When you purchase through links on our site, we may earn an affiliate commission. Here’s how it works. Microsoft 365 Word gets SharePoint eSignature, now you can ditch third-party signing tools Paul Hill Neowin @ziks_99 · Jun 6, 2025 03:02 EDT Microsoft has just announced that it will be rolling out an extremely convenient feature for Microsoft 365 customers who use Word throughout this year. The Redmond giant said that you’ll now be able to use SharePoint’s native eSignature service directly in Microsoft Word. The new feature allows customers to request electronic signatures without converting the documents to a PDF or leaving the Word interface, significantly speeding up workflows. Microsoft’s integration of eSignatures also allows you to create eSignature templates which will speed up document approvals, eliminate physical signing steps, and help with compliance and security in the Microsoft 365 environment. This change has the potential to significantly improve the quality-of-life for those in work finding themselves adding lots of signatures to documents as they will no longer have to export PDFs from Word and apply the signature outside of Word. It’s also key to point out that this feature is integrated natively and is not an extension. The move is quite clever from Microsoft, if businesses were using third-party tools to sign their documents, they would no longer need to use these as it’s easier to do it in Word. Not only does it reduce reliance on other tools, it also makes Microsoft’s products more competitive against other office suites such as Google Workspace. Streamlined, secure, and compliant The new eSignature feature is tightly integrated into Word. It lets you insert signature fields seamlessly into documents and request other people’s signatures, all while remaining in Word. The eSignature feature can be accessed in Word by going to the Insert ribbon. When you send a signature request to someone from Word, the recipient will get an automatically generated PDF copy of the Word document to sign. The signed PDF will then be kept in the same SharePoint location as the original Word file. To ensure end-to-end security and compliance, the document never leaves the Microsoft 365 trust boundary. For anyone with a repetitive signing process, this integration allows you to turn Word documents into eSignature templates so they can be reused. Another feature that Microsoft has built in is audit trail and notifications. Both the senders and signers will get email notifications throughout the entire signing process. Additionally, you can view the activity history (audit trail) in the signed PDF to check who signed it and when. Finally, Microsoft said that administrators will be able to control how the feature is used in Word throughout the organization. They can decide to enable it for specific users via an Office group policy or limit it to particular SharePoint sites. The company said that SharePoint eSignature also lets admins log activities in the Purview Audit log. A key security measure included by Microsoft, which was mentioned above, was the Microsoft 365 trust boundary. By keeping documents in this boundary, Microsoft ensures that all organizations can use this feature without worry. The inclusion of automatic PDF creation is all a huge benefit to users as it will cut out the step of manual PDF creation. While creating a PDF isn’t complicated, it can be time consuming. The eSignature feature looks like a win-win-win for organizations that rely on digital signatures. Not only does it speed things along and remain secure, but it’s also packed with features like tracking, making it really useful and comprehensive. When and how your organization gets it SharePoint eSignature has started rolling out to Word on the M365 Beta and Current Channels in the United States, Canada, the United Kingdom, Europe, and Australia-Pacific. This phase of the rollout is expected to be completed by early July. People in the rest of the world will also be gaining this time-saving feature but it will not reach everyone right away, though Microsoft promises to reach everybody by the end of the year. To use the feature, it will need to be enabled by administrators. If you’re an admin who needs to enable this, just go to the M365 Admin Center and enable SharePoint eSignature, ensuring the Word checkbox is selected. Once the service is enabled, apply the “Allow the use of SharePoint eSignature for Microsoft Word” policy. The policy can be enabled via Intune, Group Policy manager, or the Cloud Policy service for Microsoft 365 Assuming the admins have given permission to use the feature, users will be able to access SharePoint eSignatures on Word Desktop using the Microsoft 365 Current Channel or Beta Channel. The main caveats include that the rollout is phased, so you might not get it right away, and it requires IT admins to enable the feature - in which case, it may never get enabled at all. Overall, this feature stands to benefit users who sign documents a lot as it can save huge amounts of time cumulatively. It’s also good for Microsoft who increase organizations’ dependence on Word. Tags Report a problem with article Follow @NeowinFeed

Elon Musk is contemplating decommissioning SpaceX's Dragon spacecraft, responding to President Donald Trump's apparent intent to terminate government subsidies and contracts with the billionaire's companies. It looks like the feud between the former allies has quickly turned vicious.SpaceX's CEO initially announced that the company would retire its Dragon spacecraft in an X post on Thursday, with Musk sharing a screenshot of a post published on Trump's Truth Social account earlier in the day."The easiest way to save money in our Budget, Billions and Billions of Dollars, is to terminate Elon’s Governmental Subsidies and Contracts," said Trump in the screenshotted post. "I was always surprised that Biden didn’t do it!" You May Also Like "In light of the President’s statement about cancellation of my government contracts, @SpaceX will begin decommissioning its Dragon spacecraft immediately," Musk wrote on X.SpaceX's Dragon spacecraft are a family of vehicles designed to carry passengers and cargo. The National Aeronautics and Space Administration (NASA) has previously relied upon them to transport astronauts to and from the International Space Station (ISS). Mere hours prior to Musk's announcement, SpaceX posted on X that it was preparing to launch a Dragon next Tuesday.For a few hours, it seemed reasonable to assume that this launch would now not go ahead. However, Musk then appeared to quickly walk back his decision. Responding to an X user advising him to "cool off and take a step back for a couple days," the billionaire subsequently stated that Dragon will not be decommissioned after all.It's