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People determined to spread toxic messages online have taken to masking their words to bypass automated moderation filters. A user might replace letters with numbers or symbols, for example, writing “Y0u’re st00pid” instead of “You’re stupid”. Another tactic involves combining words, such as “IdiotFace”. Doing this masks the harmful intent from systems that look for individual toxic words. Similarly, harmful terms can be altered with spaces or additional characters, such as “h a t e ” or “h@te”, effectively slipping through keyword-based filters. While the intent remains harmful, traditional moderation tools often overlook such messages. This leaves users — particularly vulnerable groups — exposed to their negative impact. To address this, we have developed a novel pre-processing technique designed to help moderation tools more effectively handle the subtle complexities of hidden toxicity. An intelligent assistant Our tool works in conjunction with existing moderation. It acts as an intelligent assistant, preparing content for deeper and more accurate evaluation by restructuring and refining input text. By addressing common tricks users employ to disguise harmful intent, it ensures moderation systems are more effective. The tool performs three key functions. It first simplifies the text. Irrelevant elements, such as excessive punctuation or extraneous characters, are removed to make text straightforward and ready for evaluation. It then standardises what is written. Variations in spelling, phrasing and grammar are resolved. This includes interpreting deliberate misspellings (“h8te” for “hate”). Finally, it looks for patterns. Recurring strategies such as breaking up toxic words (“I d i o t”), or embedding them within benign phrases, are identified and normalised to reveal the underlying intent. These steps can break apart compound words like “IdiotFace” or normalise modified phrases like “Y0u’re st00pid”. This makes harmful content visible to traditional filters. Importantly, our work is not about reinventing the wheel but ensuring the existing wheel functions as effectively as it should, even when faced with disguised toxic messages. Catching subtle forms of toxicity The applications of this tool extend across a wide range of online environments. For social media platforms, it enhances the ability to detect harmful messages, creating a safer space for users. This is particularly important for protecting younger audiences, who may be more vulnerable to online abuse. By catching subtle forms of toxicity, the tool helps to prevent harmful behaviours like bullying from persisting unchecked. Businesses can also use this technology to safeguard their online presence. Negative campaigns or covert attacks on brands often employ subtle and disguised messaging to avoid detection. By processing such content before it is moderated, the tool ensures that businesses can respond swiftly to any reputational threats. Additionally, policymakers and organisations that monitor public discourse can benefit from this system. Hidden toxicity, particularly in polarised discussions, can undermine efforts to maintain constructive dialogue. The tool provides a more robust way for identifying problematic content and ensuring that debates remain respectful and productive. Better moderation Our tool marks an important advance in content moderation. By addressing the limitations of traditional keyword-based filters, it offers a practical solution to the persistent issue of hidden toxicity. Importantly, it demonstrates how small but focused improvements can make a big difference in creating safer and more inclusive online environments. As digital communication continues to evolve, tools like ours will play an increasingly vital role in protecting users and fostering positive interactions. While this research addresses the challenges of detecting hidden toxicity within text, the journey is far from over. Future advances will likely delve deeper into the complexities of context—analysing how meaning shifts depending on conversational dynamics, cultural nuances and intent. By building on this foundation, the next generation of content moderation systems could uncover not just what is being said but also