The advancement of large language models (LLMs) has significantly influenced interactive technologies, presenting both benefits and challenges. One prominent issue arising from these models is their potential to generate harmful content. Traditional moderation systems, typically employing binary classifications (safe vs. unsafe), lack the necessary granularity to distinguish varying levels of harmfulness effectively. This limitation can lead to either excessively restrictive moderation, diminishing user interaction, or inadequate filtering, which could expose users to harmful content.Salesforce AI introduces BingoGuard, an LLM-based moderation system designed to address the inadequacies of binary classification by predicting both binary safety labels and detailed severity levels. BingoGuard utilizes a structured taxonomy, categorizing potentially harmful content into eleven specific areas, including violent crime, sexual content, profanity, privacy invasion, and weapon-related content. Each category incorporates five clearly defined severity levels ranging from benign (level 0) to extreme risk (level 4). This structure enables platforms to calibrate their moderation settings precisely according to their specific safety guidelines, ensuring appropriate content management across varying severity contexts.From a technical perspective, BingoGuard employs a generate-then-filter methodology to assemble its comprehensive training dataset, BingoGuardTrain, consisting of 54,897 entries spanning multiple severity levels and content styles. This framework initially generates responses tailored to different severity tiers, subsequently filtering these outputs to ensure alignment with defined quality and relevance standards. Specialized LLMs undergo individual fine-tuning processes for each severity tier, using carefully selected and expertly audited seed datasets. This fine-tuning guarantees that generated outputs adhere closely to predefined severity rubrics. The resultant moderation model, BingoGuard-8B, leverages this meticulously curated dataset, enabling precise differentiation among various degrees of harmful content. Consequently, moderation accuracy and flexibility are significantly enhanced.Empirical evaluations of BingoGuard indicate strong performance. Testing against BingoGuardTest, an expert-labeled dataset comprising 988 examples, revealed that BingoGuard-8B achieves higher detection accuracy than leading moderation models such as WildGuard and ShieldGemma, with improvements of up to 4.3%. Notably, BingoGuard demonstrates superior accuracy in identifying lower-severity content (levels 1 and 2), traditionally difficult for binary classification systems. Additionally, in-depth analyses uncovered a relatively weak correlation between predicted unsafe probabilities and the actual severity level, underscoring the necessity of explicitly incorporating severity distinctions. These findings illustrate fundamental gaps in current moderation methods that primarily rely on binary classifications.In conclusion, BingoGuard enhances the precision and effectiveness of AI-driven content moderation by integrating detailed severity assessments alongside binary safety evaluations. This approach allows platforms to handle moderation with greater accuracy and sensitivity, minimizing the risks associated with both overly cautious and insufficient moderation strategies. Salesforces BingoGuard thus provides an improved framework for addressing the complexities of content moderation within increasingly sophisticated AI-generated interactions.Check outthe Paper.All credit for this research goes to the researchers of this project. Also,feel free to follow us onTwitterand dont forget to join our85k+ ML SubReddit. Asif RazzaqWebsite| + postsBioAsif Razzaq is the CEO of Marktechpost Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences.Asif Razzaqhttps://www.marktechpost.com/author/6flvq/Open AI Releases PaperBench: A Challenging Benchmark for Assessing AI Agents Abilities to Replicate Cutting-Edge Machine Learning ResearchAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Nomic Open Sources State-of-the-Art Multimodal Embedding ModelAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Meta AI Proposes Multi-Token Attention (MTA): A New Attention Method which Allows LLMs to Condition their Attention Weights on Multiple Query and Key VectorsAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Meet ReSearch: A Novel AI Framework that Trains LLMs to Reason with Search via Reinforcement Learning without Using Any Supervised Data on Reasoning Steps

The first trailer for Five Nights at Freddys 2 was screened at Blumhouse and Universals CinemaCon presentation on Wednesday before being released online. Producer Jason Blum made it clear to attendees that, unlike the original film, the sequel will open only in theaters on December 5, 2025, and not day-and-date on Peacock.You can watch the trailer via the player above or the embed below.Anyone can survive five nights. This time, there will be no second chances< declares the films official logline.Based on Scott Cawthons blockbuster game series, the original Five Nights at Freddys was Blumhouses biggest box office hit when it opened in theaters in 2023 as well as the highest-grossing horror film of that year. Emma Tammi returns to direct the sequel and Scott Cawthon are producing. Actors Josh Hutcherson, Elizabeth Lail, Piper Rubio, and Matthew Lillard all reprise their respective roles.PlayAre you excited for Five Nights at Freddys 2? Sound off in the comments.