unclear whether Musk's initial announcement was sincere, or whether his apparent about-face might be sarcastic. Musk has a history of making flippant comments online with no apparent regard to their consequences. What is clear is that Musk and Trump's relationship is well past the honeymoon phase, and now looks much more like an ugly divorce.If Trump does terminate government contracts with Musk's companies, it would deal a significant blow to the billionaire. According to a Washington Post investigation, NASA has invested over $15 billion in SpaceX alone. When put together with Musk's other companies such as EV automaker Tesla, his various businesses have received at least $38 billion in government contracts, loans, subsidies, and tax credits. Mashable Trend Report: Coming Soon! Decode what’s viral, what’s next, and what it all means. Sign up for Mashable’s weekly Trend Report newsletter. By clicking Sign Me Up, you confirm you are 16+ and agree to our Terms of Use and Privacy Policy. Thanks for signing up! Musk and Trump go through messy public breakup Credit: Roberto Schmidt / AFP via Getty Images Musk's relationship with Trump has significantly deteriorated in recent days. The billionaire announced that he was leaving his position as de facto head of the Department of Government Efficiency (DOGE) last Wednesday, just one day after he criticised Trump's tax bill as undermining its work. The split was presented as amicable at the time, with Trump presenting Musk with a golden key and words of praise. However, their love affair has quickly turned sour.Musk continued to lambast Trump's bill after his departure from DOGE, arguing that it will increase government debt by trillions of dollars. Strongly disagreeing with the president's characterisation of the proposed legislation as a "Big Beautiful Bill," Musk labelled it a "disgusting abomination" and has been calling for lawmakers to crush it.For his part, Trump has claimed that Musk is simply throwing a tantrum because the bill supposedly cut an alleged "EV mandate." The president stated on Thursday that he had asked the billionaire to leave his administration, and that Musk had been "wearing thin.""I took away his EV Mandate that forced everyone to buy Electric Cars that nobody else wanted (that he knew for months I was going to do!), and he just went CRAZY!" Trump claimed. Despite Trump's assertions, he did not abolish any EV mandate as there has never been any U.S. law which makes switching to an electric car mandatory. However, Trump has taken several anti-EV measures since his inauguration, including abolishing incentives encouraging EV adoption, pausing $3 billion in funding for a U.S. charging network, and introducing a $250 annual fee for EV users in his recent tax bill. Related Stories Trump's claim about Musk is an interesting contrast to his statements in March, when he praised the billionaire for not complaining about the supposed end of the non-existent EV mandate. The president made the comments while he and Musk co-hosted a Tesla ad on the White House lawn in an effort to boost the company's cratering stock prices.Tesla's struggling share value has now fallen again amidst Musk's feud with Trump, plummeting more than 14 percent on Thursday to wipe out over $150 billion in value."I don’t mind Elon turning against me, but he should have done so months ago," Trump wrote on Thursday.Meanwhile, Musk went all-in attacking Trump on Thursday, claiming that the president is linked to child sex offender Jeffrey Epstein and sharing posts calling for him to be impeached. Musk has also hit out at Trump's tariffs on international trade, predicting that they will "cause a recession in the second half of the year.""Without me, Trump would have lost the election," Musk alleged on X. "Such ingratitude."

Reddit is accusing Anthropic of building its Claude AI models on the back of Reddit’s users, without permission and without paying for it.Anyone who uses Reddit, even a web-crawling bot, agrees to the site’s user agreement. That agreement is clear: you cannot just take content from the site and use it for your own commercial products without a written deal. Reddit claims Anthropic’s bots have been doing exactly that for years, scraping massive amounts of conversations and posts to train and improve Claude.What makes this lawsuit particularly spicy is the way it goes after Anthropic’s reputation. Anthropic has worked hard to brand itself as the ethical, trustworthy AI company, the “white knight” of the industry. The lawsuit, however, calls these claims nothing more than “empty marketing gimmicks”.For instance, Reddit points to a statement from July 2024 where Anthropic claimed it had stopped its bots from crawling Reddit. The lawsuit says this was “false”, alleging that its logs caught Anthropic’s bots trying to access the site more than one hundred thousand times in the following months.But this isn’t just about corporate squabbles; it directly involves user privacy. When you delete a post or a comment on Reddit, you expect it to be gone. Reddit has official licensing deals with other big AI players like Google and OpenAI, and these deals include technical measures to ensure that when a user deletes content, the AI company does too.According to Reddit’s lawsuit, Anthropic has no such deal and has refused to enter one. This means if their AI was trained on a post you later deleted, that content could still be baked into Claude’s knowledge base, effectively ignoring your choice to remove it. The lawsuit even includes a screenshot where Claude itself admits it has no real way of knowing if the Reddit data it was trained on was later deleted by a user:So, what does Reddit want? It’s not just about money, although they are asking for damages for things like increased server costs and lost licensing fees. They are asking the court for an injunction to force Anthropic to stop using any Reddit data immediately.Furthermore, Reddit wants to prohibit Anthropic from selling or licensing any product that was built using that data. That means they’re asking a judge to effectively take Claude off the market.This case forces a tough question: Does being “publicly available” on the internet mean content is free for any corporation to take and monetise? Reddit is arguing a firm “no,” and the outcome could change the rules for how AI is developed from here on out.(Photo by Brett Jordan)Want to learn more about AI and big data from industry leaders? Check out AI & Big Data Expo taking place in Amsterdam, California, and London. The comprehensive event is co-located with other leading events including Intelligent Automation Conference, BlockX, Digital Transformation Week, and Cyber Security & Cloud Expo.Explore other upcoming enterprise technology events and webinars powered by TechForge here.

