{"title":"生成式人工智能增强了个体的创造力,但减少了小说内容的集体多样性","authors":"Anil R. Doshi, Oliver P. Hauser","doi":"arxiv-2312.00506","DOIUrl":null,"url":null,"abstract":"Creativity is core to being human. Generative artificial intelligence (GenAI)\nholds promise for humans to be more creative by offering new ideas, or less\ncreative by anchoring on GenAI ideas. We study the causal impact of GenAI ideas\non the production of an unstructured creative output in an online experimental\nstudy where some writers could obtain ideas for a story from a GenAI platform.\nWe find that access to GenAI ideas causes stories to be evaluated as more\ncreative, better written and more enjoyable, especially among less creative\nwriters. However, objective measures of story similarity within each condition\nreveal that GenAI-enabled stories are more similar to each other than stories\nby humans alone. These results point to an increase in individual creativity,\nbut at the same time there is a risk of losing collective novelty: this dynamic\nresembles a social dilemma where individual writers are better off using GenAI\nto improve their own writing, but collectively a narrower scope of novel\ncontent may be produced with GenAI. Our results have implications for\nresearchers, policy-makers and practitioners interested in bolstering\ncreativity, but point to potential downstream consequences from over-reliance.","PeriodicalId":501487,"journal":{"name":"arXiv - QuantFin - Economics","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Generative artificial intelligence enhances individual creativity but reduces the collective diversity of novel content\",\"authors\":\"Anil R. Doshi, Oliver P. Hauser\",\"doi\":\"arxiv-2312.00506\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Creativity is core to being human. Generative artificial intelligence (GenAI)\\nholds promise for humans to be more creative by offering new ideas, or less\\ncreative by anchoring on GenAI ideas. We study the causal impact of GenAI ideas\\non the production of an unstructured creative output in an online experimental\\nstudy where some writers could obtain ideas for a story from a GenAI platform.\\nWe find that access to GenAI ideas causes stories to be evaluated as more\\ncreative, better written and more enjoyable, especially among less creative\\nwriters. However, objective measures of story similarity within each condition\\nreveal that GenAI-enabled stories are more similar to each other than stories\\nby humans alone. These results point to an increase in individual creativity,\\nbut at the same time there is a risk of losing collective novelty: this dynamic\\nresembles a social dilemma where individual writers are better off using GenAI\\nto improve their own writing, but collectively a narrower scope of novel\\ncontent may be produced with GenAI. Our results have implications for\\nresearchers, policy-makers and practitioners interested in bolstering\\ncreativity, but point to potential downstream consequences from over-reliance.\",\"PeriodicalId\":501487,\"journal\":{\"name\":\"arXiv - QuantFin - Economics\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuantFin - Economics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2312.00506\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuantFin - Economics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2312.00506","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Generative artificial intelligence enhances individual creativity but reduces the collective diversity of novel content
Creativity is core to being human. Generative artificial intelligence (GenAI)
holds promise for humans to be more creative by offering new ideas, or less
creative by anchoring on GenAI ideas. We study the causal impact of GenAI ideas
on the production of an unstructured creative output in an online experimental
study where some writers could obtain ideas for a story from a GenAI platform.
We find that access to GenAI ideas causes stories to be evaluated as more
creative, better written and more enjoyable, especially among less creative
writers. However, objective measures of story similarity within each condition
reveal that GenAI-enabled stories are more similar to each other than stories
by humans alone. These results point to an increase in individual creativity,
but at the same time there is a risk of losing collective novelty: this dynamic
resembles a social dilemma where individual writers are better off using GenAI
to improve their own writing, but collectively a narrower scope of novel
content may be produced with GenAI. Our results have implications for
researchers, policy-makers and practitioners interested in bolstering
creativity, but point to potential downstream consequences from over-reliance.