Kirby has been a steadfast Nintendo mascot for 33 years, ever since the character debuted in 1992s Kirbys Dream Land for Game Boy. In addition to being a Smash Bros. staple, Kirby and his ever-evolving powers of inhalation have starred in over two dozen games, culminating in the series best-selling game to date, Kirby and the Forgotten Land.As we near the end of Nintendos current console generation, weve compiled a list of every Kirby game on the Switch as well as new Kirby games coming to the Switch 2. How Many Kirby Games Are on Switch?Six Kirby games have been released on Nintendo Switch, while 11 more retro Kirby games are playable with Nintendo Switch Online. The franchise debuted on Switch in 2018 with Kirby Star Allies; its latest release, Kirbys Return to Dream Land Deluxe, arrived in 2023. A new Kirby game, Kirby Air Riders, will be releasing for the Nintendo Switch 2 in 2025. Kirby and the Forgotten LandSee it at AmazonKirby's Return to Dream Land DeluxeSee it at AmazonKirby: Star AlliesSee it at AmazonDigitalSuper Kirby ClashSee it at NintendoDigitalKirby Fighters 2See it at NintendoDigitalKirby's Dream BuffetSee it at NintendoEvery Kirby Game on Switch (in Release Order)Kirby Star Allies (2018)Kirbys Switch debut came in 2018 with Kirby Star Allies. The action-platformer is played with a party of four (multiplayer or local AI) and sees Kirby combine abilities with allies to solve puzzles and enhance combat.Kirby: Star AlliesHAL LaboratoryMar 16, 2018Nintendo SwitchRelated GuidesSuper Kirby Clash (2019)Series developer HAL Laboratories and Nintendo brought the pink puff back the following year for the free-to-play Super Kirby Clash. Like Star Allies, Clash is played with a team of four that can be controlled by other human players or AI. Unlike Star Allies, this is not a platformer but rather a standalone boss rush mode; it features a hub world for changing equipment and selecting quests, though the heart of the game is the series of boss fights that serve as those quests.Super Kirby ClashHAL LaboratorySep 4, 2019Nintendo SwitchKirby Fighters 2 (2020)A sequel to the 3DS game Kirby Fighters Deluxe (an expanded version of the subgame Kirby Fighters found in Kirby: Triple Deluxe), Kirby Fighters 2 is exactly what it sounds like: a fighting game starring Kirby. It supports up to four players and features Kirby, Meta Knight, King Dedede, Bandana Waddle Dee, Gooey, and Magolor as playable characters.Kirby Fighters 2HAL LaboratorySep 24, 2020Nintendo SwitchKirby and the Forgotten Land (2022)The series standout game on Switch, Kirby and the Forgotten Land is a post-apocalyptic adventure in which Kirby gets sucked into a wormhole that appears above Dream Land. The Forgotten Land is the series first fully 3D platformer, complete with puzzles and Kirbys signature ability-based combat. Its the series best-selling game to date, selling more than 7.5 million copies by the end of March 2024. There's even a Switch 2 version of this game currently listed to be available for preorder.Related GuidesKirby's Dream Buffet (2022)Kirbys Dream Buffet is a dessert-themed multiplayer game released in 2022. It features three four-player game modes: race, minigame, and battle royale. The modes can be played separately or together as part of Dream Buffets Gourmet Grand Prix.Kirby's Return to Dream Land Deluxe (2023)The series latest game, Kirbys Return to Dream Land Deluxe is a remake of the 2011 Wii game Kirbys Return to Dream Land. The action-platformer came to Switch with improved visuals, a new easy mode (Helper Magolor), three new abilities (Sand, Mecha, and Festival), and an all-new two-hour adventure called Magolor Epilogue: The Interdimensional Traveler.Return to Dream Land Deluxe supports local co-op for up to four players, with each player taking control of either Kirby, Meta Knight, King Dedede, or Bandana Waddle Dee.Kirby Games Available with Nintendo Switch OnlineThere are 11 Kirby games available with a Nintendo Switch Online subscription. Those with a regular subscription can play nine Kirby games from NES, SNES, and Game Boy, while those with the more expensive Nintendo Switch Online + Expansion Pack subscription get access to two additional games: Kirby & The Amazing Mirror (GBA) and Kirby 64: The Crystal Shards (N64).PlayHeres the list of Kirby games playable with Nintendo Switch Online, ordered by initial release date:A new GameCube library will also be available in the NSO + Expansion Pack membership on Switch 2, which may include Kirby Air Ride. What's Next for Kirby on the Switch 2? PlayThe era of Kirby on Switch may be coming to a close, but the character's journey on the Switch 2 has just begun. Kirby Air Riders was officially announced during the April 2025 Nintendo Direct as a follow-up to the 2003 Kirby Air Ride racing game on GameCube. Masahiro Sakurai, creator of both the Kirby series and Super Smash Bros., returns as director of the new game.PlayKirby and the Forgotten Land is also on the list of games that will be getting Switch 2 upgrades. The upgrade will take advantage of the Switch 2's improved specs and includes a new story expansion. Kirby and the Forgotten Land + Star-Crossed World will be released on August 28 with a discounted upgrade option for those who owned the original game on Switch. Jordan covers games, shows, and movies as a freelance writer for IGN.

