Characterized by pale greening, a timeline of ancient handwritten manuscripts—like the scroll of death—is vital for reconstructing the progression of ideas. However, there is an almost complete absence of manuscripts with dates. To address this challenge, an international team of researchers developed an AI-driven date prediction model named Enoch, inspired by biblical figures.
Dead Sea Scroll 4Q7, fragment Genesis Wadi Qumran Cave4. ImageCredit: Ketefhinnomfan.
While some ancient manuscripts include dates, facilitating precise dating by archaeologists, many do not provide this information.
Researchers can estimate the age of certain undated manuscripts by analyzing the evolution of handwriting styles, but this requires a sufficient number of manuscripts with known dates for creating an accurate timeline.
In the recent study, the University of Groningen and Dr. Mladen Popović assessed the historical periods of manuscripts from various locations in contemporary Israel and the West Bank through radiocarbon dating and utilized machine learning to explore the handwriting styles of each document.
By merging these two datasets, they developed the Enoch program, which objectively estimates the approximate age range by comparing handwriting styles from other manuscripts in the area.
To validate the program, ancient handwriting specialists reviewed age estimates for 135 Ennochs from the Dead Sea Scrolls.
Experts concluded that around 79% of the AI-generated estimates were credible, while the remaining 21% were considered too old, too young, or uncertain.
Enoch has already aided researchers in uncovering new insights about these ancient manuscripts.
For instance, both Enoch and radiocarbon dating techniques estimated an older age for more Dead Sea scrolls compared to traditional handwriting analyses.
“While additional data and further investigation could enhance our understanding of the timeline, our findings offer novel perspectives on the creation periods of these documents,” the researchers stated.
“The Enoch tool serves as a gateway to an ancient world, akin to a time machine, permitting the exploration of biblical handwritten texts.
“It is thrilling to establish significant steps in developing new tools that can tackle the dating challenges of the Dead Sea Scrolls and examine other partially dated manuscript collections from history.”
“This achievement would not have been feasible without collaboration across diverse scientific fields and genuine teamwork.”
A paper detailing this study was published in the journal PLOS 1.
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M. Popovich et al. 2025. Dating ancient manuscripts using radiocarbon and AI-based writing style analysis. PLOS 1 20 (6): E0323185; doi: 10.1371/journal.pone.0323185
fDuring the 10-day span of summer 2006, I handed in my resignation from my first job at a gaming magazine and returned to Scotland to start college. My life revolved around eating, sleeping, and losing myself in an Xbox 360. That was my entire existence. I played as a Khajiit thief, resembling a dark Mankilion in sleek black leather armor, boasting impressive pickpocketing skills. One afternoon, I decided to attempt stealing every item in the quaint town of Bravil, only to be apprehended by the guards for hours. I found myself running around, dropping random planks, cheese wheels, and trails of doublets.
Many of you may share similar experiences in Bethesda games—if not forgetting, perhaps in Skyrim or Fallout 3. Explore as you wish! Experiment with bizarre spells and test your luck against thieves! Venture into caves to battle necromancers, only to be ambushed by vampires! While open-world games like these may seem exhausting now, Forgetfulness was my introduction to gaming. Following Bethesda’s surprise release of a remake last Friday, I’ve been indulging in it nonstop.
It was indeed a surprise. The Oblivion Remake/Remaster is one of the industry’s worst-kept secrets, second only to the Switch 2, and I’ve been eagerly anticipating it for months. Over the last 20 years, Oblivion has gained notoriety for its technical quirks and amusing glitches, alongside its groundbreaking design. I was relieved to discover that Bethesda chose not to fix these quirks. Characters remain stuck in walls, reciting Asinine’s dialogue repeatedly. The facial animations still miss the mark. The game crashed mere minutes after Patrick Stewart’s opening line as the Emperor of Cyrodiil, and I found myself falling through the world, twice. Oddities happen so often that they’re rarely intentional. They are preserved in the Notorious voice-activated blooper, a perfect time capsule of ’00s accidental gaming comedy, and I wouldn’t change it for anything.
Game of choice without consequences… Elder Scroll: Forget.
