Out of the various methods employed in document search systems, retrieve and rank has gained quite some popularity. Using this method, the results of a retrieval model are re-ordered according to a re-ranker. Additionally, in the wake of advancements in generative AI and the development of Large Language Models (LLMs), rankers are now capable of performing listwise reranking tasks after analyzing complex patterns in language. However, a crucial problem exists that appears trivial but limits the overall effectiveness of these cascading systems.The challenge of the bounded recall problem, where a document is irrevocably excluded from the final ranked list if it wasnt retrieved in the initial phase, causes the loss of high-potential information. To solve this problem, researchers came up with an adaptive retrieval process. Adaptive Retrieval (AR) differentiates itself from previous works by leveraging the rankers assessments to expand the retrieval set dynamically. A clustering hypothesis is applied in this process to group similar documents that may be relevant to a query. Adaptive Retrieval (AR) could be better understood as a pseudo-relevance feedback mechanism that enhances the likelihood of including pertinent documents that may have been omitted during the initial retrieval.Although AR serves as a robust solution in cascading systems, contemporary work in this vertical operates under the assumption that the relevance score depends only on the document and query, implying that one documents score is computed independently of others. On the other hand, LLM-based ranking methods use signals from the entire ranked list to determine relevance. This article discusses the latest research that merges the benefits of LLMs with AR.Researchers from the L3S Research Center, Germany, and the University of Glasgow have put forth SlideGar: Sliding Window-based Adaptive Retrieval to integrate AR with LLMs while accounting for the fundamental differences between their pointwise and listwise approaches. SlideGar modifies AR such that the resulting ranking function outputs a ranked order of documents rather than discrete relevance scores. The proposed algorithm merges results from the initial ranking with feedback documents provided by the most relevant documents identified up to that point.The SlideGar algorithm utilizes AR methods like graph-based adaptive retrieval (Gar) and query affinity modeling-based adaptive retrieval (Quam) to find document neighbors in a constant amount of time. For LLM ranking, the authors employ a sliding window to overcome the constraint of input context. SlideGar processes the initial pool of documents given by the retriever for a specific query and, for a predefined length and step size, ranks the top w documents from left to right using a listwise ranker. These documents are then removed from the pool. The authors used the reciprocal of the rank as a pseudo-score for the documents.The authors employed the MSMARCO corpus data for practical purposes and evaluated its performance on REC Deep Learning 2019 and 2020 query sets. They also used the latest versions of these datasets and de-duplicated them to remove redundancies. A variety of sparse and dense retrievers were utilized. For rankers, the authors employed different listwise rankers, including both zero-shot and fine-tuned models. The authors leveraged the open-source Python library, ReRankers, to apply these listwise re-rankers.After conducting an extensive set of experiments across diverse LLM re-rankers, first-stage retrievers, and feedback documents, the authors ascertained that SlideGar improved the nDGC@10 score by up to 13% and recall by 28%, with a constant number of LLM inferences over the SOTA listwise rankers. Furthermore, regarding computation, the authors discovered that the proposed method adds negligible latency (a mere 0.02%).Conclusion: In this research paper, the authors propose a new algorithm, SlideGar, that allows LLM re-rankers to address the challenge of bounded recall in retrieval. SlideGar merges the functionalities of AR and LLM re-rankers to complement each other. This work paves the way for researchers to further explore and adapt LLMs for ranking purposes.Check out the Paper. All credit for this research goes to the researchers of this project. Also,dont forget to follow us onTwitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our65k+ ML SubReddit. Adeeba Alam Ansari+ postsAdeeba Alam Ansari is currently pursuing her Dual Degree at the Indian Institute of Technology (IIT) Kharagpur, earning a B.Tech in Industrial Engineering and an M.Tech in Financial Engineering. With a keen interest in machine learning and artificial intelligence, she is an avid reader and an inquisitive individual. Adeeba firmly believes in the power of technology to empower society and promote welfare through innovative solutions driven by empathy and a deep understanding of real-world challenges. Meet 'Height':The only autonomous project management tool (Sponsored)

Diamond Select Toys has long catered to statue collectors who love Keanu Reeves' filmography, as they've released several products based on the John Wick and The Matrix franchises. Now DST is adding another Reeves franchise to its stable, with the company revealing the very first statue based on Reeves' comic book series (and future Netflix adaptation) BRZRKR.IGN can exclusively reveal the first images of the BRZRKR Gallery Diorama B. (Modern) PVC Statue. Check them out below:BRZRKR Gallery Diorama B. (Modern) PVC Statue - Image GalleryWhile the BRZRKR comics have explored the long, sad story of the immortal warrior known as B throughout his unnaturally long life, this particular statue is based on B's modern look. It depicts him charging into battle while wearing tactical gear and wielding a pair of knives.The Brzrkr Gallery Diorama B. (Modern) PVC Statue measures roughly 9 inches tall and is sculpted in PVC. The statue was designed by Caesar and sculpted by Jean St. Jean.This statue is priced at $59.99 and is slated for release in Fall 2025. Preorders will open on the Diamond Select Toys website and other retailers on Friday, January 23. Until then, why not check out the many collectibles available on the IGN Store?PlayIn other BRZRKR news, Reeves and screenwriter Mattson Tomlin gave fans an update on the movie and anime adaptations at Comic-Con 2024. Tomlin revealed he had recently turned in a draft of the film script, and also that he was assembling a team to work on the BRZRKR anime series in Fall 2024. Jesse is a mild-mannered staff writer for IGN. Allow him to lend a machete to your intellectual thicket byfollowing @jschedeen on BlueSky.

