Provocation Lab Research Brief #1 - Human-AI Collaboration in Creativity

In this video, we break down the research paper, "Partnering with Generative AI: Experimental Evaluation of Human-Led and Model-Led Interaction in Human-AI Co-Creation." We explore how the design of your AI interaction—whether human-led (question-mode) or model-led—fundamentally shifts the outcomes of your creative process.
Key topics covered
1) Human-led vs. Model-led:
Why letting the AI take the lead (proactively refining ideas) can risk homogenization and lower perceived ownership compared to human-led approaches.

2) The Power of Questioning:
How LLMs acting as thought partners by asking reflective, open-ended questions can significantly boost idea quality and diversity.

3) Practical Principles:
Three takeaways for building more effective, symbiotic Human-AI co-creation workflows, such as treating generation as an iterative collaboration rather than a one-shot process.
Resources & Further Reading
- Please visit our website for further information on Provocation Lab: https://www.provocationlab.ai
- Access the research brief slide: https://bit.ly/PL-ResearchBrief-001
- Read the full research paper: https://arxiv.org/abs/2510.23324
- Paper information:
Partnering with Generative AI: Experimental Evaluation of Human-Led and Model-Led Interaction in Human-AI Co-Creation
by Sebastian Maier, Manuel Schneider & Stefan Feuerriegel
at the LMU Munich & Institute of Artificial Intelligence (AI) in Management

Видео Provocation Lab Research Brief #1 - Human-AI Collaboration in Creativity канала PROVOCATION LAB