Photo Credit: ispace A delay in rangefinder data prevented timely deceleration, causing a hard landing on the lunar surface Highlights Resilience lander lost signal one minute before scheduled moon touchdown Delayed laser rangefinder data caused failure in the landing speed adjust ispace lunar lander crashes on final descent, marking its second mission Advertisement A Japanese spacecraft attempting to achieve the country's first private moon landing instead crashed on the lunar surface, according to mission officials. The Resilience lander, developed by Tokyo-based ispace, lost communication one minute and 45 seconds before its scheduled soft touchdown on June 5 at 3:17 p.m. EDT. The descent was targeted for the Mare Frigoris region on the Moon's near side. ispace had its second problem on the moon when its laser rangefinder broke, which is a big improvement over its prior failure in April 2023.Japan's Resilience Lunar Lander Crashes in Hard Landing, ispace Vows to Learn and RebuildAs per an official statement from ispace, telemetry from Resilience revealed that the rangefinder's delayed data caused a failure in adjusting landing speed. This likely led to a “hard landing”, suggesting the spacecraft hit the moon's surface too fast to survive or complete its mission. The lander, carrying five payloads, such as a Tenacious rover and scientific instruments, crashed with no survivors. The firm's CEO, Takeshi Hakamada, apologised and remarked that the company would use the mission to learn about future missions.The Hakuto-R Mission 2 team launched a 7.5-foot-tall, 2,200-pound Resilience lander into space aboard a SpaceX Falcon 9 rocket in early May. But with a perfect orbit, the lander smashed into the lunar surface at 192 metres – an echo of Mission 1's mission failure in 2023, which crashed because a fault in one of its altitude sensors was not corrected.The Resilience crash adds to private attempts to explore the moon, including the unsuccessful Beresheet and Peregrine missions. Crewed landings such as Odysseus and Blue Ghost prove that dreams of commercial space are possible. The second Hakuto-R mission was a private attempt and a blow to Japan's space ambitions. Failure has not stopped ispace development for Mission 3 and Mission 4 with its larger Apex 1.0 lander.Hakamada mentioned that the priority for the team was now to find out what caused the crash. “Supporters are disappointed,” CFO Nozaki says, “but ispace has yet to cover the moon, and the road does not end, even if Mission 2 didn't go as planned.” For the latest tech news and reviews, follow Gadgets 360 on X, Facebook, WhatsApp, Threads and Google News. For the latest videos on gadgets and tech, subscribe to our YouTube channel. If you want to know everything about top influencers, follow our in-house Who'sThat360 on Instagram and YouTube. Further reading: ispace, Hakuto-R, moon landing, Resilience, lunar exploration Gadgets 360 Staff The resident bot. If you email me, a human will respond. More Related Stories

The murder of John Forde was the culmination to years of political, social, and criminal intrigue.   Get the Popular Science daily newsletter💡 Breakthroughs, discoveries, and DIY tips sent every weekday. Researchers have uncovered handwritten letters, court documents, and a coroner’s report related to the nearly 700-year-old cold case murder of a medieval priest. Published on June 5 in the journal Criminal Law Forum, the investigation draws on direct archival evidence from Cambridge University that is helping fill in the gaps to a high-profile true crime scandal that would make headlines even today. But despite a mountain of firsthand accounts, the murder’s masterminds never saw justice. The ‘planned and cold-blooded’ crime On Friday, May 3, 1337, Anglican priest John Forde began a walk along downtown London’s Cheapside street after vespers (evening prayers) shortly before sunset. At one point, a clergyman familiar to Forde by the name of Hasculph Neville approached him to begin a “pleasant conversation.” As the pair neared St. Paul’s Cathedral, four men ambushed the priest. One of the attackers then proceeded to slit Forde’s throat using a 12-inch dagger as two other assailants stabbed him in the stomach in front of onlookers. The vicious crime wasn’t a brazen robbery or politically motivated attack. It was likely a premeditated murder orchestrated by Ela Fitzpayne, a noblewoman, London crime syndicate leader—and potentially Forde’s lover. “We are looking at a murder commissioned by a leading figure of the English aristocracy. It is planned and cold-blooded, with a family member and close associates carrying it out, all of which suggests a revenge motive,” Cambridge University criminology professor Manuel Eisner explained in a statement. The location of the murder of John Forde on May 3, 1337. Credit: Medieval Murder Maps / University of Cambridge’s Institute of Criminology / Historic Towns Trust. A longstanding feud To understand how such a brutal killing could take place in daylight on a busy London street, it’s necessary to backtrack at least five years. In January 1332, the Archbishop of Canterbury sent a letter to the Bishop of Winchester that included a number of reputation-ruining claims surrounding Fitzpayne. In particular, Archbishop Simon Mepham described sexual relationships involving “knights and others, single and married, and even with clerics in holy orders.” The wide-ranging punishments for such sinful behavior could include a prohibition on wearing gold