Bridging the Language Gap in Mental Health: A New Approach to Depression Detection
![The study dissects an ensemble learning model, demonstrating that removing individual components-as evidenced by the decrease from an original accuracy and F1-score ([latex]Acc\_Org[/latex], [latex]F1\_Org[/latex]) to modified values ([latex]Acc[/latex], [latex]F1[/latex])-reveals the contribution of each element to overall performance, effectively quantifying the system’s reliance on redundancy and specialized functions.](https://arxiv.org/html/2512.24772v1/ch4.png)
Researchers have developed a novel framework to improve the accuracy of depression detection in multiple languages, particularly for those with limited data.
Bitcoin’s Wild Ride: Is $90K the Start of a Grand Adventure or Just a Fool’s Gold?
In this grand theater of finance, we’ve witnessed the majestic dance of ETF inflows and the whimsical waltz of whale buying. It’s almost as if the market has decided to throw a coordinated party called “accumulation.” On paper, it suggests we might have already found our bottom-like finding a lost sock in the dryer! 🧦
Speak Security’s Language: Automating Threat Queries Across Platforms
A new framework automatically translates high-level threat descriptions into platform-specific queries for diverse security information and event management systems.
XRP Soars 8% as SEC’s Carpet Cleaner Vacates Stage 🕸️🚀
Analysts (read: overcaffeinated interns) cite the $13.59 million ETF inflows as a “watershed,” claiming it shifts market “equilibrium”-a word now synonymous with “eye-rolling.” Meanwhile, ether hung around $3k like a lost postcard. One might say the crypto world is playing three-dimensional chess, but with fewer than five players.
Decoding Learning’s Wobbles: A New Framework for Stable Adaptation
A diagnostic approach to understanding and correcting error dynamics-bias, noise, and alignment-promises more robust and interpretable machine learning systems.
Mark Cuban’s Court Escape Act: No Jurisdiction! 😎🗂
The formal order, as British as advent calendars, materialized at the end of December with a flourish. Despite claims by the plaintiffs that Ukrainian wrestlers could not have missed the legal hook, the judge found little else in Florida to connect the esteemed Cuban and Mavericks to this tantalizingly southern jurisdiction. Truly a waltz off the dance floor, one might say. 💃🎩
10 Highest-Grossing Movies of 2025, Ranked by Critics
Moviegoers had a lot of popular choices in 2025, from big-budget Hollywood films to animated movies from around the world. However, critics weren’t as enthusiastic, according to their ratings on Rotten Tomatoes and Metacritic. Here’s a look at what reviewers thought of the year’s ten highest-earning films.
RuPaul’s Drag Race Season-Premiere Recap: I Like It Like That
After eighteen seasons of RuPaul’s Drag Race, plus numerous All Stars, international, and Vs. The World spin-offs, the show’s format is very familiar to everyone. Over the years, Drag Race has evolved from a low-budget production into a popular, award-winning series, but it now feels a bit dated. The decision to no longer host the finale in a large theater feels disappointing and cheap. RuPaul doesn’t have the same energy as before, and some of the classic challenges, like the talent show and Snatch Game, aren’t as exciting anymore. What’s most frustrating is that recent seasons seem to focus on very young contestants, as the show prioritizes discovering and developing new talent for future All Stars seasons, rather than showcasing polished, experienced queens.
10 Fantasy TV Shows Canceled Too Soon: Unfulfilled Potential
Many TV shows, particularly those in specific genres like fantasy, don’t have the time they need to develop properly. High fantasy is especially challenging because it’s a less mainstream genre, and TV executives aren’t always convinced it will attract a large audience. These shows often need a lot of detailed world-building and complex backstories, and viewers may not see the payoff immediately.
Wintermute Goes Crypto-Crazy: Millions Pour into Bitcoin Before Fed Frenzy! 🚨💸
Bitcoin traders were practically hyperventilating as Wintermute decided to go full-on “crypto whale” mode ahead of the Federal Reserve’s big report today. Analysts were glued to their screens, tracking every move like it was the finale of a Netflix thriller. Liquidity signals? Macro data? Volatility expectations? It’s like the Oscars, but with more graphs and less glitter.