Since its beginning in the streaming world back in 2007, Netflix has been a pioneer and a primetime player that brought us quality, original shows (Squid Game, Stranger Things, The Witcher) and movies (The Irishman, All Quiet on the Western Front, Marriage Story) to remember. As streaming has evolved and changed throughout the years, streaming services have also been changing in structure, content rights, and pricing. Despite the increase in competition (and prices), Netflix does not offer any sort of free trial. Even though the service does have a free trial page in the Netflix help center, it simply states that Netflix does not offer free trials and points to links on how to change your Netflix plan or cancel your Netflix membership.Can You Get Netflix for Free in Other Ways?Although Netflix doesn't have a free trial directly, you can still technically get free Netflix through other means. The only true "free" option available is T-Mobile's Netflix on Us benefit that offers a free Netflix when you sign up for certain Go5G plans of the service. Both Verizon and Comcast offer subscription bundles that can help reduce the overall cost of Netflix, but these plans don't give you the service for no additional cost.What Netflix Alternatives Have Free Trials?Luckily, if you are looking for a free streaming service trial, there are still multiple competitors that offer quality content and a chance to sample their streaming library for free. Check out these various alternatives below:1. Hulu (30-day free trial) - Starting at $9.99/month7 Days FreeHulu Free TrialSee it at HuluDozens of premium add-ons and Live TV optionsA treasure chest of classic to modern TV shows and series2. Amazon Prime (30-day free trial) - Starting at $14.99/month30 Days Free Amazon Prime Free TrialPrime Video is included with an Amazon Prime subscription.See it at AmazonAward-winning, original contentFree shipping on Amazon orders with membership3. CrunchyRoll (14-day free trial) - Starting at $7.99/month14 Days Free Crunchyroll Free TrialSee it at CrunchyrollThousands of hours of animated series (anime) instantly available to streamFirst streaming service to stream new seasons of anime after Japan4. Apple TV+ (7-Day Free Trial) - Starting at $9.99/month7 Days Free Apple TV+ Free TrialSee it at AppleHome to brand new, hit original films and original seriesExclusive access to select original films shortly after theater release5. Paramount+ (7-Day Free Trial) - Starting at $7.99/month7 Days Free Paramount+ Free TrialIncludes a 7-day free trial.See it at Paramount+Available add-ons for increased streaming libraryPremium content with new releases coming exclusively to Paramount+6. DirecTV Stream (5-Day Free Trial) - Starting at $79.99/month5 Days FreeDirecTV Stream Free TrialSee it at DirecTV StreamOne of the top providers for streaming sports and TV on top of their movie/series streaming libraryUnlimited Cloud DVR Storage, unlimited streaming devices, and unlimited access to local and premium channels. For a full list of descriptions and pricing, check out our article on the best Netflix alternatives with free trials.