and other precious jewelry, as well as large tithes to monastic orders and the poor. But the most humiliating atonement often came in the form of a public walk of shame. The act of contrition involved walking barefoot across Salisbury Cathedral—England’s longest nave—in order to deliver a handcarried, four-pound wax candle to the church altar. What’s more, Archbishop Mepham commanded that Fitzpayne must repeat this penance every autumn for seven years. Fitzpayne was having none of it. According to Mepham’s message, the noblewoman chose to continue listening to a “spirit of pride” (and the devil), and refused to abide by the judgment. A second letter sent by the Archbishop that April also alleged that she had since absconded from her husband, Sir Robert Fitzpayne, and was hiding in London’s Rotherhithe district along the Thames River. Due to this, Archbishop Mepham reported that Ela Fitzpayne had been excommunicated from the church. Image of the Archbishop of Canterbury’s letters to the Bishop of Winchester on the subject of Ela Fitzpayne, from the register of John de Stratford. Credit: Hampshire Archives and Hampshire County Council. Raids and rats But who tipped the clergy off to her indiscretions? According to Eisner’s review of original documents as part of the Cambridge University Institute of Criminology’s Medieval Murder Maps project, it was almost certainly her ex-lover, the soon-to-be-murdered John Forde. He was the only alleged lover named in Archbishop Mepham’s letters, and served as a church rector in a village located on the Fitzpayne family’s estate at the time of the suspected affair.  “The archbishop imposed heavy, shameful public penance on Ela, which she seems not to have complied with, but may have sparked a thirst for vengeance,” Eisner said. “Not least as John Forde appears to have escaped punishment by the church.” But Forde’s relationship with the Fitzpaynes seems to have extended even more illicit activities. In another record reviewed by Eisner, both Ela Fitzpayne and John Forde had been indicted by a Royal Commission in 1322. The crime–assisting in the raid of a Benedictine priory alongside Sir Fitzpayne. They and others reportedly assaulted the priory a year earlier, making off with around 18 oxen, 30 pigs, and 200 sheep. The monastery coincidentally served as a French abbey’s outpost amid increasing tensions between France and England in the years leading up to the Hundred Years’ War. Archbishop Mepham was almost certainly displeased after hearing about the indictment of one of his own clergy. A strict administrator himself, Mepham “was keen to enforce moral discipline among the gentry and nobility,” added Eisner. He theorizes that Forde copped to the affair after getting leaned on by superiors, which subsequently led to the campaign to shame Ela Fitzpayne as a means to reassert the Church’s authority over English nobility. Forde, unfortunately, was caught between the two sides. “John Forde may have had split loyalties,” argued Eisner. “One to the Fitzpayne family, who were likely patrons of his church and granted him the position. And the other to the bishops who had authority over him as a clergy member.” Archbishop Mepham ultimately wouldn’t live to see the scandal’s full consequences. Fitzpayne never accepted her walk of shame, and the church elder died a year after sending the incriminating letters. Eisner believes the Fitzpaynes greenlit their hit job on Forde only after the dust had seemingly settled. It doesn’t help their case three bystanders said the man who slit the rector’s throat was none other than Ela Fitzpayne’s own brother, Hugh Lovell. They also named two family servants as Forde’s other assailants. Archbishop Mepham died four years before Forde’s murder. Credit: ampshire Archives and Hampshire County Council Turning a blind eye Anyone waiting for justice in this medieval saga will likely be disappointed. “Despite naming the killers and clear knowledge of the instigator, when it comes to pursuing the perpetrators, the jury turn[ed] a blind eye,” Eisner said. Eisner explained the circumstances surrounding an initial lack of convictions were simply “implausible.” No one supposedly could locate the accused to bring to trial, despite the men belonging to one of England’s highest nobility houses. Meanwhile, the court claimed Hugh Lovell had no belongings available to confiscate. “This was typical of the class-based justice of the day,” said Eisner. In the end, the only charge that ever stuck in the murder case was an indictment against one of the family’s former servants. Five years after the first trial in 1342, Hugh Colne was convicted of being one of the men to stab Forde in the stomach and sentenced to the notorious Newgate Prison. As dark and sordid as the multiyear medieval drama was, it apparently didn’t change much between Ela Fitzpayne and her husband, Sir Robert. She and the baron remained married until his death in 1354—when she subsequently inherited all his property. “Where rule of law is weak, we see killings committed by the highest ranks in society, who will take power into their own hands, whether it’s today or seven centuries ago,” said Eisner. That said, the criminology professor couldn’t help but concede that Ela Fitzpayne was an “extraordinary” individual, regardless of the era. “A woman in 14th century England who raided priories, openly defied the Archbishop of Canterbury, and planned the assassination of a priest,” he said. “Ela Fitzpayne appears to have been many things.”