Apple has big plans for the iPhone 17 lineup. In addition to the rumored iPhone 17 Air, the Pro models are also expected to receive significant hardware upgrades, especially when it comes to cameras. And in addition to everything thats been leaked so far, it looks like the iPhone 17 Pro will have another camera surprise.iPhone 17 Pro rumored to have new telephoto cameraAccording to Majin Bu, Apple plans to adopt a new telephoto lens with a 48-megapixel sensor on the iPhone 17 Pro. While this isnt exactly news since other sources have already corroborated the change, Majin Bus report reveals some other interesting details.Currently, the iPhone 16 Pro and 16 Pro Max are equipped with a telephoto lens with a 12-megapixel sensor that enables 5x optical zoom. But if the report is right, the 17 Pro models will have a new telephoto camera with a 3.5x optical zoom yes, less than the current zoom camera. According to the leaker, the higher resolution sensor will allow Apple to offer zoom greater than 5x with a digital crop.The idea is essentially the same as the main lens on the latest iPhones. Although the iPhone 16 has a 48-megapixel sensor, Apple offers a 2x digital zoom (which the company calls a telephoto zoom) that crops the full image into a 12-megapixel photo, resulting in a decent zoomed-in photo. Thats why Apple says the iPhone 16e has two cameras in one, for example.Majin Bu suggests that the change in the iPhone 17 Pro will benefit users, as the current 5x lens requires users to move away from the subject to take portrait photos. With a 3.5x lens, taking portrait photos would be easier while the iPhone would still be able to take photos with up to 7x digital zoom.Personally, Id prefer Apple to keep the 5x lens with a combined 10x digital zoom, just like Samsung does with the Galaxy S25 Ultra. Samsung phones used to have a true 10x zoom lens, but the company switched to a 5x zoom lens with a 50-megapixel sensor. Its also worth noting that Majin Bu has a mixed track record, so take his report with a grain of salt.According to other sources, all iPhone 17 models will also have a new 24-megapixel selfie camera, while the Pro models will have 8K video for the first time. Apple is expected to announce iPhone 17 Pro in September.Gadgets I recommend:Add 9to5Mac to your Google News feed. FTC: We use income earning auto affiliate links. More.Youre reading 9to5Mac experts who break news about Apple and its surrounding ecosystem, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Mac on Twitter, Facebook, and LinkedIn to stay in the loop. Dont know where to start? Check out our exclusive stories, reviews, how-tos, and subscribe to our YouTube channel

