A Piece of Theatre: Investigating How Teachers Design LLM Chatbots to Assist Adolescent Cyberbullying Education
arXiv:2402.17456 · doi:10.1145/3613904.3642379
Abstract
Cyberbullying harms teenagers' mental health, and teaching them upstanding intervention is crucial. Wizard-of-Oz studies show chatbots can scale up personalized and interactive cyberbullying education, but implementing such chatbots is a challenging and delicate task. We created a no-code chatbot design tool for K-12 teachers. Using large language models and prompt chaining, our tool allows teachers to prototype bespoke dialogue flows and chatbot utterances. In offering this tool, we explore teachers' distinctive needs when designing chatbots to assist their teaching, and how chatbot design tools might better support them. Our findings reveal that teachers welcome the tool enthusiastically. Moreover, they see themselves as playwrights guiding both the students' and the chatbot's behaviors, while allowing for some improvisation. Their goal is to enable students to rehearse both desirable and undesirable reactions to cyberbullying in a safe environment. We discuss the design opportunities LLM-Chains offer for empowering teachers and the research opportunities this work opens up.
References in corpus (7)
- Multitask Prompted Training Enables Zero-Shot Task Generalization
- Generative Agents: Interactive Simulacra of Human Behavior
- Towards Measuring the Representation of Subjective Global Opinions in Language Models
- PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts
- PromptChainer: Chaining Large Language Model Prompts through Visual Programming
- The Power of Social Norms: How Initial Responses to Toxicity Shape Conversations on Twitter
- RewriteLM: An Instruction-Tuned Large Language Model for Text Rewriting
Cited by in corpus (5)
- Beyond Text-to-Text: An Overview of Multimodal and Generative Artificial Intelligence for Education Using Topic Modeling
- Colin: A Multimodal Human-AI Co-Creation Storytelling System To Support Children's Multi-Level Narrative Skills
- Building babyGPTs: Youth Engaging in Data Practices and Ethical Considerations through the Construction of Generative Language Models
- Chaplains' Reflections on the Design and Usage of AI for Conversational Care
- Co-Designing Digital Humans for Online Learning: A Framework for Human-AI Pedagogical Integration