Talent search is a cornerstone of modern recruitment systems, yet existing approaches often struggle to capture nuanced job-specific preferences, model recruiter behavior at a fine-grained level, and mitigate noise from subjective human judgments. We present a novel framework that enhances talent search effectiveness and delivers substantial business value through two key innovations: (i) leveraging LLMs to extract fine-grained recruitment signals from job descriptions and historical hiring data, and (ii) employing a role-aware multi-gate MoE network to capture behavioral differences across recruiter roles. To further reduce noise, we introduce a multi-task learning module that jointly optimizes click-through rate (CTR), conversion rate (CVR), and resume matching relevance. Experiments on real-world recruitment data and online A/B testing show relative AUC gains of 1.70% (CTR) and 5.97% (CVR), and a 17.29% lift in click-through conversion rate. These improvements reduce dependence on external sourcing channels, enabling an estimated annual cost saving of millions of CNY.

In November Meta began notifying under-16 Instagram and Facebook users their accounts will be deactivated as part of Australia's social media ban for children. In November Meta began notifying under-16 Instagram and Facebook users their accounts will be deactivated as part of Australia's social media ban for children. Instagram's age-verification identified a moustachioed adult as over 16 - but how did it go with a 13-year-old? Meta platform allows users under 16 in Australia to change their date of birth - but only after clearing a'video selfie' or providing government ID Instagram's process for determining whether a user is over 16 is relatively quick and painless if you're clearly an adult - but how does it work if a 13-year-old tries to change their account's date of birth to make them appear grown up? Meta in November began notifying Instagram and Facebook users whose date of birth is set as under 16 - or who the platform understands to be under 16 - that their accounts will be deactivated as part of Australia's social media ban for children.

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Trump's R-word slur against Tim Walz costs a crucial GOP vote that could tip DC balance of power Brian Walshe shares jaw-dropping explanation of how his wife'died' and why he chopped up her body Hollywood golden couple with 18 year age-gap spotted during rare outing... can you guess who these stars are? Real estate experts sound alarm over toxic mortgage trap and wave of demolitions across America: Heading to'extinction' Mystery of Nikki Haley's son EXPOSED: Nepo baby explodes on to the scene as America First patriot. But here's what his mother really thinks... Trump's MRI scan results released by White House Mom who spent 10 years'gentle parenting' admits it was a mistake: 'My kids are anxious, insecure and entitled' Is this the END of Ozempic? Ellie Goulding, 38, and Sienna Miller, 43, are pregnant! Nashville neighbors can see what's REALLY going on with Nicole Kidman.

Hillsborough police report'may not give answers' Families of some of those killed in the Hillsborough disaster fear they may once again be denied full accountability as the long-delayed report into police conduct surrounding the stadium crush is due to be published on Tuesday. Several people who worked on the Independent Office for Police Conduct (IOPC) investigation - including a former director - have told the BBC they doubt the report will deliver all the answers survivors and bereaved relatives were promised. Some have warned that it may lead to accusations of another Hillsborough cover-up. Families have also criticised the length and cost of the investigation - the largest of its kind ever carried out in England and Wales. The police watchdog has spent more than 13 years examining the actions of South Yorkshire Police and other forces in the aftermath of the 1989 disaster in which 97 Liverpool supporters were killed during an FA Cup semi-final at Sheffield Wednesday's Hillsborough ground.

These are products we believe are worth purchasing year-round - the discount is just a bonus. These are products we believe are worth purchasing year-round - the discount is just a bonus. Our experts found the best deals and sales that are actually worth your money. The Guardian's journalism is independent. We will earn a commission if you buy something through an affiliate link. The Guardian's journalism is independent. We will earn a commission if you buy something through an affiliate link. We all have holiday traditions we look forward to each year: cooking your grandmother's classic stuffing recipe. With the influx of these so-called "doorbuster deals", it can be hard to know a true steal from a modest markdown. So we've asked shopping experts to curate the best Black Friday and Cyber Monday sales across five of the most-shopped for categories. Whether you're looking for a much-needed sleep upgrade or a cordless vacuum that'll stand the test of time, below is our list of the best Cyber Monday deals across streaming, home, kitchen, tech, travel and wellness products. These are items that normally add up fast but right now are going for prices you won't wince at. To put together our list of deals, we enlisted the help of Guardian contributors with years of experience testing products ranging from blenders to vacuums. Our recommendations are based on items tested and loved by our contributors and staff.

A bird's ultrablack feathers inspired this versatile material. Breakthroughs, discoveries, and DIY tips sent every weekday. There is black, and then there is The shade defined as a black that reflects less than 0.5 percent of the light that hits it, is used on everything from telescopes to cameras. This uniquely dark color is not easy to produce and may appear less black when it is viewed at an angle. To find a better way to reproduce this cool color, a team at Cornell University looked to nature.

Aston Villa are going for a fourth successive Premier League victory when they travel to Brighton on Wednesday, but should Unai Emery's side change the way they have been scoring goals on their winning run? There is apparently some debate about whether Villa's xG (expected goals) is unsustainable because they are scoring from long range, but that's nonsense, said BBC Sport football expert Chris Sutton. Villa have good players who can shoot from the edge of the box, so are you seriously going to tell them not to shoot now, because of xG? Give me a break. Sutton is making predictions for all 380 Premier League games this season, against AI, BBC Sport readers and a variety of guests. For the midweek fixtures in week 14, he takes on musician, author and Fulham fan Felix White. White is the guitarist with The Maccabees and 86TVs. His new book'Whatever will be, will be: A Matter of Life and Football' is out now.

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Why Don't Norwegians Hate Tesla Like the Rest of Europe Does? November's Tesla registrations were down in France, Sweden, Denmark, and Germany. Norway, however, is bucking the trend--thanks to a tax incentive system that will soon be rolled back. The slump does not stop. Tesla sales in Europe slumped again in November 2025, confirming a negative trend that has been going on for more than a year.