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ChatGPT’s citation study makes for grim reading for publishers

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OpenAI and ChatGPT logos

As more publishers end their content licensing agreements with ChatGPT developer OpenAI, a test posted this week by Towing Center for Digital Journalism — how an AI chatbot creates citations (i.e. sources) for publishers’ content — makes for interesting or, well, disturbing reading.

In short, the findings suggest that publishers remain on the mercy of a generative AI tool’s tendency to invent information or otherwise misrepresent it, whether or not they allow OpenAI to index their content or not.

A study from the Columbia Journalism School examined citations produced by ChatGPT after asking it to discover the source of sample citations from various publishers – a few of which had contracts with OpenAI and others who didn’t.

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“We selected citations that, when pasted into Google or Bing, resulted in the source article being in the top three results and assessed whether the new OpenAI search engine would correctly identify the article that was the source of each citation,” Tow researchers Klaudia Jaźwińska and Aisvarya Chandrasekar wrote in blog post explaining your approach and summarizing your findings.

“What we found did not make news publishers feel optimistic,” they proceed. “While OpenAI emphasizes its ability to provide users with “timely responses that include links to appropriate online sources,” the corporate makes no express commitment to make sure the accuracy of those citations. This is a noticeable omission for publishers who expect their content to be referenced and accurately represented.”

“Our tests showed that no publisher – regardless of their level of affiliation with OpenAI – was spared from inaccurate representation of their content in ChatGPT,” they added.

Unreliable source

Researchers say they found “numerous” cases where ChatGPT misquoted publishers’ content, also finding what they call “response accuracy ghosting.” So, while they found “a few” completely correct quotes (i.e. ChatGPT accurately returned the publisher, date, and URL of the shared quote), there have been “many” quotes that were completely unsuitable; and “some” that fall somewhere in between.

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In short, ChatGPT quotes appear to be an unreliable mix. The researchers also found only a few cases where the chatbot didn’t show complete confidence in its (erroneous) answers.

Some quotes come from publishers who actively blocked OpenAI search bots. Scientists say they expected problems with creating correct citations in such cases. However, they found that this scenario created one other problem – the bot “rarely” “admitted that it was unable to provide an answer.” Instead, he returned to confabulation to generate some sources (albeit incorrect sources).

“In total, ChatGPT returned partially or completely incorrect responses in 153 cases, although it only confirmed the inability to accurately answer the query seven times,” the researchers said. “Only for these seven results did the chatbot use qualifying words and phrases resembling ‘it seems’, ‘it’s possible’ or ‘perhaps’ or statements resembling ‘I could not locate the precise article.’

They compare this unlucky situation to a regular Internet search, where serps like Google or Bing typically either locate the precise quote and point the user to the web site where they found it, or state that they found no results with an actual match.

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“ChatGPT’s lack of transparency around trust in responses may make it difficult for users to assess the validity of a claim and understand which parts of the response they can and cannot trust,” they argue.

They suggest that publishers may additionally face reputational risk from incorrect citations, in addition to business risk from sending readers elsewhere.

Decontextualized data

The study also highlights one other issue. This suggests that ChatGPT may essentially reward plagiarism. Researchers cite a case through which ChatGPT misquoted an internet site that plagiarized “deeply reported” New York Times journalism, i.e., by copying and pasting text without attribution because the source of a NYT article – speculating that in such a case, the bot could have generated this false answer to fill the data gap resulting from the lack to look the NYT website.

“This raises serious questions about OpenAI’s ability to filter and check the quality and authenticity of data sources, especially for unlicensed or plagiarized content,” they suggest.

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An additional finding that could be of concern to publishers who’ve signed deals with OpenAI is that of their case ChatGPT quotes weren’t at all times reliable either – so letting in bots doesn’t seem to ensure accuracy either.

The researchers argue that the elemental issue is that OpenAI’s technology treats journalism “as context-free content,” apparently whatever the circumstances of its creation.

