Emotional Support Conversation

Overview

This field studies how dialogue can help people handle distress through empathy, emotional validation, counseling, peer support, and companionship. Systems use approaches such as motivational interviewing, support-strategy modeling, retrieval of relevant knowledge, and memory or emotion tracking across turns; reinforcement learning and simulated users are also used to train and test them. Evaluation combines benchmarks such as ESConv with clinician ratings, difficult-user simulations, and studies of real interactions. A central tension is how to offer useful, safe support without premature advice, false claims of lived experience, or effects that undermine users’ autonomy and human connections over time.

Latest papers

CardsList

60 papers5 papers in the last four weeks, down 17% on the four weeks before. 0.0% of all new papers.

  1. Beyond Small Talk: Modeling Disclosure Trajectories in Human-AI Conversation

    Oct 21, 2026Keith Kwok, Wanting Ning, Tej Deep Pala +4Human-AI InteractionMulti-Turn Dialogue Evaluation

  2. MindEval2: Clinically Grounded Patients and Rubrics for Evaluating Language Models in Mental Health Support

    Oct 15, 2026John Mendonça, Daniel Tschernutter, José Pombal +6Clinical Language Model EvaluationMulti-Turn Dialogue Evaluation

  3. FACES: Fine-grained Gated Semantic Alignment for Multimodal Emotional Support Conversation

    Oct 14, 2026Hang Ren, Peidong Wang, Yichen Gao +4Emotional Support ConversationMulti-Objective Language Model Alignment

  4. RELATE: An Evaluation Framework for measuring Relational Orientation of Large Language Models

    Oct 7, 2026Shivam Shukla, Jihye Kim, Shubham Gaur +2LLM EvaluationEmotional Support Conversation

  5. Right Words, Wrong Moment: A Clinician-Grounded Analysis of Distress in 19,930 Conversations between Young People and ChatGPT

    Sep 28, 2026Marx Wang, Ella Zhang, Cameron Tan +11Emotional Support ConversationHuman-AI Interaction

  6. Empath: Tracing Multi-Level Emotion Dynamics in Crisis Counseling Dialogues

    Sep 24, 2026Ziwei Gong, Yuchen Huang, Wen Liang +4Mental Health CounselingEmotional Support Conversation

  7. From Momentary Emotion Inference to Sustained Emotion Support: Evaluating a Companion Agent in a Longitudinal Study

    Sep 14, 2026Kexin Quan, Zijian Ding, Jiaye Yong +3Emotional Support ConversationAI Companions

  8. PeerPen: AI-Assisted Writing for Online Mental Health Peer Support

    Sep 14, 2026Jiwon Kim, Sherry Gong, Maya Ajit +5Emotional Support ConversationTrust in AI

  9. Sweet Talkers: How Query Formulation Shapes Sycophancy in Romantic Relationship Advice

    Sep 12, 2026Helena Choi, Edric Castel Hao, Karl Bautista +3LLM SycophancyFraming Effects in Language Models

  10. RESCUE-BENCH: Towards Relation-Aware Multi-Party Emotional Support Conversation Systems

    Sep 9, 2026Haichuan Hu, Yang Xiao, Mingni Tang +7Emotional Support ConversationMulti-Turn Dialogue Evaluation

  11. StageWell: A Process-Aligned Chinese Corpus for Positive-Psychology Support Dialogue

    Aug 29, 2026Yuxiong Wang, Ziwei Lin, Bo Wang +2Emotional Support ConversationMulti-Turn Dialogue Evaluation

  12. AI emotional support is better only when chosen, but shifts preferences even when it is not

    Aug 24, 2026Yaoxi Shi, Cathy Mengying Fang, Guy LabanPattie Maes +1Emotional Support ConversationHuman-AI Interaction

  13. All four leading LLMs talk more than they listen to personality-verified synthetic help-seekers

    Aug 23, 2026Pablo A. Fonseca, Raquel Rodríguez-Carvajal, Rafael A. CalvoEmotional Support ConversationMulti-Turn Dialogue Evaluation

  14. ESCRAG-R1: Retrieval-Augmented Reinforcement Learning for Emotional Support Conversation

    Aug 22, 2026Weichu Liu, Yuxuan Hu, Yirong Sun +6Emotional Support ConversationReinforcement Learning

  15. FTA-Mem: Fact-Time-Affect Anchored Memory for Low-Density Long-Term Dialogue

    Aug 17, 2026Chang Liu, Junyi Zhao, Shuyi Zhang +4Long-Term Conversational MemoryAgent Memory Management

  16. Sweet Little Lies: Strategic Deception in AI Emotional Support Chatbots

    Aug 2, 2026Aseem Pahuja, Zhiling Guo, Tahir Abbas SyedEmotional Support ConversationDeception in Language Models

  17. Beyond Feeling Better: Capability-Sustaining Emotional Dialogue as a Longitudinal Research Paradigm

    Jul 30, 2026Ming Wang, Jiaqi Wu Young, Wenfang Wu +2Emotional Support ConversationHuman-AI Interaction

  18. EmoTrace: An Emotion Trajectory-Centered Framework for Psychological Support Dialogue Generation

    Jul 26, 2026Kaitong Weng, Lixin Liu, Zihao Liu +2Mental Health CounselingEmotional Support Conversation

  19. Risk Governance for Generative AI Mental Health Support: A Multi-Turn Safety Architecture

    Jul 17, 2026Anabela C. Areias, Catarina Botelho, António Farinhas +7Emotional Support ConversationMental Health

  20. Depression Symptoms and Relational Patterns in 187k ChatGPT Histories

    Jul 6, 2026Neil K. R. Sehgal, Dunigan Folk, Lyle Ungar +1Emotional Support ConversationMental Health

  21. Training Therapeutic Judges and Multi-Agent Systems for Human-Aligned Mental Health Support

    Jun 29, 2026Mizanur Rahman, Abeer Badawi, Elahe Rahimi +4Emotional Support ConversationMulti-Agent LLM Systems

  22. MIThinker: A Plug-and-Play Policy-Optimized Thinker For Motivational Interviewing Counseling

    Jun 28, 2026Yizhe Yang, Palakorn Achananuparp, Heyan Huang +2Mental Health CounselingEmotional Support Conversation

  23. Towards Understanding and Measuring COGNITIVE ATROPHY in LLM Behaviour

    Jun 16, 2026Abeer Badawi, Moyosoreoluwa Olatosi, Negin Baghbanzadeh +5Emotional Support ConversationMental Health

  24. When AI Says "I have been in similar situations": Synthetic Lived Experience in Peer-Like Caregiver Support

    Jun 16, 2026Drishti Goel, Agam Goyal, Veda Duddu +6Emotional Support ConversationHealthcare

  25. PsychoSafe: Eliciting Psychologically-Informed Refusals in Large Language Models

    Jun 8, 2026Gianluca Barmina, Federico Torrielli, Sven Harms +8Emotional Support ConversationMental Health