Persona-based Multi-Agent Collaboration for Brainstorming
Not on the map. Why?
Abstract (arXiv)
We demonstrate the importance of persona-based multi-agents brainstorming for both diverse topics and subject matter ideation. Prior work has shown that generalized multi-agent collaboration often provides better reasoning than a single agent alone. In this paper, we propose and develop a framework for persona-based agent selection, showing how persona domain curation can improve brainstorming outcomes. Using multiple experimental setups, we evaluate brainstorming outputs across different persona pairings (e.g., Doctor vs VR Engineer) and A2A (agent-to-agent) dynamics (separate, together, separate-then-together). Our results show that (1) persona choice shapes idea domains, (2) collaboration mode shifts diversity of idea generation, and (3) multi-agent persona-driven brainstorming produces idea depth and cross-domain coverage.
Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 10 of its 27 references that are in the map. First posted on arXiv 4 Dec 2025.
Builds on
10 of 27 references.
References · 10
- 2022Chain-of-Thought Prompting Elicits Reasoning in Large Language Modelscited by 12,302
- 2023Better Zero-Shot Reasoning with Role-Play Promptingcited by 220
- 2024Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?cited by 153
- 2025Multi-Agent Design: Optimizing Agents with Better Prompts and Topologiescited by 106
- 2023Multi-agent Reinforcement Learning: A Comprehensive Surveycited by 30
- 2024Persona is a Double-edged Sword: Mitigating the Negative Impact of Role-playing Prompts in Zero-shot Reasoning Taskscited by 28
- 2024Simulating Human Strategic Behavior: Comparing Single and Multi-agent LLMscited by 20
- 2024Designing AI-Agents with Personalities: A Psychometric Approachcited by 14
- 2025MARS: toward more efficient multi-agent collaboration for LLM reasoningcited by 13
- 2024BERT's Conceptual Cartography: Mapping the Landscapes of Meaningcited by 1
Built on by
Not cited yet.