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Human creativity originates from brain cortical networks that are specialized in idea generation, processing, and evaluation. The concurrent verbalization of our inner thoughts during the execution of a design task enables the use of…

Computation and Language · Computer Science 2025-01-22 Danko D. Georgiev , Georgi V. Georgiev

The recent surge of Large Language Models (LLMs) has led to claims that they are approaching a level of creativity akin to human capabilities. This idea has sparked a blend of excitement and apprehension. However, a critical piece that has…

Computation and Language · Computer Science 2025-07-03 Antoine Bellemare-Pepin , François Lespinasse , Philipp Thölke , Yann Harel , Kory Mathewson , Jay A. Olson , Yoshua Bengio , Karim Jerbi

Creativity is perhaps what most differentiates humans from other species. It involves the capacity to shift between divergent and convergent modes of thought in response to task demands. Divergent thought has been characterized as the kind…

Neurons and Cognition · Quantitative Biology 2019-12-03 Liane Gabora

Generative AI is rapidly transforming how organizations create value and evaluate talent. While large language models enhance baseline output quality, they simultaneously introduce ambiguity in assessing human creativity, as observable…

Human-Computer Interaction · Computer Science 2026-04-23 Yigal Rosen , Ilia Rushkin

Creativity assessment in science and engineering is increasingly based on both human and AI judgment, but the cognitive processes and biases behind these evaluations remain poorly understood. We conducted two experiments examining how…

Computation and Language · Computer Science 2025-05-06 Antonio Laverghetta , Tuhin Chakrabarty , Tom Hope , Jimmy Pronchick , Krupa Bhawsar , Roger E. Beaty

Creativity relates to the ability to generate novel and effective ideas in the areas of interest. How are such creative ideas generated? One possible mechanism that supports creative ideation and is gaining increased empirical attention is…

Computation and Language · Computer Science 2025-08-08 Anna Wróblewska , Marceli Korbin , Yoed N. Kenett , Daniel Dan , Maria Ganzha , Marcin Paprzycki

Innovation, typically spurred by reusing, recombining, and synthesizing existing concepts, is expected to result in an exponential growth of the concept space over time. However, our statistical analysis of TechNet, which is a comprehensive…

Social and Information Networks · Computer Science 2024-03-28 Serhad Sarica , Jianxi Luo

Creativity of generative AI models has been a subject of scientific debate in the last years, without a conclusive answer. In this paper, we study creativity from a practical perspective and introduce quantitative measures that help the…

Computer Vision and Pattern Recognition · Computer Science 2025-05-09 Aditi Ramaswamy , Hana Chockler , Melane Navaratnarajah

Generative artificial intelligence (GenAI) is increasingly used to support a wide range of human tasks, yet empirical evidence on its effect on creativity remains scattered. Can GenAI generate ideas that are creative? To what extent can it…

Human-Computer Interaction · Computer Science 2025-05-26 Niklas Holzner , Sebastian Maier , Stefan Feuerriegel

Human creativity is the ultimate driving force behind scientific progress. While the building blocks of innovations are often embodied in existing knowledge, it is creativity that blends seemingly disparate ideas. Existing studies have made…

Social and Information Networks · Computer Science 2016-12-06 Xinyang Zhang , Dashun Wang , Ting Wang

Response diversity has become an important criterion for evaluating the quality of open-domain dialogue generation models. However, current evaluation metrics for response diversity often fail to capture the semantic diversity of generated…

Computation and Language · Computer Science 2022-10-25 Seungju Han , Beomsu Kim , Buru Chang

Convergent thought is defined and measured in terms of the ability to perform on tasks where there is a single correct solution, and divergent thought is defined and measured in terms of the ability to generate multiple different solutions.…

Neurons and Cognition · Quantitative Biology 2019-07-09 Liane Gabora

Promoting creativity is considered an important goal of education, but creativity is notoriously hard to measure.In this paper, we make the journey fromdefining a formal measure of creativity that is efficientlycomputable to applying the…

Human-Computer Interaction · Computer Science 2022-11-11 Anastasia Kovalkov , Benjamin Paaßen , Avi Segal , Niels Pinkwart , Kobi Gal

Cultural evolution allows ideas and technologies to accumulate across generations, reaching their most complex and open-ended form in humans. While social learning enables the transmission of such innovations, the cognitive processes that…

Multiagent Systems · Computer Science 2026-05-14 Anil Yaman , Shen Tian , Björn Lindström

Creativity is a valuable human skill that has long been augmented through both analog and digital tools. Recent progress in generative AI, such as image generation, provides a disruptive technological solution to supporting human creativity…

Human-Computer Interaction · Computer Science 2025-06-05 Daniel Hove Paludan , Julie Fredsgård , Kasper Patrick Bährentz , Ilhan Aslan , Niels van Berkel

While Large Language Models (LLMs) demonstrate remarkable capabilities in scientific tasks such as literature analysis and experimental design (e.g., accurately extracting key findings from papers or generating coherent experimental…

Computation and Language · Computer Science 2026-02-24 Kai Ruan , Xuan Wang , Jixiang Hong , Peng Wang , Yang Liu , Hao Sun

Semantic measures are widely used today to estimate the strength of the semantic relationship between elements of various types: units of language (e.g., words, sentences, documents), concepts or even instances semantically characterized…

Computation and Language · Computer Science 2016-10-25 Sébastien Harispe , Sylvie Ranwez , Stefan Janaqi , Jacky Montmain

In the field of natural language processing, the rapid development of large language model (LLM) has attracted more and more attention. LLMs have shown a high level of creativity in various tasks, but the methods for assessing such…

Computation and Language · Computer Science 2025-02-21 Yunpu Zhao , Rui Zhang , Wenyi Li , Di Huang , Jiaming Guo , Shaohui Peng , Yifan Hao , Yuanbo Wen , Xing Hu , Zidong Du , Qi Guo , Ling Li , Yunji Chen

There are many philosophies and theories on what creativity is and how it works, but one popular idea is that of variations on a theme and intersection of concepts. This literature review explores philosophical proposals of how creativity…

Neurons and Cognition · Quantitative Biology 2023-05-25 Rohan Agarwal

Creativity serves as a cornerstone for societal progress and innovation. With the rise of advanced generative AI models capable of tasks once reserved for human creativity, the study of AI's creative potential becomes imperative for its…

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