Papers
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.
Linking Language-based Distortion Detection to Mental Health Outcomes
Vasudha Varadarajan, Allison Lahnala, Sujeeth Vankudari et al.
Enhancing Depression Detection via Question-wise Modality Fusion
Aishik Mandal, Dana Atzil-Slonim, Thamar Solorio et al.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support
Alessandro De Grandi, Federico Ravenda, Andrea Raballo et al.
AutoPsyC: Automatic Recognition of Psychodynamic Conflicts from Semi-structured Interviews with Large Language Models
Sayed Hossain, Simon Ostermann, Patrick Gebhard et al.
Assessing the Reliability and Validity of GPT-4 in Annotating Emotion Appraisal Ratings
Deniss Ruder, Andero Uusberg, Kairit Sirts
Overview of the PerAnsSumm 2025 Shared Task on Perspective-aware Healthcare Answer Summarization
Siddhant Agarwal, Md. Shad Akhtar, Shweta Yadav
UMB@PerAnsSumm 2025: Enhancing Perspective-Aware Summarization with Prompt Optimization and Supervised Fine-Tuning
Kristin Qi, Youxiang Zhu, Xiaohui Liang
YaleNLP @ PerAnsSumm 2025: Multi-Perspective Integration via Mixture-of-Agents for Enhanced Healthcare QA Summarization
Dongsuk Jang, Haoxin Li, Arman Cohan
LTRC-IIITH at PerAnsSumm 2025: SpanSense - Perspective-specific span identification and Summarization
Sushvin Marimuthu, Parameswari Krishnamurthy
AICOE at PerAnsSumm 2025: An Ensemble of Large Language Models for Perspective-Aware Healthcare Answer Summarization
Rakshith R, Mohammed Sameer Khan, Ankush Chopra
Lightweight LLM Adaptation for Medical Summarisation: Roux-lette at PerAnsSumm Shared Task
Anson Antony, Peter Vickers, Suzanne Wendelken
DataHacks at PerAnsSumm 2025: LoRA-Driven Prompt Engineering for Perspective Aware Span Identification and Summarization
Vansh Nawander, Chaithra Reddy Nerella
WisPerMed @ PerAnsSumm 2025: Strong Reasoning Through Structured Prompting and Careful Answer Selection Enhances Perspective Extraction and Summarization of Healthcare Forum Threads
Tabea Pakull, Hendrik Damm, Henning Schäfer et al.
MNLP at PerAnsSumm: A Classifier-Refiner Architecture for Improving the Classification of Consumer Health User Responses
Jooyeon Lee, Luan Huy Pham, Özlem Uzuner
The Manchester Bees at PerAnsSumm 2025: Iterative Self-Prompting with Claude and o1 for Perspective-aware Healthcare Answer Summarisation
Pablo Romero, Libo Ren, Lifeng Han et al.