Photo: Bethesda Game Studios
While Cyrodiil felt vast and picturesque, adorned with gentle, mystical ruins and rivers reflecting the light, by 2025’s standards, it feels quaint, resembling perhaps just the opening section of a much larger game map. (I’m particularly reminded of Avowed. It’s akin to a recent Elder Scroll offering from Microsoft Studio Obsidian.) The grand imperial city at the center feels more like a small village with interconnected districts housing around 30 characters. I still don’t understand how I spent over 100 hours in such a compact space as a teenager, but during a recent playthrough, I was astonished to find I remembered many details and had encounters with new characters from quests I’d not thought of in years.
In Oblivion, character development hinges on your actions. There’s no need to strictly choose between magic, stealth, or strength. Simply pick up a Great Sword and start using it. (The trick back then was to crouch in sneak mode, use a rubber band to hold the analog stick on the controller, and spin it until your stealth stats maxed out.) This mechanics creates a buffet-like experience where you can become a Battle Arena Champion all at once. It’s a game of choice without consequences, both forgiving and abundant, where a compact world unfolds around you.
I theorize that Bethesda RPGs offer only one immersive experience. You savor one life with Elder Scrolls, and each subsequent playthrough feels like an echo of the previous one. I spent numerous years playing Skyrim and Fallout 3, yet neither was completed. It turns out that Forgetfulness remains my game; newer, more refined open-world titles can often overwhelm me and push my patience to the limit. I still cringe at the hellish landscape of Forgetfulness, where battling the devil can feel like an eternity in a tower adorned with a flaming corpse. Its atmosphere recalls ’00s metal album art. Yet, the beauty of such a game is its ability to let you abandon the plot and explore carefree.
The Oblivion Remaster illustrates that older games don’t always need fixing—they may look different, but they retain their original soul. I believe my teenage self would agree.
What to do
One of the best puzzle games I’ve ever played… Blue Prince.
Photo: Dogubomb/Raw Fury
If you haven’t yet played Blue Prince, stop what you’re doing and download it immediately. You play as a teenage heir to a sprawling mansion, but there’s a catch: to keep it, you must uncover the secret 46th room. The mansion resets each time you sleep, making the routes different each day, and you’re left to discover randomly generated rooms you’ve never encountered before.
I played this with my eldest son. Memo Taker is the most captivating puzzle game I’ve experienced. Even upon discovering Room 46, there remains a deep mystery to explore. Several acquaintances I know have become completely engrossed in it. Its calming pace and intellectual challenges make it perfect for when you’re recuperating. Your reward for playing is always greater knowledge.
Available on: PC, Xbox, PS5 Estimated playtime: Over 30 hours
What to read
Fun and strange… split fiction.
Photo: Electronic Arts
Sydney Sweeney stars in the film adaptation of the Hazelight cooperative game Split Fiction. What do you think? Are you planning to work on it? My partner and I are currently midway through the game, and it’s a blast—odd and enjoyable, yet the plot and character development are… not particularly complex.
According to Video Game Chronicle, in October they shared details about The Ghost of Yotei, a sequel to the visually stunning, yet bloated, Ghost of Tsushima. “Players will pursue Yotei Six, a group of warriors responsible for devastation in Japan,” they reported. “As players hunt them down, the sash worn by the main character Atsuu will present the names of the Yotei Six being sought,” reminiscent of Arya Stark.
Call of Duty’s Warzone has gained fame for its quirky celebrity appearances, enabling players to take down a host of famous figures, including Nicki Minaj and Lionel Messi. The latest addition? Seth Rogen, as part of the new (Heaven help us) “Weed-themed Content Package.”
Divergence… Isabela Merced and Bella Ramsey from Season 2, our final episode 3.
Photo: Warner Bros Discovery
This week’s question comes from reader Toby:
“All video game movies and TV shows seem cursed, and I want to understand how adaptations of Our Last of Us Part II turn out in the end. I really feel that the interactive medium enhances that sentiment and theme. Can a story still carry the same impact when adapted to a passive medium? Which great video game narratives do you think cannot be adapted effectively into movies or shows?”
