Скачать или смотреть Escaping the AI Hivemind: Restoring Creativity to LLMs (2512.23601)

Paper: Divergent-Convergent Thinking in Large Language Models for Creative Problem Generation (2512.23601)
Published: 29 Dec 2025.

Emergent Mind: https://www.emergentmind.com/papers/2...
arXiv: https://arxiv.org/abs/2512.23601

This video explores how Large Language Models often get trapped in an 'Artificial Hivemind,' producing repetitive and safe content rather than truly creative solutions. We examine the new CreativeDC method, which uses a two-phase divergent-convergent thinking strategy to significantly boost novelty and diversity in AI-generated educational materials. By separating wild brainstorming from logical refinement, researchers have demonstrated that it is possible to scale high-quality, unique content without sacrificing technical accuracy or utility.