Look, up in the sky! Its an ongoing! Its a one-shot! Its a young readers graphic novel! Its all of these things, starring Superman.To get ready for James Gunns much-anticipated film reboot of Superman, DC Comics is celebrating the Man of Steel with new offerings for a wide range of readers. A-list creators Mark Waid, Dan Slott, and Dan Jurgens offer new looks at Superman and his friends and foes, including villain Lex Luthor and members of the Justice League.Lets break down whats coming up as part of the publishers Summer of Superman initiative kicking off in April:Credit: DC Comics/Brad WalkerAction Comics #1085 (April 9)The ramp-up begins with Action Comics#1085 on April 9, written by G. Willow Wilson and illustrated by Gavin Guidry. The issue completes the Superman Superstars storyline that Wilson has been telling, in which Superman meets a scientist who claims to have solved the global warming crisis at a terrible cost.Credit: DC Comics/Jorge JimenezSummer of Superman Special April 16The Summer of Superman truly launches on Superman Day on April 18, marking the 87th anniversary of the first superheros debut in 1938s Action Comics #1. Written by Waid, Slott, and Joshua Williamson, with art by Jorge Jimnez, the oversized one-shot Summer of Superman Special #1, which is out on April 16 just in time for Supes big day, features that most venerable of comic book traditions: a wedding. The wedding of John Henry Irons aka Steel and Clark Kents old Smallville squeeze Lana Lang drives a story that sees old friends gather and new threats arise.Credit: DC Comics/Dan MoraSuperman #25 April 23One week later, on April 23, Superman #25 brings back the Man of Steels greatest enemy: Lex Luthor himself. The criminal mastermind/former president returns to wrestle away control of Supercorp, the do-gooder organization at the center of Williamsons run on Superman. The 48-page issue pairs Williamson with artists Dan Mora, Eddy Barrows, and Eber Ferreira, completing the series first major storyline and setting up the Man of Steels next challenge.Credit: DC Comics/Rafael AlbuquerqueSuperman Unlimited #1 May 21The adventure continues with the highly-anticipated new ongoing Superman Unlimited by Slott and artist Rafael Albuquerque beginning on May 21. Famous for his daring takes on Spider-Man and She-Hulk, Slott begins his Superman tenure with equally audacious ideas, including a world-wide infusion of green Kryptonite making the planet more dangerous for our hero and the Daily Planet getting a new employee transferred from the mythical Gorilla City.According to group editor Paul Kaminski, Slotts take harkens back to the widescreen action of the Jeph Loeb and Ed McGuinness Superman/Batman series of the early 2000s. Superman Unlimited will capture the big, fun, high-flying adventures that Superman is known for, while also providing big moments for DCs Superman-related comics with the introduction of a massive new Kryptonite deposit. Imagine a world where Superman is stopping a bank robbery, but every weapon is packed with Kryptonite ammunition and every petty criminal carries a Kryptonite shiv, says Kaminski. This is a world of unlimited danger on a level that Superman, and DCs Superman family of characters, has never faced before.Credit: DC Comics/Lee WeeksSuperman: The World #1 June 25While most books focus on Supermans beloved Metropolis, Superman: The World shows what the Man of Tomorrow means for people across the globe. Legends Dan Jurgens (The Death of Superman) and Lee Weeks (Daredevil) team up with a host of creators from everywhere from Brazil to Bosnia to India to take a cosmopolitan look at Man of Tomorrow. Superman: The World releases on June 24.Credit: DC Comics/Rob JustusSupermans Good Guy Gang July 1Of course, you cant celebrate Superman without also including the littlest superhero fans. July 1 sees the release of Supermans Good Guy Gang, the first in a kid-friendly series of graphic novels. Designed for young readers between the ages of 5-7, Supermans Good Guy Gang stars Clark Kent as an eight-year-old getting used to his new powers. Writer and artist Rob Justus pairs young Clark with other new heroes Hawkgirl and the Green Lantern Guy Gardner, the latter of whom somehow makes perfect sense.No matter what you want of the first superhero, this sounds like a very nice way to spend the lead up to the Man of Steels return to the big screen on July 11.Join our mailing listGet the best of Den of Geek delivered right to your inbox!

SummaryFragPunk, the 5v5 tactical hero shooter with powerful gameplay modifiers called shard cards launches for free on March 6, 2025.Xbox users can get exclusive cosmetics by unlocking the FragPunk Pioneer Bundle before the game launches.The Pioneer Bundle also includes a battle pass voucher, offering even more items.FragPunk, the rule-changing 5v5 tactical hero shooter, launches on Xbox Series X/S for free on March 6, bringing boundless fun through the use of Shard Cards, powerful gameplay modifiers that let you bend the rules of every gunfight. Before you discover your favorite lancer and activate over 100 Shard Cards, you can secure some exclusive drip, only available on Xbox Series X/S for a limited time!Xbox Series X/S users can get their hands on the exclusive FragPunk Pioneer Bundle starting now, and only available until