Image of the Archbishop of Canterbury's letters to the Bishop of Winchester on the subject of Ela Fitzpayne, from the register of John de Stratford. Reproduced with permission of Hampshire Archives and Hampshire County Council. (Image Credit: Register of John de Stratford. Reproduced with permission of Hampshire Archives and Hampshire County Council.)NewsletterSign up for our email newsletter for the latest science newsEspionage, sex, public humiliation, murder — these may sound like tropes straight out of Game of Thrones, but they’re actually all elements of a nearly 700-year-old cold case in England. After analyzing Medieval letters and records, a research team from the Cambridge University Institute of Criminology’s Medieval Murder Maps project may have found the killer of a priest. However, this priest may not have been so innocent. A new paper published in Criminal Law Forum takes a deeper look at this 14th-century cold case.Tracing a Medieval MurderThe Medieval Murder Maps project uses interactive maps of three English cities, London, Oxford, and York, during the Medieval period. Throughout the cities are the locations of various deaths and murders. Each location has a story associated with it, directly from written records and coroners' reports at the time. Some of these stories are full of intriguing twists and turns.The Cambridge research team analyzed over 100 murders from texts, translated from Latin, from that period, and used a coding method to separate the deaths into different categories, including time (day, week, month), motivation, weapon used, victim, and location. From this information, one of the deaths the team found most interesting was the murder of John Forde in 1337.A Medieval Lover to Murderer From the letters and texts the team analyzed, they pieced together the events that led up to Forde’s death. Forde was a priest living in London when he was murdered on a busy street. But what possible reason would someone have to want to murder a priest? The motive, according to the research team, was likely revenge. According to Manuel Eisner, one of the study’s authors, the murder may have been an act of revenge by noblewoman Ela Fitzpayne. According to the records, the Archbishop of Canterbury, Simon Mepham, had enacted penance on Fitzpayne after it was discovered that Forde had been her lover. A letter written by Archbishop Mepham accused Fitzpayne of adultery with Forde and possibly others. Her penance was to take a barefoot walk of shame across Salisbury Cathedral. Eisner also found a document that suggested Fitzpayne, her husband, and John Forde sent a gang to rob a church priory and took the livestock for ransom. It’s possible that during this time, Forde found himself in bed with Fitzpayne, before betraying her to the Archbishop Mepham. Commissioned Murder Possibly betrayed by her former lover and sentenced to walks of shame that were to take place once a year for seven years,  Fitzpayne would have none of it. On an early evening on a busy London street, near St. Paul’s Cathedral, three men attacked Forde. One slit his throat while the others stabbed him in the gut. Witnesses claim that the murderers were Fitzpayne’s brother and two of her former servants. “We are looking at a murder commissioned by a leading figure of the English aristocracy. It is planned and cold-blooded, with a family member and close associates carrying it out, all of which suggests a revenge motive,” said Eisner in a press release.Cold Case RevealedAccording to letters from Archbishop Mepham, Fitzpayne was led by the devil and a “spirit of pride.”“The archbishop imposed heavy, shameful public penance on Ela, which she seems not to have complied with, but may have sparked a thirst for vengeance,” said Eisner in a press release. “Not least as John Forde appears to have escaped punishment by the church.” When Archbishop Mepham died in 1333, Fitzpayne waited four years before enacting her revenge, and in 1337, Forde was killed. Article SourcesOur writers at Discovermagazine.com use peer-reviewed studies and high-quality sources for our articles, and our editors review for scientific accuracy and editorial standards. Review the sources used below for this article:A graduate of UW-Whitewater, Monica Cull wrote for several organizations, including one that focused on bees and the natural world, before coming to Discover Magazine. Her current work also appears on her travel blog and Common State Magazine. Her love of science came from watching PBS shows as a kid with her mom and spending too much time binging Doctor Who.1 free article leftWant More? Get unlimited access for as low as $1.99/monthSubscribeAlready a subscriber?Register or Log In1 free articleSubscribeWant more?Keep reading for as low as $1.99!SubscribeAlready a subscriber?Register or Log In

One of the key use cases for generative AI involves answering questions over private datasets, with retrieval-augmented generation (RAG) as the go-to framework. As new RAG techniques emerge, there’s a growing need to benchmark their performance across diverse datasets and metrics.  To meet this need, we’re introducing BenchmarkQED, a new suite of tools that automates RAG benchmarking at scale, available on GitHub (opens in new tab). It includes components for query generation, evaluation, and dataset preparation, each designed to support rigorous, reproducible testing.   BenchmarkQED complements the RAG methods in our open-source GraphRAG library, enabling users to run a GraphRAG-style evaluation across models, metrics, and datasets. GraphRAG uses a large language model (LLM) to generate and summarize entity-based knowledge graphs, producing more comprehensive and diverse answers than standard RAG for large-scale tasks.  In this post, we walk through the core components of BenchmarkQED that contribute to the overall benchmarking process. We also share some of the latest benchmark results comparing our LazyGraphRAG system to competing methods, including a vector-based RAG with a 1M-token context window, where the leading LazyGraphRAG configuration showed significant win rates across all combinations of quality metrics and query classes. In the paper, we distinguish between local queries, where answers are found in a small number of text regions, and sometimes even a single region, and global queries, which require reasoning over large portions of or even the entire dataset.  Conventional vector-based RAG excels at local queries because the regions containing the answer to the query resemble the query itself and can be retrieved as the nearest neighbor in the vector space of text embeddings. However, it struggles with global questions, such as, “What are the main themes of the dataset?” which require understanding dataset qualities not explicitly stated in the text.   