the circumstances in which it is said, paving the way for safer and more inclusive online spaces.Article content Jade Rose’s job for Canada is to prevent goals. Younger sister Nyah Rose is looking to score them. Recommended Videos While 26 appearances, including 25 starts, under her belt, the 21-year-old Jade is already a veteran of the Canadian senior side. The Harvard senior is part of Canada’s first-choice back three alongside veterans Vanessa Gilles and Kadeisha Buchanan, who is sidelined with a knee injury. Just 19, Nyah is taking her first steps with the senior side after excelling as a youth international. Nyah is in camp with the sixth-ranked Canadian women in Spain, preparing for friendlies Friday against No. 13 Iceland and Dec. 3 against No. 19 South Korea, with both games at the Pinatar Arena in Murcia. She is learning the ropes in the absence of Jade, who is sidelined with an ankle injury. “It’s been a great experience,” Nyah said Tuesday after getting a taste of the step up from the youth level to the senior side in the team’s first full training session in Spain. “I think the biggest difference is the intensity, like ball speed during practice. And within the team environment, everyone kind of holds each other to the same high standard and level.” Nyah, a former centre back who grew up in Markham, has a nose for the goal. At the FIFA U-20 Women’s World Cup in Colombia, Nyah scored in Canada’s opening 3-3 draw with France on Aug. 31 and recorded seven shots on goal in a 9-0 romp over Fiji as Canada reached the round of 16 in the tournament for the first time since 2014, eventually losing 2-1 to Spain. As a freshman last year at Dallas-based Southern Methodist University, she led the American Athletic Conference in goals with 11, was named conference co-Rookie of the Year and earned All South Region first team, All-Atlantic Coast Conference first team, and All-Rookie team honours. As a sophomore, Nyah missed five games early this season due to the U-20 World Cup. Upon her return, she scored five goals in 11 games to rank second on the team with the Mustangs facing stiffer competition after shifting to the ACC. In September, Nyah scored in a 1-1 draw with defending NCAA champion Florida State. That came three days after a highlight-reel goal at Miami, with Nyah rising high to control a cross with her right foot before swivelling to volley the ball home before it hit the turf. In camp with Canada, Nyah has been reunited with under-20 coach Cindy Tye, who is serving as Canada’s interim coach for the two friendlies. Canada Soccer has said head coach Bev Priestman will not be returning in the wake of the recent independent report into the Olympic drone-spying scandal. Priestman, assistant coach Jasmine Mander and analyst Joey Lombardi are serving one-year suspensions from FIFA, with Lombardi having already resigned his Canada Soccer position. Nyah said her call-up came out of the blue. “I was not expecting it whatsoever,” she said. RECOMMENDED VIDEO She was disappointed at first that Jade would not be in camp with her. But her sister told her it was a good thing, given she could find her own way with the team. The sisters are close — and competitive, says Nyah. “I felt like I kind of pushed myself a lot more when I went up against her just because I wanted to beat her, because she’s my sister. Mehkai, their 16-year-old brother, also plays soccer as a winger. Earlier this year, Nyah was one of only three sophomores among the 44 players named to the 2024 MAC Hermann Trophy Watch List, The annual award goes to the top NCAA soccer player, with former Canada captain Christine Sinclair (2004 and ’05) and Buchanan (2016) among the past winners. Nyah, who is studying sports management at SMU, and her sister both hope to play professionally in Europe after college. Jade and Nyah Rose are no relation to forward Deanne Rose, a Leicester City forward with 84 caps for Canada who is also in camp in Spain. Tye has also brought North Carolina State University defender Janet Okeke, another under-20 player, into the senior camp for the first time. And there are second call-ups for 18-year-old midfielder Jeneva Hernandez Gray from the Vancouver Whitecaps FC Girls elite team and 28-year-old defender Megan Reid from the NWSL’s Angel City.

