# Gen AI Biographies Rosie Stephenson-Goodknight

Rosie Stephenson-Goodknight presents research on using generative AI to expand short Wikipedia lead paragraphs for historical women's biographies. Testing ChatGPT and Gemini on 75 articles with short leads (two sentences or fewer), she found that structured prompts improved both lead length and ORES quality ratings in 73 of 75 cases, averaging under seven minutes per article with zero budget. She argues this offers a scalable, volunteer-viable method to address a massive quality backlog.

- Kind: Short
- Year: 2026
- Runtime: 4 min
- By: WikiCred
- Archive: [Wikimedia Commons](https://commons.wikimedia.org/wiki/File:Gen_AI_Biographies_Rosie_Stephenson-Goodknight.webm)
- Licence or status: [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0) (as the archive states it)
- Credit: WikiCred
- Who can watch: Teens profiles and older (the archive gives no rating; placed by Invisible Network from its collection and subjects)

[Watch now](https://invisiblenetwork.ai/watch/archive/commons/193383292?play=1)