This paper shows LLMs can build accurate, readable personality structures from very little data.
Using only 20 Big Five answers per person, the models predict many other questionnaire items.
The evaluation checks whether the full pattern of relationships between scales is captured, not just item scores.
The model patterns match human patterns closely, and they come out stronger than humans’.
The authors call that strengthening structural amplification.
Models that amplify more also predict people better.
Reasoning traces show a 2 step routine, first compress the 20 answers into a short personality summary, then generate item responses from that summary.
The summaries lock onto the big factors well, but they struggle to weigh specific items inside each factor.
The summary alone almost recreates the structure, and adding it to the raw scores improves accuracy.
This makes the models look like low-noise respondents that filter human reporting noise with one stable style.
----
Paper – arxiv. org/abs/2511.03235
Paper Title: "From Five Dimensions to Many: LLMs as Precise and Interpretable Psychological Profilers"
What we share online can have consequences in the real world.
Before sharing content, pause to verify facts by asking basic questions.
Global Media and Information Literacy Week wraps up on Friday. https://t.co/kguu9eEJgD
Crypto, stablecoins, and tokenization promise new possibilities, but also new risks. Forward-looking policy is essential, Aldasoro, Frost, and Shreeti write in F&D magazine. https://t.co/CuQvcizM8U
100 days of illegal incarceration of Pakistan’s most popular leader.
From being shot in an assassination attempt to his house being attacked, vandalized, tear gassed & now illegally incarcerated in a small cell while being denied access to justice, Imran Khan has stood on his principles and remained true to every word and claim of his.
History will remember him for standing on the right side when it mattered, along with 10,000+ other prisoners of conscience, and those who sacrificed their lives for Pakistan’s Haqeeqi Azadi.
🌟Grateful to Mr. Salman Altaf, Senior Vice Chairman of the Young Entrepreneurship Standing Committee at @SarhadChamber, for his captivating talk at TechConnect: Peshawar. His impactful discourse left attendees in awe and admiration.🌟
#Gratitude#TechConnectPeshawar#SCCI#YIC
🤝"Brilliance Ensemble" at TechConnect: Peshawa🤝
🙌Experts converged, illuminating the event with brilliance and warmth. Sincere thanks to all!🙌
🔗Registration: https://t.co/D7ytfaF1lT
🎥Captured By: Limitless Productions
#BrillianceEnsemble#TechConnectPeshawar#Gratitude
🌷Savor Culinary Delights by Saira's Cuisine at TechConnect: Peshawar - Event🌷
😋"Feel the flavors, embrace the event, and relish the moment!"😋
🔗Registration Link: https://t.co/D7ytfaF1lT
#SairasCuisine#YIC#TechConnectPeshawar
🌟TechConnect: Peshawar - A Confluence of Wisdom and Expertise🌟(During)
"Experience wisdom, embrace expertise, and relish innovation🎁"
🤝Together, we spark collective wisdom and illuminate progress's path!
Registration Link: https://t.co/D7ytfaF1lT
#TechConnectPeshawar#YIC
🌟TechConnect: Peshawar - A Confluence of Wisdom and Expertise🌟(Full)
"Experience wisdom, embrace expertise, and relish innovation!🎁"
🤝Together, we spark collective wisdom and illuminate progress's path!
Join YIFP: https://t.co/D7ytfaF1lT
#TechConnectPeshawar#YIC
NIC Peshawar’s startup, MAKA has developed an Agri-Tech product that aims to reduce water wastage in the agricultural sector. By evaluating the soil’s moisture and nutrient content the device enables farmers to make sustainable and better decisions.
(1/2)