the game launches on March 6. Electrify the battlefield with this colorful addition to your arsenal! The pack gets you two Xbox-exclusive X Warrior weapon skins for your submachine gun and pistol, completely decked out with high powered tubing, flashy colors and a deadly looking bayonet.Better still, youll also get an exclusive charm,X-Anger, and 2 exclusive stickers: X-Memory and X-Elixir. All three can be applied to customize all of your weapons, so you can pick a fight with some extra personality.The FragPunk Pioneer Bundle is available for purchase for $9.99 USD and its content will be made available upon your first login. To learn more about FragPunk, head over to our product page, and wishlist the game to get even more rewards at launch.FragPunk Pioneer BundleNetEaseGames_Global$9.99Pre-order*FragPunk will be free-to-play when it releases on 6th March 2025. No purchase is required to play the game included in this pre-order offer.Kick off your FragPunk fights by bending the rules in style! Purchase the FragPunk pre-order bundle to get platform-exclusive skins, stickers, and a charm as well as the first seasons premium battle pass at an exceptional value!This exclusive bundle will be permanently removed from the store after the pre-order period ends. If you fancy one of the included items, nows the time to secure them before they go away forever!This product includes the following content: Platform-exclusive weapon skins (only available in this bundle)*2 Platform-exclusive stickers (only available in this bundle)*2 Platform-exclusive charm (only available in this bundle)*1 Premium battle pass*1Claimable upon first login after launch by visiting your in-game mailbox.FragPunkBad Guitar StudioGet it nowBend the rules with Shard Cards!No two rounds of FragPunk are ever the same. Discover over 100 Shard Cards with an activatable selection that changes every round creating new and unique combinations that create infinite possibilities! Cards can amplify your jump height, reverse the roles of attackers and defenders, engulf your bullets in flame or turn them into chain lightning, and even may resurrect you and your team!Frantic 5v5 Hero Shooter!Each round lasts about 2.5 minutes, so get a move on! The short TTK means you have to aim well and react fast to win the fight. Pick between 12 heroes with diverse abilities, customize your weapon combination, choose your cards and get ready for a fight!Variety that fuels replayabilityPick your favorite hero from a selection of 12, each with their own unique abilities. Find your favorite guns among the 17 available, some which have special abilities, like shooting faster over time, bursts and more! Discover new hero, weapon and card combinations and develop your personal combat style!Immersive Maps & Vibrant Visuals!Prepare for rich map designs and mixed visual effects including collages, graffiti and a blend of realistic and stylized textures. Feast your eyes on bold colors, sharp shapes and dynamic lines to provide you with diverse visual experiences while the bullets fly.

Its not the dream of a full bundle, but some Google One subscribers will soon get a discount on YouTube Premium in the US. Meanwhile, YouTube is starting to test a handful of new features that subscribers can opt-in to.You have to be subscribed to a Google One Premium plan, which starts at $9.99 per month for 2 TB, in the US. The $1.99 Basic (100 GB) and $2.99 Standard (200 GB) plans are not eligible for this discount.This will result in a $2 discount per month discount on YouTube Premium Individual, which costs $13.99 per month. As such, this negates the 2023 price increase.Family and Music Premium plans do not currently support this discount. Existing YouTube Premium customers have to first cancel their standalone plan and then sign-up again via Google One. More details will be available here: one.google.com/explore-plan/youtube-premium. Meanwhile, the next wave of experimental YouTube features that Premium subscribers can test are now available. Notably, you can now test multiple at the same time instead of being limited to just one.Of note is the ability to crank up playback speed to 4x on mobile. Today, the range is 0.25 to 2.0x in .5x increments following the Playback speed redesign last year.Other experiments coming to youtube.com/new includes:High-quality audio: Premium members will experience new audio enhancements, enjoying high-quality 256kbps audio on music videos with more clarity and depth.Jump ahead on web: Previously available on mobile devices, you can now seamlessly skip ahead to the best parts of a video while browsing on web browsers.Picture-in-Picture for YouTube Shorts on iOS: Watch your favorite Shorts while browsing other apps or checking messages.Smart Downloads for YouTube Shorts on iOS: You will have recommended Shorts selected and automatically downloaded for offline viewing.Additionally, YouTube is bringing Ask Music in YouTube Music to Android subscribers in the UK and Ireland. This is rolling out starting today and will let you ask for upbeat workout tracks, relaxing jazz, new indie discoveries, and more.Finally, the YouTube app on iOS will also get the Ask chat button underneath the player to answer questions about the video youre watching, suggest related content, and more.Add 9to5Google to your Google News feed. FTC: We use income earning auto affiliate links. More.Youre reading 9to5Google experts who break news about Google and its surrounding ecosystem, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Google 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

