Evaluating Quality of Chatbots and Intelligent Conversational Agents
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Abstract (arXiv)
Chatbots are one class of intelligent, conversational software agents activated by natural language input (which can be in the form of text, voice, or both). They provide conversational output in response, and if commanded, can sometimes also execute tasks. Although chatbot technologies have existed since the 1960s and have influenced user interface development in games since the early 1980s, chatbots are now easier to train and implement. This is due to plentiful open source code, widely available development platforms, and implementation options via Software as a Service (SaaS). In addition to enhancing customer experiences and supporting learning, chatbots can also be used to engineer social harm - that is, to spread rumors and misinformation, or attack people for posting their thoughts and opinions online. This paper presents a literature review of quality issues and attributes as they relate to the contemporary issue of chatbot development and implementation. Finally, quality assessment approaches are reviewed, and a quality assessment method based on these attributes and the Analytic Hierarchy Process (AHP) is proposed and examined.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Apr 2017.
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Citing papers per year: 2021: 5; 2022: 2; 2023: 4; 2024: 1; 2025: 2; 2026: 2.
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- 2023FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Setscited by 198
- 2023Rewarding Chatbots for Real-World Engagement with Millions of Userscited by 58
- 2022A Literature Survey of Recent Advances in Chatbotscited by 26
- 2021Software-Based Dialogue Systems: Survey, Taxonomy and Challengescited by 11
- 2021TruthBot: An Automated Conversational Tool for Intent Learning, Curated Information Presenting, and Fake News Alertingcited by 4
- 2021A Role-Selected Sharing Network for Joint Machine-Human Chatting Handoff and Service Satisfaction Analysiscited by 4
- 2021Transformer Based Bengali Chatbot Using General Knowledge Datasetcited by 3
- 2021Task-oriented Dialogue Systems: performance vs. quality-optima, a reviewcited by 3
- 2025ReSURE: Regularizing Supervision Unreliability for Multi-turn Dialogue Fine-tuningcited by 3
- 2023AI Chatbots as Multi-Role Pedagogical Agents: Transforming Engagement in CS Educationcited by 2
- 2026What if AI systems weren't chatbots?cited by 2
- 2023Spoken Humanoid Embodied Conversational Agents in Mobile Serious Games: A Usability Assessmentcited by 1
4 more
- 2024Consistency of Compositional Generalization across Multiple Levelscited by 1
- 2025HumAIne-Chatbot: Real-Time Personalized Conversational AI via Reinforcement Learningcited by 1
- 2022Causal Inference for Chatting Handoffcited by 0
- 2026Assessing the Applicability of Existing Design Recommendations to AI Companion Design: A Multi-Method Studycited by 0
- 2026Assessing the Applicability of Existing Design Recommendations to AI Companion Design: A Multi-Method Study13 Sep 2026
- 2026What if AI systems weren't chatbots?8 May 2026
- 2025HumAIne-Chatbot: Real-Time Personalized Conversational AI via Reinforcement Learning4 Sep 2025
- 2025ReSURE: Regularizing Supervision Unreliability for Multi-turn Dialogue Fine-tuning27 Aug 2025
- 2024Consistency of Compositional Generalization across Multiple Levels18 Dec 2024
- 2023Spoken Humanoid Embodied Conversational Agents in Mobile Serious Games: A Usability Assessment14 Sep 2023
- 2023AI Chatbots as Multi-Role Pedagogical Agents: Transforming Engagement in CS Education8 Aug 2023
- 2023FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets20 Jul 2023
- 2023Rewarding Chatbots for Real-World Engagement with Millions of Users10 Mar 2023
- 2022Causal Inference for Chatting Handoff6 Oct 2022
- 2022A Literature Survey of Recent Advances in Chatbots17 Jan 2022
- 2021Task-oriented Dialogue Systems: performance vs. quality-optima, a review21 Dec 2021
4 more
- 2021Transformer Based Bengali Chatbot Using General Knowledge Dataset6 Nov 2021
- 2021A Role-Selected Sharing Network for Joint Machine-Human Chatting Handoff and Service Satisfaction Analysis17 Sep 2021
- 2021Software-Based Dialogue Systems: Survey, Taxonomy and Challenges21 Jun 2021
- 2021TruthBot: An Automated Conversational Tool for Intent Learning, Curated Information Presenting, and Fake News Alerting31 Jan 2021
- 2022A Literature Survey of Recent Advances in Chatbotscited by 26
- 2021Software-Based Dialogue Systems: Survey, Taxonomy and Challengescited by 11
- 2021TruthBot: An Automated Conversational Tool for Intent Learning, Curated Information Presenting, and Fake News Alertingcited by 4
- 2021A Role-Selected Sharing Network for Joint Machine-Human Chatting Handoff and Service Satisfaction Analysiscited by 4
- 2021Transformer Based Bengali Chatbot Using General Knowledge Datasetcited by 3
- 2021Task-oriented Dialogue Systems: performance vs. quality-optima, a reviewcited by 3
- 2025ReSURE: Regularizing Supervision Unreliability for Multi-turn Dialogue Fine-tuningcited by 3
- 2023AI Chatbots as Multi-Role Pedagogical Agents: Transforming Engagement in CS Educationcited by 2
- 2026What if AI systems weren't chatbots?cited by 2
- 2023Spoken Humanoid Embodied Conversational Agents in Mobile Serious Games: A Usability Assessmentcited by 1
- 2024Consistency of Compositional Generalization across Multiple Levelscited by 1
- 2025HumAIne-Chatbot: Real-Time Personalized Conversational AI via Reinforcement Learningcited by 1
12 most cited of 14 All 14 (JSON)
- 2026Assessing the Applicability of Existing Design Recommendations to AI Companion Design: A Multi-Method Study13 Sep 2026
- 2026What if AI systems weren't chatbots?8 May 2026
- 2025HumAIne-Chatbot: Real-Time Personalized Conversational AI via Reinforcement Learning4 Sep 2025
- 2025ReSURE: Regularizing Supervision Unreliability for Multi-turn Dialogue Fine-tuning27 Aug 2025
- 2024Consistency of Compositional Generalization across Multiple Levels18 Dec 2024
- 2023Spoken Humanoid Embodied Conversational Agents in Mobile Serious Games: A Usability Assessment14 Sep 2023
- 2023AI Chatbots as Multi-Role Pedagogical Agents: Transforming Engagement in CS Education8 Aug 2023
- 2022Causal Inference for Chatting Handoff6 Oct 2022
- 2022A Literature Survey of Recent Advances in Chatbots17 Jan 2022
- 2021Task-oriented Dialogue Systems: performance vs. quality-optima, a review21 Dec 2021
- 2021Transformer Based Bengali Chatbot Using General Knowledge Dataset6 Nov 2021
- 2021A Role-Selected Sharing Network for Joint Machine-Human Chatting Handoff and Service Satisfaction Analysis17 Sep 2021
12 newest of 14 All 14 (JSON)