Papers with role-playing strategies
Improving Multi-Agent Debate with Sparse Communication Topology (2024.findings-emnlp)
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| Challenge: | Existing approaches to multi-agent debates use a brute force algorithm, resulting in a computationally intensive process. |
| Approach: | They propose to extend the multi-agent debate framework to multi-modal reasoning and alignment labeling tasks, showcasing its broad applicability and effectiveness. |
| Outcome: | The proposed framework can achieve comparable or superior performance while significantly reducing computational costs. |
Reasoning Does Not Necessarily Improve Role-Playing Ability (2025.findings-acl)
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| Challenge: | a study compares zero-shot role-playing, reasoning-optimized LLMs, and reasoning-based LLM. |
| Approach: | They propose to use reasoning-optimized LLMs to improve role-playing performance . they propose to develop a chain-of-thought-based learning system that can be used to improve LLM performance if reasoning is used . |
| Outcome: | The proposed research compares zero-shot role-playing, role-playering with Chain-of-Thought, and reasoning-optimized LLMs. |