Green Lab @Georgetown — Investigating the Cognitive Science of Creativity

Washington, D.C.
Joined February 2020
More evidence of LLM homogeneity on creativity tasks. Even across different LLM models/families, their outputs are more similar to each other than human responses are, lacking semantic diversity. @yoed_kenett arxiv.org/abs/2501.19361
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I am delighted to announce that my book, The Creativity Choice, is now available for preorder. The book asks how to transform your creative ideas into something tangible. And it provides what you need to know to make it so #Creativity #CreativityUnleashed #bookstoread
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🚨 Publication alert! Student #creativity contributes to #educational performance, beyond GPA and #personality Our (@JamesKaufman @dhcropley @_sarahrezaei Tim Patston) research with @ACARAeduau #NAPLAN data is now out! Full text: shorturl.at/ZS24X
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Five years in the making: our meta-analysis of 10 fMRI datasets across Asia, Europe & N America (N=2,433). We find creative ability emerges from dynamic switching between default and executive brain networks, with optimal creativity at a "sweet spot." nature.com/articles/s42003-0…
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New study finds enhanced creativity in autistic adults is linked to co-occurring ADHD rather than autism itself (N=352). psycnet.apa.org/fulltext/202…
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The Society for the Neuroscience of Creativity (@tsfnc) is coming to Europe (Paris) for the first time! Abstracts are due Feb. 1. We welcome neuroscience, behavioral, and computational work. tsfnc.org/sfnc2025-creativit…
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New study found that creativity predicts standardized educational outcomes beyond GPA and conscientiousness. @JamesKaufman sciencedirect.com/science/ar…
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Preprint 🚨: Each marginal human-written essay adds 2-8x more unique semantic content than LLM essays, revealing systematic homogenization in LLM outputs. Analysis of 2,200 college essays using BERT embedding distances. osf.io/preprints/psyarxiv/8p… #NLP #LLM
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We introduce 'diversity growth rate' - a novel metric quantifying marginal contribution of each additional text to collective semantic diversity. Method: Bootstrap sampling sentences, computing BERT embeddings, measuring cosine distances between word pairs.
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Key finding: While parameter-modified GPT-4 achieved higher individual semantic diversity (DSI) vs humans (d=2.66), its diversity growth rate remained significantly lower (b=-0.25, p<.001). Chain-of-thought prompting showed similar patterns.
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New paper on human-AI interaction. We hire 18 writers to edit quirks in AI writing & see if #AI can mimic this process to improve its own writing Verdict: Writer-edited > AI-edited > AI-generated In other words:🚨Edits enhance alignment in writing🚨 🔗arxiv.org/pdf/2409.14509
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🚨 Calling all Creativity Researchers! We are seeking existing data for an international, community-driven project on automated creativity scoring.
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The Laboratory for Relational Cognition at Georgetown, directed by Adam Green, is seeking a postdoctoral scientists to lead a collaborative project to implement "closed-loop" TMS-EEG brain stimulation experiments in creativity and executive function!
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For more information on the lab, see our website. With any questions, please contact Maggie Shideler (ms5324@georgetown.edu).
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Green Lab retweeted
Automating AI research is exciting! But can LLMs actually produce novel, expert-level research ideas? After a year-long study, we obtained the first statistically significant conclusion: LLM-generated ideas are more novel than ideas written by expert human researchers.
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Ever watched a cup teeter on the edge of a table? Our research shows that young children, adults, and machines (DNNs) judge an object's physical stability by geometric cues, especially the geometric centroids. Full-text: rdcu.be/dwpwz. @LourencoLab @vayzenberg90
Led by @Yaxin_Liu, out today in Scientific Reports--Using psychophysics and computational modeling, we show that adults and children rely on object geometry when judging stability. Mental stimulation (àla a physics engine) appears unnecessary rdcu.be/dwpwz @vayzenberg90
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