As we reported this morning, Apple has released a firmware update for the USB-C AirPods Max that enables lossless audio. However, due to a bug in iOS 18.4, the headphones were unable to download the update. Now the company has re-released the firmware that brings the new feature to AirPods Max.AirPods Max update with lossless audio now availableApples support webpage for AirPods firmware now lists a new build 7E101 available for USB-C AirPods Max. The build released on Tuesday along with iOS 18.4 was 7E99.For some unknown reason, the AirPods Max failed when trying to download and install the latest firmware. As a result, users were unable to try out the new feature that enables lossless audio over USB-C. The update also brings ultra-low latency audio when using a USB-C cable, as well as enabling wired playback for the first time usingApples new USB-C to 3.5mm audio cable.You can check which firmware version your AirPods are running by going to Settings in iOS and looking for the AirPods menu at the top of the screen. Of course, you need to connect your AirPods to your iPhone or iPad first.Unfortunately, theres no easy way to install AirPods firmware updates. Apple recommends that users who want to update the new firmware as soon as possible follow these steps:Update to the latest version of iOS (lossless audio on USB-C AirPods Max requires iOS 18.4 or macOS 15.4).Connect your AirPods via Bluetooth to an iPhone, iPad, or Mac.Make sure your Apple device is connected to Wi-Fi.Plug your AirPods into the charger.Keep your AirPods in the case and keep them near your device for at least 30 minutes.Put on your AirPods and check the firmware version again.One thing to keep in mind is that the firmware update with lossless audio is exclusive to theUSB-C version of the AirPods Maxthat was launched last year. The Lightning version wont get this feature.H/T: Aaron Zollo!Apple teases new short film with Pedro Pascal to promote AirPods 4Gadgets I recommend:Add 9to5Mac to your Google News feed. FTC: We use income earning auto affiliate links. More.Youre reading 9to5Mac experts who break news about Apple and its surrounding ecosystem, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Mac on Twitter, Facebook, and LinkedIn to stay in the loop. Dont know where to start? Check out our exclusive stories, reviews, how-tos, and subscribe to our YouTube channel

So I guess this is, like, a sixth night at Freddys? Five more nights at Freddys? Five additional nights atFreddys?Maybe Im overthinking this. Universal issimply calling itFive Nights at Freddys 2.Thats probably the right call for thissequel to the surprisingly huge film adaptation of the video game franchise. (The secondFive Nights at Freddysvideo game was also calledFive Nights at Freddys 2.)The first film came out in 2023, and despite being released in theaters and on streaming on Peacock simultaneously, it became a major hit, grossing nearly $300 million worldwide. Thats an almost unheard of sum for a film thats available at home at the same time.While the first trailer doesnt give away too much of the story, there are still plenty of teases of animatronic animal violence. You can watch the wholefirstFive Nights at Freddys 2trailerbelow:READ MORE: 10 Horror Movies So Extreme They Made People SickHere is the films official synopsis:Based on Scott Cawthons blockbuster game series, Five Nights at Freddys 2 is directed by acclaimed returning filmmaker Emma Tammi (The Wind, Blood Moon). The first film, which opened to a record-shattering $80 million and went on to earn almost $300 million worldwide, followed Mike, a troubled young man who reluctantly takes a job as a night security guard at an abandoned theme restaurant, Freddy Fazbears Pizzeria, hoping it will help him retain custody of his young sister. That fateful decision instead drags him into the black heart of a supernatural nightmare.Five Nights at Freddys 2 is set to debut in theaters on December 5.Get our free mobile appThe Funniest Horror Sequel TitlesInstead of just slapping a "2" on the end, these horror sequels tried something different.Gallery Credit: Emma StefanskyCategories: Movie News, Trailers

Don't let today's Strands puzzle bug you. Here are hints and answers for the NYT Strands puzzle No. 396 for April 3.