Having just watched the third episode of Season 2 of Our Last of Us, it’s evident that this season deviates more from the game’s plot compared to Season 1. As you’ve noted, the emotional depth of the game hinges on experiencing it from multiple perspectives, thus necessitating a different approach. Nevertheless, the first game’s emotional weight came from Joel’s actions, whether you agreed with them or not. The series couldn’t replicate that dynamic, so they introduced fresh perspectives and expanded on existing narratives, showcasing the practical, even if less engaging, aspects. I’m particularly drawn to the remarkable episodes featuring Bill and Frank. This embodies the essence of adaptation: offering something novel.
Based on this: No great video game stories cannot be transitioned to film or television by a skilled and insightful writer. The critical terms here aren’t simply related to literal translation; movies and shows need to provide new interpretations and viewpoints. However, many games with weak narratives could make engaging TV shows or films, given that a true visionary is at the helm.
If you have questions for the question block or anything else you’d like to share regarding the newsletter, feel free to hit reply or email us at butingbuttons@theguardian.com.
In what wasn’t exactly the tax evasion trial of the century – given that it took place in the second century – the charges faced by the defendants were so weighty that they included forgery, financial fraud, and fraudulent slave sales. While tax evasion is an age-old practice, these particular crimes were deemed extremely serious under Roman law, with penalties ranging from hefty fines and lifelong exile to grueling labor and, in the most severe cases, being devoured by wild animals in a practice known as damnatio ad bestias.
The details of the allegations were recorded on papyrus, which was discovered decades ago in the Judean Desert and recently subjected to analysis. The documentation includes preliminary notes for the prosecutor and hastily drafted minutes from the judicial hearings. According to the ancient records, the tax evasion schemes involved document tampering, illicit slave sales, and manumission.
The accused in both tax cases were men. One of them, Gadalius, was the son of a poor notary who had ties to the local administrative elite. In addition to convictions for extortion and forgery, his extensive list of transgressions included banditry, incitement, and four appearances in court for tax evasion before the Roman governor. Gadalius’s partner in crime was a certain Saurus, identified as his “friends and collaborators,” and the mastermind Caper. While the ethnicity of the accused is not explicitly mentioned, their Jewish background is inferred from their biblical names Gedaliah and Saul.
This ancient legal saga unfolded during the reign of Hadrian, around the year 130 AD or possibly before 132 AD when Simon Bar Kochiba, the leader of the Messianic rebels, launched a large-scale uprising, marking the third and final conflict between the Jewish people and the Empire. The rebellion was brutally suppressed, resulting in hundreds of thousands of casualties, mass expulsions of Jewish communities, and the renaming of Syria and Palestine by Hadrian.
Anna Dolganov, a historian of the Roman Empire at the Austrian Archaeological Institute who deciphered the scroll, remarked, “The papyrus sheds light on the Roman authorities’ suspicion of their Jewish subjects.” She pointed out that there is archaeological evidence of a coordinated effort during the Bar Kochiba rebellion. “It is plausible that individuals like Gadalia and Saurus, who sought to subvert Roman rule through tax evasion, were involved in the uprising’s planning,” Dr. Dolganov suggested.
In the latest edition of Tyche, an ancient journal published by the University of Vienna, Dr. Dolganov and three colleagues from Austria and Israel present court proceedings as case studies. Their research unveils how Roman institutions and imperial law influenced the administration of justice in an environment with relatively few Roman citizens.
“This document provides intriguing and valuable insights into the slave trade in this region of the empire,” noted Dennis P. Kehoe, a classicist at Tulane University not involved in the study. “The allegations may involve the Jews owning slaves.”
Tracing the Papil Trail
The exact date and location of the papyrus’s discovery remain uncertain, but Dr. Dolganov suggested it was found by an ancient Bedouin dealer in the 1950s. She suspected Nahal Haver, a steep canyon west of the Dead Sea where Bar Kochiba rebels sought refuge in a cave hid along the natural fault line of a limestone cliff. In 1960, archaeologists unearthed documents from the era in one of the Jewish hideouts, with more discoveries made since then.
A 133-line irregular scroll, initially misclassified, went unnoticed in the Israeli Antiquities Authority archives until 2014 when Hannah Cotton Parietl, a classicist at the Hebrew University of Jerusalem, identified it as being written in ancient Greek. Given the complexity and exceptional length of the document, a team of scholars was assembled to conduct detailed physical examinations and cross-referencing with historical sources.
