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TWIGMA: A dataset of AI-Generated Images with Metadata From Twitter
Recent progress in generative artificial intelligence (gen-AI) has enabled the generation of photo-realistic and artistically-inspiring photos at a single click, catering to millions of users online. To explore how people use gen-AI models such as DALLE and StableDiffusion, it is critical to understand the themes, contents, and variations present in the AI-generated photos.
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Grok and the A.I. Porn Problem
Elon Musk's X is living up to its name. Shortly after Elon Musk purchased Twitter, in 2022, he claimed that "removing child exploitation is priority #1." It was certainly a noble goal--social-media sites had become havens for distributing abusive materials, including child pornography and revenge porn, and there was perhaps no major platform as openly hospitable to such content as Twitter. Unlike Facebook, Instagram, and TikTok, which restricted nudity and pornographic videos, Twitter allowed users to post violent and "consensually produced adult content" to their feeds without consequence. Long before Musk's takeover, Twitter had positioned itself as anti-censorship, the "free-speech wing of the free-speech party," as Tony Wang, the general manager of Twitter in the U.K., once put it--less concerned with policing content than with providing a public square for users to express themselves freely.
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2025 proved humanoid robots are here to stay. And fall down.
Their creators say it's the getting back up part that matters. A humanoid robot is carried by technicians after being knocked out in a kickboxing match at the World Humanoid Robot Games on August 15, 2025 in Beijing, China. Breakthroughs, discoveries, and DIY tips sent every weekday. Tech companies are collectively spending billions to turn the age old sci-fi trope of humanoid, general-purpose robots into reality. So far, that momentous effort has mostly produced staged performances, underwhelming demos, and of falling.
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TWIGMA: A dataset of AI-Generated Images with Metadata From Twitter
Recent progress in generative artificial intelligence (gen-AI) has enabled the generation of photo-realistic and artistically-inspiring photos at a single click, catering to millions of users online. To explore how people use gen-AI models such as DALLE and StableDiffusion, it is critical to understand the themes, contents, and variations present in the AI-generated photos. In this work, we introduce TWIGMA (TWItter Generative-ai images with MetadatA), a comprehensive dataset encompassing over 800,000 gen-AI images collected from Jan 2021 to March 2023 on Twitter, with associated metadata (e.g., tweet text, creation date, number of likes). Through a comparative analysis of TWIGMA with natural images and human artwork, we find that gen-AI images possess distinctive characteristics and exhibit, on average, lower variability when compared to their non-gen-AI counterparts. Additionally, we find that the similarity between a gen-AI image and natural images is inversely correlated with the number of likes. Finally, we observe a longitudinal shift in the themes of AI-generated images on Twitter, with users increasingly sharing artistically sophisticated content such as intricate human portraits, whereas their interest in simple subjects such as natural scenes and animals has decreased. Our analyses and findings underscore the significance of TWIGMA as a unique data resource for studying AI-generated images.
Five Things That Changed the Media in 2025
A.I., of course--but there were also other, less obvious stories and trends that are going to shape how we understand the news. Media is a famously myopic and sclerotic industry. The big changes that take place within it often go unnoticed, at first, by the people who are paid to set its future course. Sometimes, the stuff that we in the industry miss out on is obvious to the rest of the world. We were not the first to notice, for example, that features and news stories were being cannibalized by social media, slowly at first, and then thoroughly.
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2 found dead at home of Rob Reiner
Things to Do in L.A. Tap to enable a layout that focuses on the article. This is read by an automated voice. Please report any issues or inconsistencies here . Two people were found dead Sunday afternoon at the Brentwood home of director and actor Rob Reiner, multiple law enforcement sources confirmed. Margaret Stewart, a Los Angeles Fire Department spokesman, said the department was called to the home around 3:30 p.m. for medical aid.
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