Graph learning and LLMs advance social network alignment research
Peer-Reviewed Publication
Updates every hour. Last Updated: 25-Oct-2026 10:17 ET (25-Oct-2026 14:17 GMT/UTC)
With the growing use of multiple social platforms, aligning user identities across networks, known as Social Network Alignment (SNA), has become crucial for personalized services, fraud detection, and online safety. However, existing SNA methods face significant challenges when dealing with sparse connections, heterogeneous structures, and dynamic changes in real-world social networks.
Violence has a financial dimension. War has devastating effects on a country's economy. Yet the greatest cost to society comes from a very different form of violence. It is not military conflict – but domestic violence – that has the highest cost worldwide. Conflict researchers Anke Hoeffler and James D. Fearon say that the resulting financial impacts are several times larger than the cost of war.
The new sociolinguistic study focusing on Mancunian accents, published today in the journal, Language Variation and Change, shows that the final vowel in words like happy, baby, chilly and city – known to linguists as ‘the happy vowel’) varies clearly by social class across Manchester.
And, while Manchester has changed dramatically over the past few decades - socially, economically and culturally - some features of the city’s accent have remained remarkably stable, particularly in working-class speech.
Researchers at Kyushu University recently identified a wasp species, Eupelmus curvator, in Japan for the first time after citizen scientists posted photos of it on Twitter (now X), marking both a new national record and the first formal description of the male of the species. The discovery highlights the growing role of social media in biodiversity research, allowing scientists to tap into observations from the public that would otherwise go unnoticed.