We yesterday got a look at what is claimed to be the iPhone 17 Air camera bump, and the reaction hasnt been overly favorable.While we dont know for sure that the photo shows the real thing, our own sources indicate that the design depicted is probably accurate Its easier than ever to create fake images these days, using either AI or 3D printers, but we noted that this one does at least align with what our own sources tell us.Majin Bu has a mixed track record when it comes to sharing Apple hardware leaks particularly this early in a rumor cycle. However, I have also seen separate CAD drawings from previously accurate sources that corroborate this camera bar-style design for the iPhone 17 Air.Commentators werent impressed.It looks pretty dumb in these photos.It seems so top-heavy and unbalanced. As others noted it looks similar to the Pixel 9, however that visually looks better to me.Pixel 9, is that you?Oh man. That was a good laugh.I dont like the look of that. It looks odd.This looks awful.Its worth noting a couple of things, however. First, these leaks always seem to be poor-quality photos, and in this case we also have the distortion created by what appears to be vacuum-sealed plastic packaging. Those are pretty challenging conditions for anything to look good!While I agree it looks terrible in this photo, I dont think it will in reality.Second, human beings are resistant to change, and we see a consistent three-step pattern with any new Apple design: everyone hates it, everyone gets used to it, no-one could imagine it being any other way.One thing many of us will welcome is that the phone wont wobble when placed on a desk or table! Im not a fan of camera bumps in general though do accept that we couldnt have the entire phone as thick as the camera module, so they are unavoidable but hate the way iPhones wobble when you try to use them on a flat surface. Even if its just swiping away a notification, it bugs me.This design would at least solve that issue, and it would also slightly tilt the display toward the user, which is a bonus when not accompanied by wobbling.Reminiscent of the Nexus 6PAs several people commented, the design is reminiscent of the Google/Huawei Nexus 6P from way back in 2015. All Ive done is removed a couple of extraneous elements to give an idea of what this kind of bump could look like in reality, I honestly dont see anything wrong with it.So although I dont expect to be in the market for the iPhone 17 Air personally Ill be sticking with the Pro Max for screen size and camera features I wouldnt mind owning a phone with this design.Photo: Krlis Dambrns (edited by 9to5Mac)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

"Well always have humans involved in the decision to employ force."Kill Chain EngageThe Pentagon is bullish on recent AI advances, saying they're helping kill people faster than ever before.In an interview withTechCrunch, the Pentagon's chief digital and AI officer, Radha Plumb, admitted in a mask-off moment that the technology is helping to expedite the way the military kills."We obviously are increasing the ways in which we can speed up the execution of kill chain," Plumb told the website in an interview, "so that our commanders can respond in the right time to protect our forces."According to a Mitchell Institute white paper from 2023, "kill chain" is militaryspeak for "the process militaries use to attack targets in the battlespace.""The kill chain can be broken down into specific steps find, fix, track, target, engage, and assess that enable planners to build and task forces for combat operations," the paper explains.Military PrecisionIn short, the Pentagon's top AI officer bragged off-handedly about using AI to expedite the process of ending lives. Though she didn't get into the specifics, Plumb did admit that AI is primarily used in the planning and strategizing phases of military kill chains."Playing through different scenarios is something that generative AI can be helpful with," Plumb, who previously worked at Facebook and Google, told TechCrunch. "It allows you to take advantage of the full range of tools our commanders have available, but also think creatively about different response options and potential trade-offs in an environment where theres a potential threat, or series of threats, that need to be prosecuted."That's a wild admission: the Pentagon is not only using AI to dream up scenarios that would require lethal force, but also boasting about it on the record. There are few more dystopian usages of the technology, and here one of the military's ranking officials is laying it out for the average reader.Plumb said the Pentagon doesn't buy or operate fully autonomous weaponry, meaning that for now there are still humans involved in any lethal decision-making."As a matter of both reliability and ethics, well always have humans involved in the decision to employ force," she insisted, "and that includes for our weapon systems."We're not sure about you, but that's not very reassuring and with AI lover Donald Trump back in the Oval Office, even that modicum of oversight could soon be under attack.More on military AI: OpenAI Strikes Deal With Military Contractor to Provide AI for Attack DronesShare This Article