AutoQ: Automated query synthesis This limitation motivated the development of GraphRAG a system designed to answer global queries. GraphRAG’s evaluation requirements subsequently led to the creation of AutoQ, a method for synthesizing these global queries for any dataset. AutoQ extends this approach by generating synthetic queries across the spectrum of queries, from local to global. It defines four distinct classes based on the source and scope of the query (Figure 1, top) forming a logical progression along the spectrum (Figure 1, bottom). Figure 1. Construction of a 2×2 design space for synthetic query generation with AutoQ, showing how the four resulting query classes map onto the local-global query spectrum.  AutoQ can be configured to generate any number and distribution of synthetic queries along these classes, enabling consistent benchmarking across datasets without requiring user customization. Figure 2 shows the synthesis process and sample queries from each class, using an AP News dataset. Figure 2. Synthesis process and example query for each of the four AutoQ query classes.  About Microsoft Research Advancing science and technology to benefit humanity View our story Opens in a new tab AutoE: Automated evaluation framework  Our evaluation of GraphRAG focused on analyzing key qualities of answers to global questions. The following qualities were used for the current evaluation: Comprehensiveness: Does the answer address all relevant aspects of the question?  Diversity: Does it present varied perspectives or insights?  Empowerment: Does it help the reader understand and make informed judgments?  Relevance: Does it address what the question is specifically asking?   The AutoE component scales evaluation of these qualities using the LLM-as-a-Judge method. It presents pairs of answers to an LLM, along with the query and target metric, in counterbalanced order. The model determines whether the first answer wins, loses, or ties with the second. Over a set of queries, whether from AutoQ or elsewhere, this produces win rates between competing methods. When ground truth is available, AutoE can also score answers on correctness, completeness, and related metrics. An illustrative evaluation is shown in Figure 3. Using a dataset of 1,397 AP News articles on health and healthcare, AutoQ generated 50 queries per class (200 total). AutoE then compared LazyGraphRAG to a competing RAG method, running six trials per query across four metrics, using GPT-4.1 as a judge. These trial-level results were aggregated using metric-based win rates, where each trial is scored 1 for a win, 0.5 for a tie, and 0 for a loss, and then averaged to calculate the overall win rate for each RAG method. Figure 3. Win rates of four LazyGraphRAG (LGR) configurations across methods, broken down by the AutoQ query class and averaged across AutoE’s four metrics: comprehensiveness, diversity, empowerment, and relevance. LazyGraphRAG outperforms comparison conditions where the bar is above 50%. The four LazyGraphRAG conditions (LGR_b200_c200, LGR_b50_c200, LGR_b50_c600, LGR_b200_c200_mini) differ by query budget (b50, b200) and chunk size (c200, c600). All used GPT-4o mini for relevance tests and GPT-4o for query expansion (to five subqueries) and answer generation, except for LGR_b200_c200_mini, which used GPT-4o mini throughout. Comparison systems were GraphRAG (Local, Global, and Drift Search), Vector RAG with 8k- and 120k-token windows, and three published methods: LightRAG (opens in new tab), RAPTOR (opens in new tab), and TREX (opens in new tab). All methods were limited to the same 8k tokens for answer generation. GraphRAG Global Search used level 2 of the community hierarchy. LazyGraphRAG outperformed every comparison condition using the same generative model (GPT-4o), winning all 96 comparisons, with all but one reaching statistical significance. The best overall performance came from the larger budget, smaller chunk size configuration (LGR_b200_c200). For DataLocal queries, the smaller budget (LGR_b50_c200) performed slightly better, likely because fewer chunks were relevant. For ActivityLocal queries, the larger chunk size (LGR_b50_c600) had a slight edge, likely because longer chunks provide a more coherent context. Competing methods performed relatively better on the query classes for which they were designed: GraphRAG Global for global queries, Vector RAG for local queries, and GraphRAG Drift Search, which combines both strategies, posed the strongest challenge overall. Increasing Vector RAG’s context window from 8k to 120k tokens did not improve its performance compared to LazyGraphRAG. This raised the question of how LazyGraphRAG would perform against Vector RAG with 1-million token context window containing most of the dataset. Figure 4 shows the follow-up experiment comparing LazyGraphRAG to Vector RAG using GPT-4.1 that enabled this comparison. Even against the 1M-token window, LazyGraphRAG achieved higher win rates across all comparisons, failing to reach significance only for the relevance of answers to DataLocal queries. These queries tend to benefit most from Vector RAG’s ranking of directly relevant chunks, making it hard for LazyGraphRAG to generate answers that have greater relevance to the query, even though these answers may be dramatically more comprehensive, diverse, and empowering overall. Figure 4. Win rates of LazyGraphRAG (LGR) over Vector RAG across different context window sizes, broken down by the four AutoQ query classes and four AutoE metrics: comprehensiveness, diversity, empowerment, and relevance. Bars above 50% indicate that LazyGraphRAG outperformed the comparison condition.  AutoD: Automated data sampling and summarization Text datasets have an underlying topical structure, but the depth, breadth, and connectivity of that structure can vary widely. This variability makes it difficult to evaluate RAG systems consistently, as results may reflect the idiosyncrasies of the dataset rather than the system’s general capabilities. The AutoD component addresses this by sampling datasets to meet a target specification, defined by the number of topic clusters (breadth) and the number of samples per cluster (depth). This creates consistency across datasets, enabling more meaningful comparisons, as structurally aligned datasets lead to comparable AutoQ queries, which in turn support consistent AutoE evaluations. AutoD also includes tools for summarizing input or output datasets in a way that reflects their topical coverage. These summaries play an important role in the AutoQ query synthesis process, but they can also be used more broadly, such as in prompts where context space is limited. Since the release of the GraphRAG paper, we’ve received many requests to share the dataset of the Behind the Tech (opens in new tab) podcast transcripts we used in our evaluation. An updated version of this dataset is now available in the BenchmarkQED repository (opens in new tab), alongside the AP News dataset containing 1,397 health-related articles, licensed for open release.   We hope these datasets, together with the BenchmarkQED tools (opens in new tab), help accelerate benchmark-driven development of RAG systems and AI question-answering. We invite the community to try them on GitHub (opens in new tab).  Opens in a new tab

