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Appendix A V ariational Paragraph Embedder A.1 Selection of substitution rate p

Neural Information Processing Systems

Figure 4: Impact of the proportion of injected noise for learning Paragraph Em-beddings on XSum dataset. (Figure 4). The results of the ablation study are presented in Table 5. Embedder in providing clean and denoised reconstructions. In general, it has been observed that generations progress in a coarse-to-fine manner. The early time step, which is close to 1, tends to be less fluent and generic. This was the nicest stay we have ever had. Turtle Bay was a great resort. This was the nicest stay we have ever had.





Whodunnit: The Upstate Murder-Mystery Weekend

The New Yorker

Sign up to receive it in your inbox. The event has a storied history among mystery buffs; some of its first scripts were written by the celebrated author Donald E. Westlake, along with his wife Abby, and they often collaborated with notable writer friends, including Stephen King, Edward Gorey, and Isaac Asimov, on everything from performing to graphic design. A half century ago, few, if any, hotels offered "immersive theatre" as an amenity, and the Mystery Weekend became a hot ticket for city dwellers--the first weekend, in 1977, drew more than two hundred participants. Soon, mystery-solving events were de rigueur at many rural hotels, whose owners found that staging crime scenes was a surefire way to lure cosmopolitans to the country during the off-season. In 1992, the reporter Alessandra Stanley noted that the swelling glut of mystery parties came in three categories: serious, "in which participants form teams and spend two to three days"; semi-serious, which "take place in large hotels, over meals, and are meant to be more entertaining than challenging"; and those on cruise ships, which are fully unserious.


Robbie Williams: British people are good at devaluing ourselves

BBC News

After more than three decades in entertainment, Robbie Williams is back on the road and ready to celebrate. His new album, Britpop, is his 16th number one, breaking the previous record set by the Beatles. The singer, whose Long 90s tour begins this week, is taking a moment to mark his achievement. I think as British people we're very good at piercing the balloon of our own success and undercutting it and devaluing ourselves, he tells BBC News. It's what we do best.


The major UK city that will get driverless trains in 2026

Daily Mail - Science & tech

Inside the former US embassy that's now one of the world's top luxury hotels - with 8 bars and restaurants and suites to book for £26,100 The world's most expensive cities for days out revealed, with London in the top 15 Going beyond the guidebook: Here are 10 must-try cultural and wildlife experiences in Australia's'Garden State' Fairy-tale villages, castle tours and dinner at Austria's oldest winery: These enchanting river cruises will take you to the heart of each picturesque port of call you visit Revealed: The world's best new luxury hotel is in the UK - and it has a huge pool and rooftop bar Travel expert reveals the'science-backed tool' to help overcome fear of flying Eurostar's'snow train' set to return this week for winter Could YOU pass France's new'civic examination' needed to live in the country? Try these sample questions and find out... Airline finds'lost' Boeing 737 a decade after it vanished'If you don't enjoy Benidorm, you've only got yourself to blame': Meet the British couple who have been to the Spanish hotspot more than 100 TIMES The'dangerous' destinations that are actually not scary - and why you should holiday there next Brit who moved to the world's most desirable place to live reveals the soaring unexpected costs of relocating A major UK city is set to get driverless trains next year as part of its rail modernisation project. In 2023, new trains were launched in Glasgow as part of the full-scale upgrade to improve the city's subway after more than 30 years. The renovations have continued and now, the Strathclyde Partnership for Transport (SPT) has announced Unattended Train Operation will be introduced to Glasgow. The modernisation project is in its'final stages,' Time Out reports, and the driverless subway trains are expected to be brought in next year.


RealWebAssist: A Benchmark for Long-Horizon Web Assistance with Real-World Users

Ye, Suyu, Shi, Haojun, Shih, Darren, Yun, Hyokun, Roosta, Tanya, Shu, Tianmin

arXiv.org Artificial Intelligence

To achieve successful assistance with long-horizon web-based tasks, AI agents must be able to sequentially follow real-world user instructions over a long period. Unlike existing web-based agent benchmarks, sequential instruction following in the real world poses significant challenges beyond performing a single, clearly defined task. For instance, real-world human instructions can be ambiguous, require different levels of AI assistance, and may evolve over time, reflecting changes in the user's mental state. To address this gap, we introduce RealWebAssist, a novel benchmark designed to evaluate sequential instruction-following in realistic scenarios involving long-horizon interactions with the web, visual GUI grounding, and understanding ambiguous real-world user instructions. RealWebAssist includes a dataset of sequential instructions collected from real-world human users. Each user instructs a web-based assistant to perform a series of tasks on multiple websites. A successful agent must reason about the true intent behind each instruction, keep track of the mental state of the user, understand user-specific routines, and ground the intended tasks to actions on the correct GUI elements. Our experimental results show that state-of-the-art models struggle to understand and ground user instructions, posing critical challenges in following real-world user instructions for long-horizon web assistance.


What to Do in St. Paul and Minneapolis If You're Here for Business (2025)

WIRED

A convent turned hotel, Caribou Coffee, and progressive coworking space called The Coven--plus more things to see and do while on a business trip to Minneapolis and St. Paul. All products featured on WIRED are independently selected by our editors. However, we may receive compensation from retailers and/or from purchases of products through these links. Minnesota is the birthplace of the supercomputer, developed for code cracking during World War II. Tech giants of their day, including Cray Research and Control Data Corporation, were based in the Twin Cities.


What to Do in San Francisco If You're Here for Business (2025)

WIRED

A tech industry insider's guide to where to stay, eat, work, and play while visiting the tech scene's mothership, San Francisco. All products featured on WIRED are independently selected by our editors. However, we may receive compensation from retailers and/or from purchases of products through these links. You've probably read plenty of recent news stories about how San Francisco is a failed city. Our infrastructure is crumbling, our streets are scary, our social fabric is torn and frayed. Most of that stuff is false. Yes, San Francisco has issues, but they're the same problems nearly all US cities are facing as they struggle to reorient themselves to our new, post-pandemic economic reality. The "doom loop" narrative that's often repeated in the national press is a gross exaggeration. The truth is that San Francisco is thriving.