Diana Inkpen et al.
From Posts to Timelines: Modeling Mental Health Dynamics from Social Media Timelines with Hybrid LLMs
Zimu Wang, Hongbin Na, Rena Gao et al.
From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment
Federico Ravenda, Fawzia-Zehra Kara-Isitt, Stephen Swift et al.
CIOL at CLPsych 2025: Using Large Lanuage Models for Understanding and Summarizing Clinical Texts
Md. Iqramul Hoque, Mahfuz Ahmed Anik, Azmine Toushik Wasi
Capturing the Dynamics of Mental Well-Being: Adaptive and Maladaptive States in Social Media
Anastasia Sandu, Teodor Mihailescu, Ana Sabina Uban et al.
Overview of the CLPsych 2025 Shared Task: Capturing Mental Health Dynamics from Social Media Timelines
Talia Tseriotou, Jenny Chim, Ayal Klein et al.
Using LLMs to Aid Annotation and Collection of Clinically-Enriched Data in Bipolar Disorder and Schizophrenia
Ankit Aich, Avery Quynh, Pamela Osseyi et al.
A Systematic Evaluation of LLM Strategies for Mental Health Text Analysis: Fine-tuning vs. Prompt Engineering vs. RAG
Arshia Kermani, Veronica Perez-Rosas, Vangelis Metsis
Synthetic Empathy: Generating and Evaluating Artificial Psychotherapy Dialogues to Detect Empathy in Counseling Sessions
Daniel Cabrera Lozoya, Eloy Hernandez Lua, Juan Alberto Barajas Perches et al.
Socratic Reasoning Improves Positive Text Rewriting
Anmol Goel, Nico Daheim, Christian Montag et al.
Exploratory Study into Relations between Cognitive Distortions and Emotional Appraisals
Navneet Agarwal, Kairit Sirts
Datasets for Depression Modeling in Social Media: An Overview
Ana-Maria Bucur, Andreea Moldovan, Krutika Parvatikar et al.
CFiCS: Graph-Based Classification of Common Factors and Microcounseling Skills
Fabian Schmidt, Karin Hammerfald, Henrik Haaland Jahren et al.
Bigger But Not Better: Small Neural Language Models Outperform LLMs in Detection of Thought Disorder
Changye Li, Weizhe Xu, Serguei Pakhomov et al.
Automatic Scoring of an Open-Response Measure of Advanced Mind-Reading Using Large Language Models
Yixiao Wang, Russel Dsouza, Robert Lee et al.