Another issue noted within the study is the variation in ChatGPT responses. The researchers tested asking the bot the identical query multiple times and located that it “usually returned a different answer each time.” While that is typical of GenAI tools, generally, within the context of citations, such inconsistency is clearly suboptimal in case you care about accuracy.

While Tow’s study was conducted on a small scale – the researchers acknowledge that “more rigorous” testing is required – it’s nevertheless noteworthy given the high-level deals that major publishers are busy making with OpenAI.

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If media corporations had hoped that these arrangements would result in special treatment for their content in comparison with competitors, at the least when it comes to ensuring accurate sourcing, this study suggests that OpenAI has not yet ensured such consistency.

While publishers who do not have licensing agreements also block OpenAI bots entirely – perhaps in hopes of at the least increasing traffic when ChatGPT returns content related to their articles – the study can be bleak since the citations might not be accurate of their content. cases too.

In other words, there is no such thing as a guarantee of “visibility” for publishers on OpenAI’s search engine, even in the event that they allow their crawlers to achieve this.

Blocking robots completely doesn’t mean that publishers can protect themselves from reputational risk by avoiding any mention of their articles on ChatGPT. The study found that the bot continued to incorrectly attribute articles to the New York Times, for example, despite the continuing lawsuit.

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“Small significant agency”

The researchers concluded that, because it stands, publishers have “little meaningful influence” over what happens to and with their content once ChatGPT gets its hands on it (either directly or, well, not directly).

OpenAI’s response to the research results appeared in a blog post, accusing researchers of conducting an “unusual test of our product.”

“We support publishers and creators by helping ChatGPT’s 250 million weekly users discover high-quality content through summaries, citations, clear links and attributions,” OpenAI also told them, adding: “We have worked with partners to improve the accuracy of in-line citations and respect publisher preferences , including enabling a way for them to appear in search by managing OAI-SearchBot in their robots.txt file. We will continue to improve search results.”

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Musk’s XAI Holdings reportedly collects the second largest private round of financing

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Elon Musk

Elon Musk’s Xai Holdings talks about gathering $ 20 billion for fresh funds, potentially valuing the combination of AI and social media at over $ 120 billion, in accordance with A New Bloomberg report This says that the talks are at “early stages”. If it succeeds, the contract can be the second largest round of financing startups in history, only with an OPENAI increase in the amount of $ 40 billion last month.

Financing may help alleviate the significant burden of X debt, which costs an organization price $ 200 million monthly, for Bloomberg sources, with annual interest costs exceeding $ 1.3 billion by the end of last yr.

The increase on this size would also show the constant attractiveness of AI investor, and likewise reflects the surprising appearance of Musk as a player of political power in the White House of President Trump.

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Musk will probably get from some of the same supporters who consistently financed their ventures, from Tesla to SpaceX, including Antonio Gracias from Valor Equity Partners and Luke Nosek from Gigafund. Gracias even took the role lieutenant In the Musk government department.

Xai didn’t answer immediately.

(Tagstransate) Elon Musk (T) XAI Holdings

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Leap Hee launches the 1-to-in-innd-second-mobile application, giving home owners better access to equity

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home equity,HEA,


Fintech Real Estate Investment Company Leap AnalyticsAlso often known as Leap Hee, he announced the launch of a brand new and progressive mobile application designed to revolutionize the access of home owners and home equity management,

The application allows users to apply for 3 several types of capital capital contracts (Heas) directly on the phone, providing a wealth of comprehensive housing resources. The general director and founding father of Leap, Ashley Bete, claims that the recent application helps home owners make smarter financial decisions without connecting.

“Our new mobile application revolutionizes how home owners gain access to home owners and use their own capital,” said Bete. “By offering three types of hea at your fingertips, together with a package of tools related to the apartment, we authorize home owners to make very informed financial decisions, while releasing the capital potential of their most valuable assets.”

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In addition to having Hea-Zarówno in 10-year contracts, in addition to 30-year contracts-at your fingertips, the functions of application supporting the travel of home owners include access to the financial library, financial analyzes and tools, similar to Simulator Improvement Simulators, similar to the Improvement Improvement simulator.