Mario Kart World – is it a backwards step? (Nintendo) The Friday letters page is surprised the Sony State of Play didn’t go down better with more people, as readers share images of the Switch 2 midnight launches. To join in with the discussions yourself email gamecentral@metro.co.uk Initial experience I’ve spent a few hours playing Mario Kart World in single and multiplayer, and my first impression is that it’s a bit… boring.The free roam aspect of the game seemed like it had heaps of potential but, for the most part, it feels aimless. Sure, there are things to collect and discover, but in-between there’s just driving. Lots and lots of driving. It’s not exactly a world brimming with things to do in the same way as the sandbox areas in Super Mario Odyssey, for example. As for the races, in principle it makes sense that the tracks need to be wider to accommodate 24 racers. However, the races themselves don’t generally feel any busier because you’re still, generally, just competing against those closest to your level of ability. Consequently, I felt the game lacks the chaotic energy of jostling your rivals to get ahead because there’s so much space on the otherwise well-designed courses. I know it’s unfair to compare Mario Kart World to Mario Kart 8 at this point, given the latter spanned two consoles, with a plethora of content reflecting that. But it’s hard not to feel that while the free roam section is a solid demonstration of technical advancement (even if the inability to integrate it with Grand Prix mode seems like a missed opportunity), the core gameplay is consistent, at best. In some respects, I’d say it’s more of a step backwards, if anything. That being said, I don’t think this is the same version of Mario Kart World we’ll be playing five years from now. Free roam mode feels like a playground in which Nintendo can experiment, and I fully expect them to do so. There’ll undoubtedly be a slew of DLC and perhaps better integration of the various modes into one seamless experience. Expert, exclusive gaming analysis Sign up to the GameCentral newsletter for a unique take on the week in gaming, alongside the latest reviews and more. Delivered to your inbox every Saturday morning. In the unlikely event that this is the final iteration of Mario Kart World, it’s currently a six or (generous) seven out of 10 and probably the least enthralled I’ve ever been with a new Mario Kart title. But I’ll give Nintendo the benefit of the doubt for now because this doesn’t feel like a game that’s even close to being finished.Needlemouse Just add SonyFirstly, I’m surprised by the relatively lukewarm response to the State of Play from some people; I thought it was one of the best in recent memory and there were only a few games that I personally had little interest in. The main reason for writing in is the recent addition of Destiny 2: The Final Shape to PS Plus subscription. In short, I played a lot of Destiny 2 back in the day but have subsequently not played any of the most recent DLCs/additions. Can The Final Shape be played as a standalone? (both logistically and in terms of the story)?John GC: We think people were upset that Sony themselves had nothing to show from their first parties, even though we agree it was overall a good show. As far as we understand, you don’t need any other expansions to play The Final Shape. Only one Just a quick heads up for anyone buying digital content on either a Switch or Switch 2 console, if you are Switch online subscriber you can purchase a voucher for £84 that lets you purchase any two titles from a list of games.This reduces each game to a reasonable £42 and the vouchers are valid for a year. I didn’t get an alert about this until after I’d purchased Super Smash Bros. Ultimate, which I paid £59.99 for. I did at least then go on to buy a voucher for £84 and redeemed each token for Super Mario Bros. Wonder and Super Mario 3D Land + Bowser’s Fury.Charlie H. GC: It’s important to note these can’t be used for Switch 2 exclusive games. Email your comments to: gamecentral@metro.co.uk Midnight gathering I’ve seen a lot of pictures from the Switch 2 launch, so I thought I’d send you a picture of the queue at Smyth’s in Dublin city centre, a couple of minutes after midnight.I think there were a couple of hundred people there when I arrived. if I’d known then that I wouldn’t get out of the store until 2:30am, I might have gone home and tried again in the morning. But in the end, I’m glad I waited. I’ve just been tinkering with it so far, hooked it up to the TV, and played a little bit of Mario Kart World and Cyberpunk 2077, so I can’t really give any conclusions. But when my (dedicated non-gamer) wife saw it, her reaction was, ‘Oh, it looks much better! Can I play it?’ So I think Nintendo are on to another winner.Mickah Night-time rendezvous (Mickah) American retail I was on my way down to Smyths Leeds to collect my Switch 2 Mario Kart bundle, that I had pre-ordered a month ago.I called in at Costco on the way and was surprised to find they had the Mario Kart bundle for £419.99, so I decided to get one from there. It was late afternoon Thursday and they looked to have plenty left. It is limited to one per customer. I will let my pre-order lapse so it will cancel in two days.Martin GC: We had no idea Costco existed in the UK. Maybe we’re not the only ones and that’s why they have so many left. C’mon DoreenSomebody (not me, don’t know how) should start a petition to get Squirrel Girl in that Marvel game for you guys. How good did it all look? How good was that showcase? What have Sony been up too? That’s what. Mortal Kombat: Legacy Kollection is already on my wishlist. That surfing sword game wasn’t bad either. With Nintendo too, great times ahead.Indiegaz (PSN ID) GC: At least she’s in Marvel Rivals. Autumnal purchase So I won’t be buying the Nintendo Switch 2 at launch. I’ll be instead visiting Tenerife in August. But I do hope the system reviews well and those who have purchased it are zooming around on Mario Kart World. I’ll be hopefully purchasing the device before autumn of this year. But you never know what could happen.So my sister paid for my ticket and it of course must be paid back. A debt is a debt. Which is quite fitting, since I just finished my playthrough of Red Dead Redemption and just as John Marston paid his debt to a life of crime and Edgar Ross paid his debt to a vengeful son. I’ll be hopefully paid up in less than three months, then I’ll be purchasing the Switch 2 and with more information on the games, reviews, and what’s to come for the future. For now however, I look towards a week spent in the beaches of Spain and my focus on the remainder of my maths course. Also, a playthrough of Resident Evil 3 remake. Only six