Universe of Thoughts: Can AI Think Creatively?

Universe of Thoughts: Can AI Think Creatively?

Can AI think creatively?

Large language models are great at step-by-step logic, but real-world breakthroughs need more than routine problem-solving. This paper proposes a creative reasoning framework, rooted in cognitive science, and turns it into practice with "Universe of Thoughts" (UoT): methods that help LLMs search wider and smarter for innovative answers.

  • Combinational: remix known ideas into novel combinations.
  • Exploratory: systematically probe the adjacent possible.
  • Transformative: reframe rules and goals to unlock new paths.

The authors also introduce new tasks that demand creativity and a benchmark that evaluates solutions on three axes: feasibility (as a constraint), utility, and novelty.

Across comparisons with leading reasoning techniques and commercial models, UoT delivers stronger creative solutions—promising for open-ended domains like drug discovery and business strategy.

Paper: https://arxiv.org/abs/2511.20471v1

Paper: https://arxiv.org/abs/2511.20471v1

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AI LLM Creativity Reasoning Research Innovation DrugDiscovery Strategy CognitiveScience MachineLearning

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