A win for open source.Start Your EnginesUnless you've been living under a rock, you're probably aware that AI is developing at a breakneck pace.Early yesterday morning, a gleeful post on X-formerly-Twitter by Chinese AI firm DeepSeek announced a new model called R1 a "reasoning" AI model which the outfit says is performing "on par" with OpenAI's o1, a splashy model released last month.And unlike 01, DeepSeek R1 is open source, meaning hobbyists and researchers can tinker with it at home and even release their own versions.The reasoning model is said to narrowly edge out OpenAI's system in "math, code, and reasoning tasks." If the claim holds up a big "if," since the results haven't yet been independently verified it's an exciting milestone for a much smaller lab in the AI research space, which iscurrently dominated by deep-pocketed ventures like OpenAIDeepSeek taking a dig at the closed-source OpenAI by celebrating its work as pushing the "boundaries of **open AI**!"Open AIUnder the open source model, anyone has the legal rights to use, alter, and distribute DeepSeek's software (household-name open source projects include Mozilla Firefox, VLC Media Player, and Linux.)In theory, it's the most egalitarian approach to software development. However, not everyone's convinced that open source AI is the way forward; in an interview on the podcast "Tech Won't Save Us," professor of economics at University College London Cecelia Rikap argued that open source AI's development is often still connected to a for-profit business model."In principal, open source is very positive... the more we share knowledge, the more knowledge we are producing," she said. "What Amazon, Google and Meta have been doing is putting pieces of the puzzle in open source, [which] helps them to gain popularity... It is also a way to get people working for free in improving pieces of the puzzle, which only make sense together with the other pieces, and some of those pieces are kept secret, registered as copyright... basically in the end, those who profit from collaborative development are the same Big Tech."DeepSeek is no exception. The AI firm is a subsidiary of a Hangzhou-based hedge fund called High-Flyer, which trades through the Securities and Futures Commission out of Hong Kong. So on a certain level, yes it's a win for the little guys.But on another, it's a victory for Chinese financiers, not unlike Meta which has also used open source development practices to fuel its rapid market climb.So while this is still an impressive feat for the Chinese tech industry specifically and open source AI-development more broadly, only time will tell if the cheap new model will lead to equally egalitarian use cases for the advancement of all, or if it will be yet another investor's footnote in the tech sector's.And in the AI horserace, OpenAI's o3 is said to be prepping for launch.More on Chinese AI:The Chinese Military Is Weaponizing Facebook's Open Source AIShare This Article

This is really and truly the end forCobra Kai, which debuts its final batch of five episodes on Netflix in February. (Okay, maybe its not truly the end; at the very least Daniel will appear in the newKarate Kid movie coming to theaters in just a few months. Nonetheless, this is the series finale for the tV version.)Thats just one of the dozens of films and shows coming to Netflix in the weeks ahead. Youll also getKinda Pregnant, a new romantic comedy starring Amy Schumer, a new animated movie set in the world ofThe Witcher, and a new series calledRunning Pointstarring Kate Hudson as the new president of a famous pro basketball team. Orif you want to watch movies on Netflix (a wild concept, I know) theresParasite,The Nice Guys,Train to Busan, andDespicable Me 4.Movies, now more than ever, etc.Heres everything coming to Netflix in February 2025...Avail. 2/1/25 SAKAMOTO DAYS -- NETFLIX ANIME (new episode)Once the greatest hitman of all, Taro Sakamoto retired in the name of love. But when his past catches up, he must fight to protect his beloved family.Cult of Chucky From Prada to Nada Happy Feet Happy Feet Two Home Improvement: Seasons 1-8 It (2017) Magic Mike XXL Miss Congeniality The Nice Guys Parasite Queen & Slim Richie Rich Space Jam (1996) Spanglish Two Weeks Notice The Wedding PlannerThe FounderThe Weinstein Companyloading...READ MORE: Netflix Is Raising Prices Again Across Multiple Subscription TiersAvail. 2/2/25The FounderAvail. 2/3/25Bogot: City of the Lost-- NETFLIX FILMAfter moving to Bogot for a chance at a better life, a young Korean man rises through the Colombian black market risking peril for a shot at success.Avail. 2/4/25The Graham Norton Show: Best Bits: The Week of January 24, 2025Avail. 