hours long. Can’t complain.Shahzaib Sadiq Free for all Borderlands 2 and Hellslave are currently free on Steam on PC. Hellslave is available for free until Sunday, 15th June. Also, Deathloop is currently free on Epic Games Store.I hope everyone who gets a Switch 2 enjoys it. I will have to probably get one next year now, as I need to buy a new gaming computer because my current gaming PC will not upgrade to Windows 11, unfortunately.Andrew J. Old reliable Just writing this after a couple of hours with the Switch 2. I always end up with whatever Nintendo’s latest console is at some point in its lifetime (going back to the Game Boy Advance) but for the first time I decided to jump onboard day one.The price rises for the PlayStation 5 and Xbox Series X have shown that the assumption consoles will get cheaper in the medium term isn’t a guarantee, and the feature list for the Switch 2 ticked pretty much every box I wanted from an upgrade to the original. Bump in specs, sturdier Joy-Con, and a new interface with the mouse controls. What I’ve not seen many people comment on yet is the set-up experience. It isn’t always a given with Nintendo that this is going to be smooth, but I found that the transfer from my original to Switch 2 was seamless. I had one error message in setting up GameChat, but restarting the process fixed that, and now I can settle into at least another few years of Nintendo gaming joy. As I approach the business end of 40 years old, it’s a comfort to know that the likes of Mario, Yoshi, and the other inhabitants of the Mushroom Kingdom are still karting away 30-odd years after the SNES original.Electric Crocosaurus GC: That’s a cool name. Inbox also-rans Yes! My Switch 2 has turned up and have the rest of the week off, and it’s Summer Game Fest on Friday night. Now that is what I call eating well for games fans!LemptonAs promised, here is the pic from the queue at Smyths toy store at midnight. Sorry I couldn’t get one from inside but they were only letting two at a time in. Not a bad turn out. I had about 20 people behind me too.woz_007 (NN ID) The way launches used to be (woz_007) Email your comments to: gamecentral@metro.co.uk More Trending The small printNew Inbox updates appear every weekday morning, with special Hot Topic Inboxes at the weekend. Readers’ letters are used on merit and may be edited for length and content. 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Geoff Keighley has promised a record-breaking number of publishers at Summer Game Fest this year, so we’ve rounded up what we think we’ll be playing in the coming monthsTech23:00, 05 Jun 2025We're so ready to step into Samus' boots againE3 might be long gone, but Summer Game Fest has replaced it. While Nintendo Switch 2 has just launched, and Sony has held its own State of Play event, tonight’s show is about as unpredictable as you can get. So, naturally, we’re trying to predict what we’ll be seeing.With everyone from PlayStation to SEGA, Xbox and even Nintendo making an appearance, we’re expecting big things from the showcase, which will be packed with titles for 2025 and beyond.‌While some are known quantities, like Borderlands 4, Little Nightmares 3, and the upcoming Bond game from Hitman developer IO Interactive, we’re still expecting plenty of surprises. Here’s everything we’re predicting for Summer Game Fest 2025.‌There are plenty of big namesWith Geoff Keighley’s events in both the Summer and December being key fixtures on the gaming events calendar, he’s able to pull off plenty of surprises. The Game Awards 2023 revealed Monster Hunter Wilds, while the following year showcased the first gameplay of Slay The Spire 2 and Split Fiction, as well as Elden Ring Nightreign and Intergalactic: The Heretic Prophet.As for Summer Game Fest itself, the show last year featured Dragon Ball: Sparking Zero, Kingdom Come: Deliverance II and Warhammer 40,000: Space Marine 2 - all games which were released since then.Article continues belowWe’ve heard rumblings that Capcom’s Pragmata, revealed alongside the PS5 in June 2020, could be shown at the event following an indefinite delay in 2023. It’s just as well, since we have no idea what the game really is yet.We’re also very curious about what Nintendo could show. The Switch 2 is out, but only as of yesterday, so we’d expect a sizzle reel to show what the console is capable of, as well as another look at Donkey Kong Bananza.‌PlayStation is probably easier to predict since the company is launching Hideo Kojima’s Death Stranding 2: On The Beach in just a few short weeks, and Geoff Keighley will likely find some way of getting the man himself on stage.SEGA has plenty to show, too. Sonic Racing CrossWorlds is still due this year, while the company has an ambitious plan to resurrect classic titles starting with Shinobi: Art of Vengeance and leading into Streets of Rage and Crazy Taxi.We tipped a Final Fantasy 7 Remake Part 3 announcement for Sony’s State of Play, but we’re still waiting for more news on Kingdom Hearts 4.‌Pearl Abyss is still aiming to launch Crimson Desert this year (supposedly), but we’re without a release date as yet, while the company is also working on its colourful DokeV which has been MIA for years at this point.While Microsoft is expected to appear, the company has its own showcase just two days later with a big focus on The Outer Worlds 2. As a result, we might just get a sneak peek at this year’s Call of Duty with more to come on Sunday.With Bungie’s Marathon hit by plagiarism accusations, Embark Studios has a great chance to get players onto Arc Raiders as an alternative. Speaking of Bungie, expect a gameplay trailer for Destiny 2: Edge of Fate.‌Elden Ring is coming to Switch 2(Image: FromSoftware, Inc.)Call us crazy, but we want a bunch of Switch 2 news. We want to see From Software’s Duskbloods, get a release date for Elden Ring: Tarnished Edition, and maybe even a Metroid Prime 4 release date from Nintendo itself.Given the history of Monster Hunter on portable consoles, we’ve got everything crossed for the series to come to Switch 2, but coming off of the excellent Wilds, it’s perhaps unlikely.‌Naturally, we’ve always got our fingers crossed that we’ll see Silksong, but rumours have suggested that Team Cherry’s long-awaited Hollow Knight follow-up would be announced at Microsoft’s event if at all.As we said in our State of Play predictions, we’re also expecting to hear more about Resident Evil 9 by the end of this week, in some way, shape, or form.With The Division 2 getting what’s likely its final DLC recently, here’s hoping for The Division 3, which has been rumoured for a while. Or, maybe Ubisoft will finally share something about the Splinter Cell title it has in development.Article continues belowDid we get any correct? Find out with us, with the show kicking off at 10PM BST on Friday night.For the latest breaking news and stories from across the globe from the Daily Star, sign up for our newsletters.‌‌‌