Enhancing Creativity in Large Language Models through Associative Thinking Strategies
On the map: LLM reasoning → Reasoning benchmarks and evaluation
Abstract (arXiv)
This paper explores the enhancement of creativity in Large Language Models (LLMs) like vGPT-4 through associative thinking, a cognitive process where creative ideas emerge from linking seemingly unrelated concepts. Associative thinking strategies have been found to effectively help humans boost creativity. However, whether the same strategies can help LLMs become more creative remains under-explored. In this work, we investigate whether prompting LLMs to connect disparate concepts can augment their creative outputs. Focusing on three domains -- Product Design, Storytelling, and Marketing -- we introduce creativity tasks designed to assess vGPT-4's ability to generate original and useful content. By challenging the models to form novel associations, we evaluate the potential of associative thinking to enhance the creative capabilities of LLMs. Our findings show that leveraging associative thinking techniques can significantly improve the originality of vGPT-4's responses.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). Placed in Reasoning benchmarks and evaluation, one of 17 directions in LLM reasoning. Builds on 7 of its 27 references that are in the map. First posted on arXiv 9 May 2024.
Builds on
7 of 27 references.
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Other references · 6
- 2023Tree of Thoughts: Deliberate Problem Solving with Large Language Modelscited by 3,211
- 2023Sparks of Artificial General Intelligence: Early experiments with GPT-4cited by 2,592
- 2023Art or Artifice? Large Language Models and the False Promise of Creativitycited by 172
- 2023A Confederacy of Models: a Comprehensive Evaluation of LLMs on Creative Writingcited by 99
- 2022Putting GPT-3's Creativity to the (Alternative Uses) Testcited by 62
- 2023On the Creativity of Large Language Modelscited by 57
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Citing papers per year: 2024: 4; 2025: 5; 2026: 4.
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- 2024Evaluating and Enhancing Large Language Models for Novelty Assessment in Scholarly Publicationscited by 26
- 2025Creative Preference Optimizationcited by 25
- 2024Evaluating Creative Short Story Generation in Humans and Large Language Modelscited by 21
- 2024Assessing the Creativity of LLMs in Proposing Novel Solutions to Mathematical Problemscited by 11
- 2024Creativity in AI: Progresses and Challengescited by 7
- 2026Reward Modeling for Reinforcement Learning-Based LLM Reasoning: Design, Challenges, and Evaluationcited by 7
- 2025Probing and Inducing Combinational Creativity in Vision-Language Modelscited by 6
- 2025MetaMuse: Algorithm Generation via Creative Ideationcited by 4
- 2025Cooking Up Creativity: Enhancing LLM Creativity through Structured Recombinationcited by 3
- 2026Inducing Sustained Creativity and Diversity in Large Language Modelscited by 2
- 2026Assessing the Effect of Cross-Domain Mapping on Creativity in Humans and Large Language Modelscited by 1
- 2025VOYAGER: A Training Free Approach for Generating Diverse Datasets using LLMscited by 0
- 2026Playing with Words, Improving with Rewards: Training Language Models for Creative Association27 May 2026
- 2026Inducing Sustained Creativity and Diversity in Large Language Models19 Mar 2026
- 2026Assessing the Effect of Cross-Domain Mapping on Creativity in Humans and Large Language Models19 Mar 2026
- 2026Reward Modeling for Reinforcement Learning-Based LLM Reasoning: Design, Challenges, and Evaluation10 Feb 2026
- 2025VOYAGER: A Training Free Approach for Generating Diverse Datasets using LLMs12 Dec 2025
- 2025MetaMuse: Algorithm Generation via Creative Ideation4 Oct 2025
- 2025Creative Preference Optimization20 May 2025
- 2025Cooking Up Creativity: Enhancing LLM Creativity through Structured Recombination29 Apr 2025
- 2025Probing and Inducing Combinational Creativity in Vision-Language Models17 Apr 2025
- 2024Evaluating Creative Short Story Generation in Humans and Large Language Models4 Nov 2024
- 2024Assessing the Creativity of LLMs in Proposing Novel Solutions to Mathematical Problems24 Oct 2024
- 2024Creativity in AI: Progresses and Challenges22 Oct 2024
- 2025Creative Preference Optimizationcited by 25
- 2025Creative Preference Optimization20 May 2025
- 2024Evaluating and Enhancing Large Language Models for Novelty Assessment in Scholarly Publicationscited by 26
- 2024Evaluating Creative Short Story Generation in Humans and Large Language Modelscited by 21
- 2024Assessing the Creativity of LLMs in Proposing Novel Solutions to Mathematical Problemscited by 11
- 2024Creativity in AI: Progresses and Challengescited by 7
- 2025MetaMuse: Algorithm Generation via Creative Ideationcited by 4
- 2025Cooking Up Creativity: Enhancing LLM Creativity through Structured Recombinationcited by 3
- 2026Inducing Sustained Creativity and Diversity in Large Language Modelscited by 2
- 2026Assessing the Effect of Cross-Domain Mapping on Creativity in Humans and Large Language Modelscited by 1
- 2025VOYAGER: A Training Free Approach for Generating Diverse Datasets using LLMscited by 0
- 2026Playing with Words, Improving with Rewards: Training Language Models for Creative Associationcited by 0
- 2026Playing with Words, Improving with Rewards: Training Language Models for Creative Association27 May 2026
- 2026Inducing Sustained Creativity and Diversity in Large Language Models19 Mar 2026
- 2026Assessing the Effect of Cross-Domain Mapping on Creativity in Humans and Large Language Models19 Mar 2026
- 2025VOYAGER: A Training Free Approach for Generating Diverse Datasets using LLMs12 Dec 2025
- 2025MetaMuse: Algorithm Generation via Creative Ideation4 Oct 2025
- 2025Cooking Up Creativity: Enhancing LLM Creativity through Structured Recombination29 Apr 2025
- 2024Evaluating Creative Short Story Generation in Humans and Large Language Models4 Nov 2024
- 2024Assessing the Creativity of LLMs in Proposing Novel Solutions to Mathematical Problems24 Oct 2024
- 2024Creativity in AI: Progresses and Challenges22 Oct 2024
- 2024Evaluating and Enhancing Large Language Models for Novelty Assessment in Scholarly Publications25 Sep 2024
Similar, not cited
Close in wording, no citation either way
- 2025Training Emergent Joint Associations: A Reinforcement Learning Approach to Creative Thinking in Language Models
- 2026CREATE: Testing LLMs for Associative Creativity
- 2024Human Creativity in the Age of LLMs: Randomized Experiments on Divergent and Convergent Thinking
- 2025CreativityPrism: A Cross-Domain Evaluation Framework for Large Language Model Creativity
- 2026AI and Its Impact on Creativity and Diversity: An Empirical Study of LLM-Generated Product Ideas
- 2025AssoCiAm: A Benchmark for Evaluating Association Thinking while Circumventing Ambiguity
- 2023Fluid Transformers and Creative Analogies: Exploring Large Language Models' Capacity for Augmenting Cross-Domain Analogical Creativity
- 2024A Framework for Collaborating a Large Language Model Tool in Brainstorming for Triggering Creative Thoughts