Deciphering the papyrus and piecing together its intricate narrative posed a significant challenge for Dr. Dolganov. “The text features small, densely packed letters and highly rhetorical Greek replete with technical legal terminology,” she remarked. Unlike more straightforward documents such as contracts, there were no standardized templates for translation ease. “The fact that we only have the latter half of the original text further complicates matters,” Dr. Dolganov added.
Researchers speculated that the tax evasion scheme aimed to circumvent official scrutiny. This necessitated meticulous detective work to decipher the sequence of events. “I had to adopt the Roman fiscal authorities’ perspective to grasp the text’s nuances,” Dr. Dolganov explained. She also had to step into the accused’s shoes to understand the rationale behind tax fraud in the remote fringes of the Roman world.
The ancient stratagems resonate with contemporary tax experts. A German legal expert relayed to Dr. Dolganov that the subterfuges of Gadalius and Saurus mirrored present-day practices of tax evasion, such as asset shifting and fictitious transactions. The Roman interrogation methods aligned closely with modern-day investigative custody for financial crimes, marked by intimidation and frequently rigorous questioning.
A Princeton University classicist unaffiliated with the project, Brent Shaw, remarked:
Championing a Rebellion
The cases against Gadalius and Saurus were bolstered by intelligence provided by informants who betrayed them to the Roman authorities. Interestingly, the text implies that the informer might have been none other than Saurus himself, who implicated his partners to shield himself from an imminent financial scrutiny. The most plausible scenario posits that Saurus, a Jewish resident, orchestrated the pseudo-sale of several slaves to Chareas, a neighbor residing in the adjacent Arabian province, as per Dr. Dolganov’s interpretation.
By selling slaves across provincial borders, Saurus sought to obfuscate assets from scrutiny. While physically present in Saurus’s custody, the slaves, undocumented in Arabia, evaded declaration by Chareas. “Effectively, the slaves vanished on paper from Judea and never materialized in Arabia, eluding Roman oversight,” Dr. Dolganov noted. “This ensured that no further taxes were levied on these slaves.”
The Empire implemented a sophisticated system for monitoring slave ownership and collecting various levies, including a 4% tax on slave sales and a 5% duty on estates. “To emancipate empire-owned slaves, detailed documentary evidence of current and prior ownership was mandatory,” Dr. Dolganov elucidated. “Any missing or dubious documents would trigger an inquiry by Roman administrators.”
In an attempt to conceal Saurus’s double-dealings, Gadalius, the son of a notary, allegedly fabricated bills of sale and other legal documents. When authorities detected irregularities, the defendant purportedly bribed the local municipal council for protection. During the trial, Gadalius shifted blame onto his deceased father for the forgeries, while Saurus implicated Chaireas in the document tampering. The papyrus does not provide insights into their motives. “The rationale behind men risking forgery to liberate slaves without legitimate documentation remains a mystery,” Dr. Dolganov mused.
One conjecture posits that by orchestrating fake slave sales followed by manumission, Gadalis and Saurus may have been adhering to a Jewish religious mandate to free those enslaved. Alternatively, there might have been a profit incentive in capturing individuals across borders, potentially entrenching them as free Romans after freeing them from “enslavement.” Or Gadalia and Saurus might have engaged in human trafficking, a possibility that is as speculative as it is fraught with implications, Dr. Dolganov emphasized.
One aspect of the trial that struck Dr. Dolganov was the prosecutor’s professionalism. Employing sophisticated rhetorical strategies reminiscent of Cicero and Quintilian, the prosecutor exhibited a mastery of Roman legal terminology and concepts in Greek. “Here, on the edge of the Roman Empire, we witness a highly skilled legal practitioner steeped in Roman law,” Dr. Dolganov remarked.
The papyrus does not reveal the final verdict. “If a Roman judge deemed these men as incorrigible criminals deserving execution, Gadalius, as a member of the local elite, might have met a more merciful end through decapitation,” Dr. Dolganov suggested. “In any case, it beats being torn apart by a leopard.”
Ancient Roman scrolls were read for the first time since they were burned by a volcanic eruption on Mount Vesuvius two thousand years ago, thanks to artificial intelligence and powerful X-ray facilities.
