mlsanityData to 14 Oct 2026

ISCA: A Framework for Interview-Style Conversational Agents

arXiv 2508.14344 ↗First posted 20 Aug 2025cs.CLcited by 0

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Abstract (arXiv)

We present a low-compute non-generative system for implementing interview-style conversational agents which can be used to facilitate qualitative data collection through controlled interactions and quantitative analysis. Use cases include applications to tracking attitude formation or behavior change, where control or standardization over the conversational flow is desired. We show how our system can be easily adjusted through an online administrative panel to create new interviews, making the tool accessible without coding. Two case studies are presented as example applications, one regarding the Expressive Interviewing system for COVID-19 and the other a semi-structured interview to survey public opinion on emerging neurotechnology. Our code is open-source, allowing others to build off of our work and develop extensions for additional functionality.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 11 of its 65 references that are in the map. First posted on arXiv 20 Aug 2025.

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11 of 65 references.

References · 11

  1. 2021On the Opportunities and Risks of Foundation Modelscited by 4,033
  2. 2020Language (Technology) is Power: A Critical Survey of "Bias" in NLPcited by 956
  3. 2022BERTopic: Neural topic modeling with a class-based TF-IDF procedurecited by 801
  4. 2017ParlAI: A Dialog Research Software Platformcited by 139
  5. 2021Anticipating Safety Issues in E2E Conversational AI: Framework and Toolingcited by 78
  6. 2017Rasa: Open Source Language Understanding and Dialogue Managementcited by 67
  7. 2020Open-Domain Conversational Agents: Current Progress, Open Problems, and Future Directionscited by 34
  8. 2020Expressive Interviewing: A Conversational System for Coping with COVID-19cited by 10
  9. 2023ALBA: Adaptive Language-based Assessments for Mental Healthcited by 6
  10. 2023Challenges of GPT-3-based Conversational Agents for Healthcarecited by 3
  11. 2024Crowdsourced Adaptive Surveyscited by 1

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