Bauchi Governor, Senator Bala Mohammed Abdulkadir has reiterated the state government’s commitment to emulating the exemplary leadership of Nigeria’s founding fathers for a better country. The Governor spoke at a book launch held in Bauchi on Saturday where he emphasised the importance of responsible leadership and the need for politicians to lead by example. The book, which chronicles the political struggles of foremost Northern political leaders, late Umar Launi Usman and Sa’adu Zungur, highlighted the selfless contributions of the two political icons to Nigeria’s political development and struggle for self-governance. Bala Mohammed who was represented at the occasion by the Secretary to the State Government, Barrister Kasim Ibrahim, stated that his administration has executed numerous developmental projects across the state for the good of the citizens. The Governor told the occasion which was graced by notable politicians, acquaintances, friends, and family members as well as top government officials that his administration has brought a new approach to governance since 2019 when it was inaugurated. Bala Mohammed then solicited the support of the citizens in its bid to continue delivering excellent results stressing that by 2027 when the tenure will come to an end, the State would have been better than how it was in 2019. He also stressed that any effort made to recapture the lost glory and history, as well as inform the people about happenings of the past with its heroes is commendable. According to him, “It is good that somebody has come with the idea of writing about our heroes and highlighting their contributions to the development of the society.” Also speaking, Emir of the Alh Rilwanu Suleiman Adamu commended the organizers of the event saying that it has brought back wonderful memories of the past which must be used to shape the future after amending the present. The Emir who was represented by the Galadiman Bauchi, Suv Ibrahim Sa’idu Jahun, urged the present crop of politicians to emulate the good deeds of the past leaders who sacrificed everything for the unity, peace, and peaceful coexistence of the country. He assured that the traditional institution will continue to play advisory roles in the scheme of things and promote good governance through persistent education of their subjects. Other speakers included Vice Chancellors of Abubakar Tafawa Balewa University (ATBU), Bauchi, Sa’adu Zungur University (SAZU), political followers of the duo, friends and family members. The occasion drew people from across the country, especially from the Nineteen States of the North who all hailed and commended the Chairman of the Independent National Electoral Commission (INEC), Prof Mahmud Yakubu who compiled the book before it was published. READ MORE FROM: NIGERIAN TRIBUNE Get real-time news updates from Tribune Online! Follow us on WhatsApp for breaking news, exclusive stories and interviews, and much more. Join our WhatsApp Channel now

Manmohan Singh, Indian ex-PM and architect of economic reform, dies at 92

The UHC CEO killing has led to an outpouring of frustration toward the healthcare industry. Some progressive Democrats on Capitol Hill say it's the "right time" to talk about it. "I think for people who are surprised, it's a wake-up call," said Rep. Ocasio-Cortez. In the wake of the shooting of United Healthcare CEO Brian Thompson , some progressive lawmakers are acknowledging the frustration that many Americans feel toward the healthcare system. Democratic Rep. Alexandria Ocasio-Cortez of New York told Business Insider on Wednesday that the rapturous online response to the shooting and the valorization by some of the suspect, Luigi Mangione , was indicative of a "mass bubbling of resentment around the precarity that people have been living with." "Of course, we don't want to see the chaos that vigilantism presents," said Ocasio-Cortez. "We also don't want to see the extreme suffering that millions of Americans confront when your life changes overnight from a horrific diagnosis, and people are led to just some of the worst, not just health events, but the worst financial events of their and their family's lives." She added, "I think for people who are surprised, it's a wake-up call for how much of this exists in our society." Democratic Rep. Maxwell Frost of Florida, who began his political career as a gun violence prevention activist, told BI that he's "against gun violence in all forms," but that he understood some of the reaction. "There's so much animosity and hatred of this system that people are looking beyond maybe their typical moral scope to meme this guy, or to praise him, because the issue is just so pervasive," he said. "That's something to take note of." Democratic Sen. Elizabeth Warren of Massachusetts told HuffPost that the shooting was "a warning" to the healthcare industry — though she later told the outlet in a statement that she "should have been much clearer that there is never a justification for murder." Sen. Bernie Sanders of Vermont told the outlet that the "outpouring of anger at the health care industry" showed that "millions of people understand that health care is a human right." Not all lawmakers on Capitol Hill are taking this approach — both Republicans and Democrats have opted to condemn the shooting and leave it at that. "It's pretty simple to me. Nobody who commits cold-blooded murder is a hero. Period, full stop," Democratic Sen. Chris Murphy of Connecticut told BI. " He's the asshole that's going to die in prison," Democratic Sen. John Fetterman of Pennsylvania told NBC News about the shooter . "Congratulations if you want to celebrate that." For some progressives, though, the praise for Mangione and the outpouring of frustration over the healthcare industry can't be ignored, even if it's coming on the heels of a murder they condemn. "It's exactly the right time when you've got thousands of people that are sharing their stories of frustration," Democratic Rep. Ro Khanna of California told BI. In his view, it's simple enough to talk about the healthcare industry while not making excuses for the alleged murder. "There's no linkage," said Khanna. "You condemn the murder of an insurance executive who was a father of two kids. At the same time, you say there's obviously an outpouring behavior of people whose claims are being denied, and we need to reform the system."

