mlsanityData to 14 Oct 2026

Coaching Copilot: Blended Form of an LLM-Powered Chatbot and a Human Coach to Effectively Support Self-Reflection for Leadership Growth

arXiv 2405.15250 ↗First posted 24 May 2024cs.HC cs.AIcited by 7

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Abstract (arXiv)

Chatbots' role in fostering self-reflection is now widely recognized, especially in inducing users' behavior change. While the benefits of 24/7 availability, scalability, and consistent responses have been demonstrated in contexts such as healthcare and tutoring to help one form a new habit, their utilization in coaching necessitating deeper introspective dialogue to induce leadership growth remains unexplored. This paper explores the potential of such a chatbot powered by recent Large Language Models (LLMs) in collaboration with professional coaches in the field of executive coaching. Through a design workshop with them and two weeks of user study involving ten coach-client pairs, we explored the feasibility and nuances of integrating chatbots to complement human coaches. Our findings highlight the benefits of chatbots' ubiquity and reasoning capabilities enabled by LLMs while identifying their limitations and design necessities for effective collaboration between human coaches and chatbots. By doing so, this work contributes to the foundation for augmenting one's self-reflective process with prevalent conversational agents through the human-in-the-loop approach.

Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). Builds on 3 of its 73 references that are in the map. First posted on arXiv 24 May 2024.

Builds on

3 of 73 references.

References · 3

  1. 2022Large Language Models are Zero-Shot Reasonerscited by 4,374
  2. 2019REsCUE: A framework for REal-time feedback on behavioral CUEs using multimodal anomaly detectioncited by 7
  3. 2024Supporting Experts with a Multimodal Machine-Learning-Based Tool for Human Behavior Analysis of Conversational Videoscited by 2

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 1; 2025: 4; 2026: 2.

7 papers.

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Close in wording, no citation either way

  1. 2025Digital Transformation Chatbot (DTchatbot): Integrating Large Language Model-based Chatbot in Acquiring Digital Transformation Needs
  2. 2025ESC-Judge: A Framework for Comparing Emotional Support Conversational Agents
  3. 2024Habit Coach: Customising RAG-based chatbots to support behavior change
  4. 2025Beyond Chat: a Framework for LLMs as Human-Centered Support Systems
  5. 2026How a Chatbot's Response Style Shapes a Classroom: A Multi-Agent Simulation of Students Consulting AI
  6. 2023Beyond ChatBots: ExploreLLM for Structured Thoughts and Personalized Model Responses
  7. 2024Benchmarking Large Language Models on Communicative Medical Coaching: a Novel System and Dataset
  8. 2026DigitalCoach: Communication and Grounding Gaps in Human and Agentic Computer Use Coaching