mlsanityData to 14 Oct 2026

What Makes a Good Conversation? Challenges in Designing Truly Conversational Agents

arXiv 1901.06525 ↗First posted 19 Jan 2019cs.HCcited by 42

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Abstract (arXiv)

Conversational agents promise conversational interaction but fail to deliver. Efforts often emulate functional rules from human speech, without considering key characteristics that conversation must encapsulate. Given its potential in supporting long-term human-agent relationships, it is paramount that HCI focuses efforts on delivering this promise. We aim to understand what people value in conversation and how this should manifest in agents. Findings from a series of semi-structured interviews show people make a clear dichotomy between social and functional roles of conversation, emphasising the long-term dynamics of bond and trust along with the importance of context and relationship stage in the types of conversations they have. People fundamentally questioned the need for bond and common ground in agent communication, shifting to more utilitarian definitions of conversational qualities. Drawing on these findings we discuss key challenges for conversational agent design, most notably the need to redefine the design parameters for conversational agent interaction.

Key facts. Cited by 42 papers in the map (data through 14 Oct 2026). First posted on arXiv 19 Jan 2019.

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Citing papers per year: 2021: 2; 2022: 2; 2023: 4; 2024: 15; 2025: 10; 2026: 9.

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  1. 2021Ask what's missing and what's useful: Improving Clarification Question Generation using Global Knowledgecited by 40
  2. 2022CounterGeDi: A controllable approach to generate polite, detoxified and emotional counterspeechcited by 29
  3. 2025MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversationcited by 29
  4. 2025Multi-turn Evaluation of Anthropomorphic Behaviours in Large Language Modelscited by 25
  5. 2024Learning Agent-based Modeling with LLM Companions: Experiences of Novices and Experts Using ChatGPT & NetLogo Chatcited by 23
  6. 2023Impact of Guidance and Interaction Strategies for LLM Use on Learner Performance and Perceptioncited by 19
  7. 2022Mutual Theory of Mind for Human-AI Communicationcited by 15
  8. 2023History-Aware Hierarchical Transformer for Multi-session Open-domain Dialogue Systemcited by 15
  9. 2025LLM Agent Meets Agentic AI: Can LLM Agents Simulate Customers to Evaluate Agentic-AI-based Shopping Assistants?cited by 15
  10. 2025Forgetful but Faithful: A Cognitive Memory Architecture and Benchmark for Privacy-Aware Generative Agentscited by 13
  11. 2026HEART: A Unified Benchmark for Assessing Humans and LLMs in Emotional Support Dialoguecited by 13
  12. 2024Characterizing and modeling harms from interactions with design patterns in AI interfacescited by 11
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  1. 2024Understanding Public Perceptions of AI Conversational Agents: A Cross-Cultural Analysiscited by 7
  2. 2023Rewriting the Script: Adapting Text Instructions for Voice Interactioncited by 5
  3. 2024"I Like Sunnie More Than I Expected!": Exploring User Expectation and Perception of an Anthropomorphic LLM-based Conversational Agent for Well-Being Supportcited by 5
  4. 2024Beyond Discrete Personas: Personality Modeling Through Journal Intensive Conversationscited by 5
  5. 2025Echoes of Discord: Forecasting Hater Reactions to Counterspeechcited by 5
  6. 2023I Was Blind but Now I See: Implementing Vision-Enabled Dialogue in Social Robotscited by 4
  7. 2024Coimagining the Future of Voice Assistants with Cultural Sensitivitycited by 3
  8. 2024A Cause-Effect Look at Alleviating Hallucination of Knowledge-grounded Dialogue Generationcited by 3
  9. 2024Expressivity and Speech Synthesiscited by 3
  10. 2024The Interaction Layer: An Exploration for Co-Designing User-LLM Interactions in Parental Wellbeing Support Systemscited by 3
  11. 2021LGBTQ-AI? Exploring Expressions of Gender and Sexual Orientation in Chatbotscited by 2
  12. 2025Design and Evaluation of Generative Agent-based Platform for Human-Assistant Interaction Research: A Tale of 10 User Studiescited by 2
  13. 2026DialToM: A Theory of Mind Benchmark for Forecasting State-Driven Dialogue Trajectoriescited by 2
  14. 2024Leveraging Interesting Facts to Enhance User Engagement with Conversational Interfacescited by 1
  15. 2024Qualitative Approaches to Voice UXcited by 1
  16. 2024From Human-to-Human to Human-to-Bot Conversations in Software Engineeringcited by 1
  17. 2024LLM-Mediated Domain-Specific Voice Agents: The Case of TextileBotcited by 1
  18. 2024Introducing MeMo: A Multimodal Dataset for Memory Modelling in Multiparty Conversationscited by 1
  19. 2025Designing Smarter Conversational Agents for Kids: Lessons from Cognitive Work and Means-Ends Analysescited by 1
  20. 2026Polite But Boring? Trade-offs Between Engagement and Psychological Reactance to Chatbot Feedback Stylescited by 1
  21. 2024Advancing Explainable AI Toward Human-Like Intelligence: Forging the Path to Artificial Braincited by 0
  22. 2025The Value of Gen-AI Conversations: A bottom-up Framework for AI Value Alignmentcited by 0
  23. 2025Dialogue Systems Engineering: A Survey and Future Directionscited by 0
  24. 2025Living the Novel: A System for Generating Self-Training Timeline-Aware Conversational Agents from Novelscited by 0
  25. 2026From SERPs to Sound: How Search Engine Result Pages and AI-generated Podcasts Interact to Influence User Attitudes on Controversial Topicscited by 0
  26. 2026After Talking with 1,000 Personas: Learning Preference-Aligned Proactive Assistants From Large-Scale Persona Interactionscited by 0
  27. 2026A Methodology for Identifying Evaluation Items for Practical Dialogue Systems Based on Business-Dialogue System Alignment Modelscited by 0
  28. 2026PuppetChat: Fostering Intimate Communication through Bidirectional Actions and Micronarrativescited by 0
  29. 2026Understanding How International Students in the U.S. Are Using Conversational AI to Support Cross-Cultural Adaptationcited by 0
  30. 2026SpheriCity: Designing Trustworthy Conversational AI for Sustainability Decision Supportcited by 0