Pakistan welcomes UNGA resolution for immediate ceasefire in GazaMILWAUKEE — Brooklyn fans had expected Kevin Durant to lead their team to its first ever NBA title. Now, many are hoping to land a local prospect that their former star sees a lot of himself in. When Brooklyn committed to a rebuild they bet a big part of their future foundation on next June’s lottery pick, with Ace Bailey — a freshman at nearby Rutgers — one of the most sought-after prospects. The sinewy forward has often been likened to Durant and the former Net agreed that it’s an apt comparison. “Yeah, I think so,” Durant said after guiding his Phoenix Suns to a 110-100 Christmas Day victory over Denver. “Ace is a pure, pure talent. Being able to shoot the ball with that type of touch from anywhere. It’s insane the shots that he can make over multiple people at that length. It’s incredible to watch.” Durant was incredible to watch. And Nets fans are hoping whoever they land in the lottery will be as well. Bailey would be one of the best-case scenarios. The Hall of Fame-bound Durant spent parts of four seasons in Brooklyn, the first recovering from a ruptured Achilles before requesting a trade to Phoenix midway through the latter. He appeared in 129 games with the franchise and averaged 29.0 points, the most in Nets (NBA) history and his highest with any team. It was Durant’s February 2023 departure, less so than that of James Harden or Kyrie Irving, that slammed the door shut on Brooklyn’s title hopes. After floundering along last season, they finally committed to a rebuild by trading away Mikal Bridges this summer. Now, it’s a lottery pick next summer the Nets fans are already eyeing. Two weeks ago, they had been sitting 15th in the draft order. But after dealing point guard Dennis Schroder to Golden State — and dealing with the absence of leading scorer Cam Thomas — they entered Thursday night’s game in Milwaukee with the seventh-worst record. That gave them a 31.9 percent chance at a top-four pick — the neighborhood they’ll need to be in to have a chance at Bailey. Durant even compared the Rutgers star favorably within himself at 18-years-old. “Him and his teammate Dylan Harper are playing some great ball. They’re one of my favorite teams to watch. But I see some of my game in Ace,” Durant said. “I think he’s part of the midrange game. He’s probably a little bit more advanced than I was at that age. But he’s a problem. I can’t wait to see his career growth.” Nets fans would love that to be with them. Bailey is generally tabbed third in most mock drafts and big boards, behind teammate Harper and presumptive top pick Cooper Flagg from Duke. A 6-foot-10 guard with an impressive wingspan, his length makes him almost impossible to guard. He’s averaging 17.6 points and 7.6 rebounds with impressive range. But his 33.3 percent from deep needs work, as does his shot selection. As Durant said, the shots he can make are “insane.” But he’s oozing potential. And Brooklyn general manager Sean Marks has personally made no fewer than four trips down the New Jersey Turnpike to Piscataway. With Bailey (and Harper) starring at Rutgers, and the Nets banking on June’s lottery pick as a foundation of their rebuild, there will certainly be more. There is another connection between Durant and Bailey — mini-Durant? — with the veteran superstar having welcomed Bailey, Harper and two others into the Nike family with NIL deals last month. Durant recorded a voiceover for a video , saying “They told me you’re part of the family now. Well, welcome. But y’all ain’t really showed me nothing yet. When it’s time, we raise the bar. We’ve got to provide. Wins. Dreams. Rings. Attitude. Something. There’s no free meals at our table. Ask the greats. This family ain’t for everyone. So let’s see what you got: I’ll be watching.”