From Eliza to XiaoIce: Challenges and Opportunities with Social Chatbots
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Abstract (arXiv)
Conversational systems have come a long way since their inception in the 1960s. After decades of research and development, we've seen progress from Eliza and Parry in the 60's and 70's, to task-completion systems as in the DARPA Communicator program in the 2000s, to intelligent personal assistants such as Siri in the 2010s, to today's social chatbots like XiaoIce. Social chatbots' appeal lies not only in their ability to respond to users' diverse requests, but also in being able to establish an emotional connection with users. The latter is done by satisfying users' need for communication, affection, as well as social belonging. To further the advancement and adoption of social chatbots, their design must focus on user engagement and take both intellectual quotient (IQ) and emotional quotient (EQ) into account. Users should want to engage with a social chatbot; as such, we define the success metric for social chatbots as conversation-turns per session (CPS). Using XiaoIce as an illustrative example, we discuss key technologies in building social chatbots from core chat to visual awareness to skills. We also show how XiaoIce can dynamically recognize emotion and engage the user throughout long conversations with appropriate interpersonal responses. As we become the first generation of humans ever living with AI, we have a responsibility to design social chatbots to be both useful and empathetic, so they will become ubiquitous and help society as a whole.
Key facts. Cited by 85 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Jan 2018.
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Citing papers per year: 2021: 23; 2022: 19; 2023: 20; 2024: 12; 2025: 3; 2026: 8.
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50 most cited of 85 All 85 (JSON)
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- 2023Learning from a Generative AI Predecessor -- The Many Motivations for Interacting with Conversational Agents31 Dec 2023
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- 2023History-Aware Hierarchical Transformer for Multi-session Open-domain Dialogue System2 Feb 2023
- 2023Learning to Memorize Entailment and Discourse Relations for Persona-Consistent Dialogues12 Jan 2023
- 2023Channel-aware Decoupling Network for Multi-turn Dialogue Comprehension10 Jan 2023
- 2022MoralDial: A Framework to Train and Evaluate Moral Dialogue Systems via Moral Discussions21 Dec 2022
- 2022IRRGN: An Implicit Relational Reasoning Graph Network for Multi-turn Response Selection1 Dec 2022
- 2022How "open" are the conversations with open-domain chatbots? A proposal for Speech Event based evaluation24 Nov 2022
- 2022UniNL: Aligning Representation Learning with Scoring Function for OOD Detection via Unified Neighborhood Learning19 Oct 2022
- 2022Disentangling Confidence Score Distribution for Out-of-Domain Intent Detection with Energy-Based Learning17 Oct 2022
- 2022Distribution Calibration for Out-of-Domain Detection with Bayesian Approximation14 Sep 2022
- 2022SelF-Eval: Self-supervised Fine-grained Dialogue Evaluation17 Aug 2022
50 newest of 85 All 85 (JSON)
- 2023Large Language Models for Information Retrieval: A Surveycited by 331
- 2021On the Safety of Conversational Models: Taxonomy, Dataset, and Benchmarkcited by 73
- 2024A Complete Survey on LLM-based AI Chatbotscited by 71
- 2021Modeling Discriminative Representations for Out-of-Domain Detection with Supervised Contrastive Learningcited by 42
- 2021Controllable Open-ended Question Generation with A New Question Type Ontologycited by 36
- 2021Survey on reinforcement learning for language processingcited by 31
- 2022A Literature Survey of Recent Advances in Chatbotscited by 26
- 2024The Typing Cure: Experiences with Large Language Model Chatbots for Mental Health Supportcited by 23
- 2021Learning Neural Templates for Recommender Dialogue Systemcited by 22
- 2021Structural Pre-training for Dialogue Comprehensioncited by 20
- 2022COSPLAY: Concept Set Guided Personalized Dialogue Generation Across Both Party Personascited by 20
- 2023Bias and Fairness in Chatbots: An Overviewcited by 20
12 most cited of 81 All 81 (JSON)
- 2026A Heterogeneous Temporal Memory Governance Framework for Long-Term LLM Persona Consistency14 May 2026
- 2026When Helpfulness Becomes Sycophancy: Sycophancy is a Boundary Failure Between Social Alignment and Epistemic Integrity in Large Language Models6 May 2026
- 2026Breakdowns in Conversational AI: Interactional Failures in Emotionally and Ethically Sensitive Contexts3 Apr 2026
- 2026Safety as Computation: Certified Answer Reuse via Capability Closure in Task-Oriented Dialogue22 Mar 2026
- 2026Hear You in Silence: Designing for Active Listening in Human Interaction with Conversational Agents Using Context-Aware Pacing5 Feb 2026
- 2026Privacy in Human-AI Romantic Relationships: Concerns, Boundaries, and Agency23 Jan 2026
- 2026Mikasa: A Character-Driven Emotional AI Companion Inspired by Japanese Oshi Culture14 Jan 2026
- 2025Learning to Detect Relevant Contexts and Knowledge for Response Selection in Retrieval-based Dialogue Systems26 Sep 2025
- 2025Reliable Pseudo-labeling via Optimal Transport with Attention for Short Text Clustering25 Jan 2025
- 2025Applying Text Mining to Analyze Human Question Asking in Creativity Research3 Jan 2025
- 2024The Three Social Dimensions of Chatbot Technology16 Dec 2024
- 2024Unstructured Text Enhanced Open-domain Dialogue System: A Systematic Survey14 Nov 2024
12 newest of 81 All 81 (JSON)