2/5/25Alone Australia: Season 1Celebrity Bear Hunt-- NETFLIX SERIESHolly Willoughby hosts this competition show set in the Costa Rican jungle, where 12 celebrities become prey for that fearsome hunter Bear Grylls.Envious: Season 2 -- NETFLIX SERIESVicky finds herself torn between two possible paths: marrying and building a family project with Dani, or allowing herself to explore a relationship with Matas. At times, that country club life she once dreamed of no longer seems so appealing, but the desire sparked by the possibility of a new love terrifies her.Grimsburg: Season 1NetflixNetflixloading...Kinda Pregnant -- NETFLIX FILMJealous of her best friends pregnancy, Lainy wears a fake baby bump...and accidentally meets the man of her dreams.Prison Cell 211 -- NETFLIX SERIESCaught in a prison riot, a human rights lawyer poses as an inmate to survive. As he blends in, chaos and personal loss unveil the darkness within him.Sintonia: Season 5 -- NETFLIX SERIESAs Doni, Nando and Rita face new moral dilemmas as adults, will their convictions alter their paths, or is friendship stronger than what divides them?As Doni, Nando and Rita face new moral dilemmas as adults, will their convictions alter their paths, or is friendship stronger than what divides them?Avail. 2/6/25Apple Cider Vinegar-- NETFLIX SERIESTwo young women advocate for wellness remedies to cure deadly illnesses, unraveling their lives as they unknowingly and knowingly mislead the world.The re Murders -- NETFLIX SERIESA Stockholm detective under internal investigation heads to a ski resort to unwind, until a young girl's disappearance compels her back to work.NetflixNetflixloading...Cassandra -- NETFLIX SERIESA family moves into a vintage smart home and discovers that it's under the control of a virtual assistant who will stop at nothing to keep them there.Golden Kamuy -The Hunt of Prisoners in Hokkaido- -- NETFLIX SERIESWith two map pieces secured, Sugimoto and Asirpa continue their hunt for the remaining 22 tattooed convicts whose bodies hold the key to hidden treasure.Supreme Models: Limited SeriesSweet Magnolias: Season 4 -- NETFLIX SERIESIt's a very Serenity holiday season as the Magnolias weather a tragedy, a town crisis and a fierce storm in the weeks from Halloween to Christmas.Avail. 2/7/25A Different World: Seasons 1-6The Conners: Season 6The Greatest Rivalry: India vs Pakistan -- NETFLIX SPORTS SERIESTracing the cricketing rivalry between India and Pakistan, this documentary series explores their intricate past and uncertain present on the pitch.Pokmon Horizons: Season 2The Search for Laqua Part 1 -- NETFLIX SERIESAfter traveling with the Rising Volt Tacklers, Liko, Roy and Dot decide to improve their knowledge as Trainers and learn more about their Pokmon pals.Wrong Side of the Tracks: Season 4 -- NETFLIX SERIESIn the final season of this acclaimed series, Tirso is drawn into a serial killings case and seeks revenge for the tragedy that devastated his family.Avail. 2/8/25SAKAMOTO DAYS -- NETFLIX ANIME (new episode)Once the greatest hitman of all, Taro Sakamoto retired in the name of love. But when his past catches up, he must fight to protect his beloved family.SpencerAvail. 2/10/25AftermathAmerican Pickers: Season 16Rambo (2008)Rambo: Last BloodNetflixNetflixloading...Surviving Black Hawk Down-- NETFLIX DOCUMENTARYIn shocking detail, US soldiers and Somali fighters recall the 1993 Battle of Mogadishu and the now-famous downing of three Black Hawk helicopters.Avail. 2/11/25Felipe Esparza: Raging Fool -- NETFLIX COMEDY SPECIALIn a furiously funny special, Felipe Esparza riffs on his tough-love Mexican mom, keeping a marriage spicy and why dairy is more dangerous than drugs.The Graham Norton Show: Best Bits: The Week of January 31, 2025PeninsulaTrain to BusanThe Witcher: Sirens of the Deep -- NETFLIX FILMMonster hunter Geralt of Rivia gets drawn into an epic conflict between land and sea in this animated film from "The Witcher" universe.Avail. 2/12/25Death Before the Wedding-- NETFLIX FILMWhen Maja brings her fianc home, her traditional parents must overcome their cultural biases amidst a crisis at their dairy farm. Can love find a way?Honeymoon Crasher -- NETFLIX FILMWhen his fiance dumps him at the altar for her ex, a young man is left with no alternative but to go on his romantic honeymoon with his mother.NetflixNetflixloading...Avail. 2/13/25Cobra Kai: Season 6: Part 3 -- NETFLIX SERIESGranted one final chance to finish the Sekai Taikai, Daniel, Johnny and the team lay it all on the line in the ultimate championship showdown.Dog Days Out -- NETFLIX FAMILYWhen their humans are away, cute and curious pup Holm and his dog pals love to play with their best friends their favorite toys!The Exchange: Season 2 -- NETFLIX SERIESAfter their big break into Kuwait's male-dominated stock market, will Farida and Munira keep rising to success or lose everything theyve worked for?La Dolce Villa -- NETFLIX FILMSuccessful businessman Eric travels to Italy to stop his daydreaming daughter Olivia from restoring a crumbling villa. Italy, however, has different plans for him as it delivers on its legendary promise of beauty, magic, and romance.Resident Alien: Season 3Trial by FireAvail. 