The Papyrus scroll is one of the 1800s rescued from a single room in the ornate villas of the Roman town of Herculaneum in the 1750s, and is now the Italian town of El Corano. They were all carbonated by the heat of the volcanic debris that buried them.
Initially, locals unconsciously burned the scroll as fire, but were preserved when it was discovered to contain text. About 200 were then painstakingly opened and read by laborious mechanical devices. Based on the clock, you will get scrolls in millimeters slowly engraved.
Three of these scrolls were kept at the Bodrian Library at Oxford University, and was talented in 1804 by the future King George IV. At the time, the Wales Rince exchanged kangaroo troops for the Napurites of Ferdinand IV in exchange for scrolls. (The King of Naples had built an elaborate garden and animal collection for his lover.)
One of these three scrolls known as PEREC.172 has been imaged and analyzed using machine learning algorithms. Scanned with a diamond light source in Oxfordshire, there is a very powerful X-ray device known as the Synchrotron, and the resulting data is now available. Vesuvius Challenge – Competition with the $700,000 Grand Prize for interpreting text from scrolls.
This method says it is much better than trying to mechanically open the scroll, Peter TossCurator of the Bodrian Library. “The only problem, or risk, is that imaging is so special that it can't be done here. That means the scroll has to leave the facility, and we're very nervous about it. I did,” he says.
Researchers have so far revealed several columns of approximately 26 lines of text in each column. Scholars now want to read the entire scroll, but we can already see the ancient Greek word Διατροπή, meaning “aversion.” Toth suspects it somehow relates to a philosopher EpiclassAs many other scrolls found on the same site have.
Felk. The 172 was the only one of the three scrolls from the Bodleian Library that seemed stable enough to move, only in a specially 3D printed case within another padded box. “The hope is that technology can improve dramatically. [in the future] Items don't have to travel anywhere, but technology can come to us,” says Toth.
Vesuvius Challenge Grand Prize winner used technology to decipher corrupted papyrus scrolls
vesuvius challenge
Artificial intelligence helped decipher ancient papyrus scrolls that were turned into blackened blocks of carbon by volcanic ash from Mount Vesuvius in 79 AD. The first passage of this easy-to-read text reveals the Greek philosopher's never-before-seen musings.
This discovery won a grand prize of $700,000. vesuvius challengeThey then used a combination of 3D mapping and AI techniques to detect ink and decipher the shapes of the letters in digitally scanned segments of a scroll known as the Herculaneum Papyrus. Winning team members Yusef Nader, Luke Fariter and Julian Siliger help pave the way for further discoveries from additional papyrus scrolls once housed in the library of the ancient Roman town of Herculaneum. there is a possibility.
“I think this is a huge boon to our knowledge of ancient philosophy. It's just a huge amount of new text,” he says. michael mc oscar A professor at the University of London, he was not involved in the discovery.
The winning entry met the Vesuvius Challenge criteria of deciphering at least 85 percent of the letters in four sentences of 140 characters each. Plus, as a bonus, we included 11 more columns of text totaling over 2000 characters.
These rediscovered Greek letters reveal the thoughts of Philodemus, who is believed to have been the resident philosopher of the library containing the Herculaneum Papyrus. The deciphered texts focus on how the scarcity or abundance of food and other goods affects the pleasure they bring. This fits with Philodemus' philosophy of the Epicurean school, which prioritized pleasure as the main goal of life. His 2,000-year-old writings even seem to delve into the philosophy of Stoicism, which “says nothing about pleasure.”
And the Vesuvius challenge is not over yet. Goals for 2024 include finding ways to scale up his 3D scanning and digital analysis technology without becoming too expensive. Current technology costs $100 per square centimeter. That means it could cost anywhere from $1 million to $5 million to effectively unravel the entire scroll, and there are 800 scrolls waiting to be deciphered.
“Realistically, the majority of the known libraries already in the public domain are Epicurean philosophy, and that's what we should expect, but there are also important Stoic texts, perhaps some history and Latin literature. Yes. Full text of early Roman writers such as Ennius and Livius Andronicus. [whose works] “Even if we don't survive, that would be great,” McCosker said. “Epicurus' SymposiumThe book he wrote about the biology of wine consumption would be a lot of fun. ”
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