The delivery was fastit just took a matter of days to arrive at my doorstep after the order was placed. Unlike some of the bulky appliances in my space, this was lightweight to pick up and carry inside. To put things in perspective, the standard version of the cleaning tool is about 10 pounds and measures at around the size of a window HVAC unit. The mini is only seven pounds and has a footprint thats about of the size. In short, storage has been a breeze. It fits under my kitchen sink and easily tucks inside my storage closet without cramping the space.The setup itself was pretty intuitive. It came with a printout of the instructions that I followed to clip the power cord and four-foot cleaning hose properly to the appliance. From there, I filled up the clean water tank with warm water and the trial size cleaning solution that was included with my package. The only thing left was to attach the bristle brush to the hose and get to cleaning.The SpecsPhoto: Nashia BakerPhoto: Nashia BakerThis Bissell Little Green Mini resembles its full-size counterpart with the same signature stain remover tool. As mentioned, it comes with a bristle brush thats been a lifesaver with removing spillseven thick messes like mustard (more on that below!)from my carpet. The deep cleaner removes drippage after several passes (it took about 10-plus to get the aforementioned mustard off my rug, oops) using its suction power. Even though it has a spray component that is helpful for wetting and targeting dried-on spills with cleaning solution, I wouldnt classify it as a steam cleaner. The pressure I put on the handle allows the machine to pull and lift stains from the surface of fabrics.The VerdictIm officially a fan. The trending mini cleaning machine targets messes before stains set in, which is especially great for carpet cleaningand way more than the average vacuum can do. My only note is that it would be even better if it had a cordless design.Final verdict: I would recommend this upholstery cleaner to anyone like me who constantly battles with cleanup but doesnt want to compromise their space with a bulky gadget. The original has a larger tank capacity (a whopping 48 ounces in comparison to the minis 16-ounce tank) that might be a better fit for people who are tackling messes left and right throughout their home. And unlike the bigger version, this one is a lot less expensive if you dont want to commit to a steeper price tag. I havent been disappointed with my experience, but it comes with a two-year warranty, just in case.More AD-Approved Cleaning AppliancesFrom air purifiers to robot vacuums, browse below for even more cleaning essentials that have earned our editors stamps of approval to keep their homes spick-and-span:BISSELL Little Green Portable Spot and Stain CleanerDyson Gen5detect Absolute VacuumAmazonTerri WilliamsShark HydroVac MessMaster Cordless Wet-Dry VacuumAmazonNashia BakerCoway Airmega AP-1512HH(W) True HEPA PurifierRubbermaid Reveal Power ScrubberPhoto: Lauren ArzbaecheriRobot Roomba i3+ EVO (3554) Self-Emptying Robot Vacuum

Subscribe to Nintendo Life on YouTube801kNintendo Switch 2 is sporting all sorts of modern technology and one other addition is variable refresh rate support.This has been highlighted on Nintendo's official website alongside all the other upgrades for this new hardware. Nintendo has been nice enough to provide a description about what exactly this technology does:Bring games to life with a larger 1080p screenor connect to a TV and play in up to 4K resolution*. Support for HDR, VRR, and frame rates up to 120 fps let you enjoy vivid color, clarity, and smooth gameplay.Variable refresh rate (VRR) technology helps games move seamlessly by preventing frame skips and flickering.Support for VRR is also mentioned elsewhere, like in Hamster Corporation's press release for its Arcade Archives 2 version of Ridge Racer (thanks, GoNintendo):"Furthermore, VRR support has been added, enabling more accurate reproduction of the original arcade games experience."Again, the Switch 2 is loaded with all sorts of new technology and features which we'll be unpacking here on Nintendo Life in the coming days, weeks, and months in the leadup to the big launch.If you want to find out more about Arcade Archives 2 Ridge Racer, check out the story on Time Extension.

"Available while supplies last".If you're considering the Nintendo Switch 2 + Mario Kart World bundle, you might need to make a decision sooner rather than later.While this new offering might seem like it's just a standard offering, it seems it will actually be a "limited time" deal. Yes, according to Nintendo deal will actually be a "limited time production" through to Fall 2025 (at least in the US) and available "while supplies last".Read the full article on nintendolife.com