2/14/25I Am Married...But! -- NETFLIX SERIESAfter a meet-cute ends in a whirlwind romance, a couple must learn to navigate the messy reality of married life that's nothing like a fairy tale ending.Love Is Blind: Season 8 -- NETFLIX SERIESA new group of singles face the ultimate dating experiment. Will they find their soulmates and get married, or will looks get in the way of love?Melo Movie -- NETFLIX SERIESA movie buff falls for an aspiring director, igniting a romance that fizzles out too soon. When their paths cross again, can love find its way back?Valeria: Season 4 -- NETFLIX SERIESAs the four friends enter a more grown up era of love, careers and life, Valeria must finally work out her feelings especially those involving Vctor.Dhoom Dhaam -- NETFLIX FILMOn their wedding night, a timid mommas boy and a daring wild child find themselves on the run from ruthless goons, finding love and chaos in a night of crazy adventures all while searching for the elusive Charlie!Love Forever -- NETFLIX FILMA Stockholm couple plans to get married on the gorgeous island of Gotland, where family-imposed traditions turn their most important day into a disaster.NetflixNetflixloading...The Most Beautiful Girl in the World -- NETFLIX FILMA playboy stages a dating show to earn his inheritance by granting his father's last wish: for his son to marry the most beautiful girl in the world.Umjolo: There is No Cure -- NETFLIX FILMAfter losing her title for publicly exposing a scandal, a former pageant queen works on a tell-all book all while her love life remains unwritten.Avail. 2/15/25SAKAMOTO DAYS -- NETFLIX ANIME (new episode)Once the greatest hitman of all, Taro Sakamoto retired in the name of love. But when his past catches up, he must fight to protect his beloved family.Avail. 2/16/25Don't Let GoGoldTed 2Avail. 2/17/25Gabbys Dollhouse: Season 11 -- NETFLIX FAMILYGabby, Pandy and the kitty crew are back for more feline fun, cool crafts and imaginative adventures and there's a new room in the dollhouse, too!Avail. 2/18/25Court of Gold -- NETFLIX SPORTS SERIESFor the first time ever, top medal contenders in mens basketball granted behind-the-scenes access at the Olympic Games Paris 2024. Court of Gold gives an unfiltered, insider look at Team USA, France, Serbia and Canada as they gear up and battle for gold in Paris. International basketball has caught up to the U.S. and the competition and stakes are higher than ever.The Graham Norton Show: Best Bits: The Week of February 7, 2025NetflixNetflixloading...Offline Love -- NETFLIX SERIESYoung singles spend ten days in a foreign country, relying on fate alone to fall in love. Without any digital devices, will they be able to find the one?Rosebud Baker: The Mother Lode -- NETFLIX COMEDY SPECIALRosebud Baker delivers a raw and hilarious look at motherhood in all its chaotic beauty filmed both before and after giving birth.Avail. 2/19/25My Family -- NETFLIX SERIESA terminally ill father prepares his chaotic family to care for his two young kids and face life without him but they must put old quarrels to rest.To Catch a KillerAvail. 2/20/25Operation FinaleZero Day -- NETFLIX SERIESAfter a cyberattack sabotages transportation and power infrastructure across the U.S., former President George Mullen is asked to find the culprit.Avail. 2/22/25SAKAMOTO DAYS -- NETFLIX ANIME (new episode)Once the greatest hitman of all, Taro Sakamoto retired in the name of love. But when his past catches up, he must fight to protect his beloved family.Avail. 2/23/25The 31st Annual Screen Actors Guild Awards -- NETFLIX LIVE EVENTKristen Bell hosts as the biggest names in film and TV light up the stage for the 31st annual Screen Actors Guild Awards. (Live event in English.)NetflixNetflixloading...Avail. 2/25/25Full Swing: Season 3 -- NETFLIX SPORTS SERIESThis immersive documentary series follows the world's greatest golfers on and off the course during a season of relentless competition.The Graham Norton Show: Best Bits: The Week of February 14, 2025Really LoveWatcherAvail. 2/26/25Brooklyn Nine-Nine: Seasons 5-6Miss Italia Mustnt Die -- NETFLIX DOCUMENTARYBehind the glitz of Miss Italia, director Patrizia Mirigliani fights to save the iconic pageant, now wavering amid scandals and changing beauty standards.Avail. 2/27/25Demon City -- NETFLIX FILMFramed for his family's murder and left for dead, an ex-hitman will stop at nothing to exact revenge on the masked "demons" who have taken over his city.NetflixNetflixloading...Running Point -- NETFLIX SERIESWhen a scandal forces her brother to resign, Isla Gordon is appointed president of the Los Angeles Waves, one of the most storied professional basketball franchises, and her family business. Ambitious and often overlooked, Isla will have to prove to her skeptical brothers, the board, and the larger sports community that she was the right choice for the job, especially in the unpredictable, male-dominated world of sports.Toxic Town -- NETFLIX SERIESBrave mothers fight for justice in a drama based on the true story of the Corby poisonings, featuring Jodie Whittaker, Aimee Lou Wood and Claudia Jessie.The Wrong Track -- NETFLIX FILMWhen chaotic single mother Emilie hits a new low, she looks to her brother for help. He has a brilliant plan: to enter a cross-country ski marathon.Avail. 2/28/25Aitana: Metamorphosis -- NETFLIX DOCUMENTARYIn this documentary series, Aitana reveals intimate moments and untold thoughts about her journey from regular teen to international pop sensation.Despicable Me 4Sonic the Hedgehog 2Squad 36 -- NETFLIX FILMA police agent launches his own investigation when a series of killings claims the lives of officers from an elite unit he was forced to leave.Get our free mobile appThe Best Netflix Movies of 2024These are the Netflix movies worth putting on your end-of-the-year watchlist.Gallery Credit: Emma Stefansky