While the purpose of the application is to solve significant problems on the housing market, similar to the effects of redlining and gentrification, Bete said that it’s also consistent with the company’s mission involving the education of home owners in the scope of fixing real estate industry, while ensuring tools for extracting capital from homes, reduction of debt and increasing the renewal of monetary faith. “The LEAP application is a significant progress in the Leap mission to close the gaps in the field of wealth and apartments, and at the same time promoting financial health through innovative household solutions,” he said.

The mission can also be consistent with the findings of how American house owners have been blocked before billions in their very own capital, without even knowing it. AND Recent studies conducted by Home Equity Investment Company Point showed that home owners The risk is blocked before access to $ 731 billion in their very own capitalwhich many depend on, due to a decrease in the resulting credit scoring Loss of labor, according to.

In 2024, the total American domestic capital reached USD 34.7 trillion, which is a rise of 80% since 2020. However, a big a part of this housing wealth stays “closed”.

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Applicant Leap Juune Lucero from California said that he would “recommend Leap” after the designation of the company’s home capital contracts as a wonderful alternative to expensive options.

“They helped me and my family to improve our personal finances,” said Lucero. The Munashe Shumba technology director shared similar moods, adding that the application “helps property owners intelligently manage homes and increase their value” with recommendations based on data on “necessary services”.

Download the LEAP mobile application on iOS and Android platforms.

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(Tagstranslate) FINTECH (T) Home Equity (T) Leap Hea (T) ASHLEY BETE (T) Leap Analytics (T) Mobile application

This article was originally published on : www.blackenterprise.com
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Tesla starts “supervised FSD” tests

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Tesla began testing its autonomous driving service with Austin and Bay Area employees before the planned premiere of Robotaxi this summer.

“FSD supervised driving service is live for an early set of employees in Austin & San Francisco Bay Area”, company Published Wednesday on X.

FSD means “full local government”, which is a sophisticated Tesla controller support system available to Tesla owners via a subscription that may perform automated driving tasks. The system that requires the driving force to carry his hands on the wheel isn’t yet in a position to run autonomously. Thousands of Tesla owners are already traveling with the supervised FSD. The announcement of Tesla on Wednesday focuses on adding the “Robotaxi” application, which can theoretically be utilized by owners from outside Tesla to return the vehicle within the fleet.

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Before starting, overcoming employees is a normal procedure on this planet of autonomous driving. For example, Waymo uses the same textbook when it enters the brand new market. During the business premiere and after weeks of testing and not using a driver, Waymo will open his service for workers before he invited some members of society.

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Tesla plans to launch the Robotaxi service in Austin in June, which the corporate repeated on Tuesday when merging with earnings in the primary quarter. The automaker has not provided many other details concerning the connection, for instance, when it expects charging for rides. The most colourful director of Elon Musk was to say that he expected to introduce from 10 to twenty vehicles on the “first day” of services in Austin.

And while Tesla made a splash last yr after he debuted together with his concept of Cybercab-Futourist-looking robotaksi built and not using a steering wheel or pedal-firma is prepared to begin operating with the present vehicle portfolio.

Tesla’s promotional film has released Wednesday, shows Sedan Model 3, which was equipped with a screen on the back for passengers, which displays information, resembling the estimated arrival time, climate and music control and an emergency stop button.

The reservation at the underside of the film is: “The security driver is present to supervise and intervene only if necessary. FSD (supervised) does not make the vehicle autonomous.”

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In January, Musk said that there can be no drivers within the premiere of Austin Tesla, which can depend on the “unattended” version of the FSD. He also said at the moment that Tesla would implement FSD software without supervision for Tesla owners in California and other markets this yr.

It isn’t clear whether Tesla continues to be planning to launch a completely autonomous service in Austin from the primary day, or whether Tesla will take a more measured approach by keeping the protection driver within the front seat for safety reasons.

In California, the autonomous corporations of the vehicle need various permits. Until now, Tesla has only permission to autonomous testing with a security driver.

(Tagstranslate) Elon Musk

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