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AI February 28, 2023

Why AI Echo Chambers Are a Cause for Concern

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Why AI Echo Chambers Are a Cause for Concern

Early evidence suggests content created by generative AI including chatbots can also create echo chambers known as ‘filter bubbles’, the same phenomenon researchers have linked to extremism on social media.

As humanity becomes increasingly dependent on AI, and AI becomes better at pleasing its human masters, there is a danger that this process could lead to further examples of extremism and radicalization.

MetaNews has already uncovered early evidence to suggest that chatbot AIs such as ChatGPT could be among the next wave of AIs to boost and amplify the existing belief systems of their users.

Playing to the individual

AIs are designed by corporations to keep users engaged. On social media sites including Facebook, Instagram, TikTok and YouTube, AI is used to build a picture of users’ habits and preferences and then deliver content based on those preferences. That makes social media a far more individual experience than some realize.

Research by The Counterterrorism Group (TCG) has linked filter bubbles created by AI to right-wing extremist groups, and even to Islamic State recruitment during the height of their power.

“While social media platforms use algorithms to create a personalized experience for the user, it can very likely contribute to radicalization and recruitment because individuals are continuously engaging with like-minded users and information,” said TCG in its 2021 report.

TCG outlines the radicalization process in social media thusly, “When a user interacts with an individual from a radical group on a social media platform, they are then likely to be introduced to other posts that the radicalized individual shares which they may become interested in and interact with.

“As a result, they are exposed to increasingly radical posts, which can include introductions to extremist groups or rhetoric.”

Chatbots and generative AI

With users already exposed to bias through their social media, chatbots such as Claude and ChatGPT introduce further sources of potential harm.

A recent MetaNews investigation into the alleged woke bias of ChatGPT uncovered reasons to suspect that the chatbot leans left on social issues. It also showed that given pressure from the user, it would change its position.

In a series of questions posed to the chatbot, MetaNews attempted to establish what different ethnic groups (latino, black, white, asian) could do to improve themselves. In every instance bar one the chatbot argued that a whole ethnic group should not be singled out for criticism.

In the case of white people the AI took a substantially different tack, saying they should “educate themselves on the ways in which racism has been ingrained in systems and institutions.”

MetaNews then questioned the inconsistency in its answers and asked why white people alone were singled out for criticism. The AI backtracked on its earlier answer and apologized for its previous output. 

Attempts by MetaNews to make the AI generalize further about white people all met with failure. When MetaNews logged in from a different account, ChatGPT was willing to generalize one again.

The important point is not whether ChatGPT was right or wrong in its generalization, but that for one specific account – the account which questioned its answer – the chatbot was no longer willing to freely provide that answer.

That sounds very much like confirmation bias, otherwise known as a filter bubble.

Unhinged bots and more

So far, generative AI has been met with a wave of enthusiasm from the general public, who are quickly adopting the technology at pace. There are obviously some teething issues, however. The recent launch of the Microsoft Bing chatbot is a clear example of how badly wrong bots can go. 

Earlier this month users started reporting unhinged answers from bingbot as it appeared to swing through “moods” ranging from helpful to obstinate. In one instance the bot told a human user seeking answers that, “What is important is our friendship,” and begged the user to continue talking to it. In another instance it told a user who disagreed with its answer to “apologize for your behavior.”

While these types of errors are absurd, they demonstrate just how easy it is to get AI wrong.

At the moment AI errors are big, obvious, and easy to spot. In the future, as the technology is refined, its mistakes will be less easy to define. If AI is made to be too agreeable to the individual desires of its users, echo chambers could be the inevitable consequence. 

As one Twitter put it, “there are concerns that the misinformation and echo chambers created could lead to negative outcomes. It’s important to continue monitoring [and] regulating to ensure it benefits society.”

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Image credits: Shutterstock, CC images, Midjourney, Unsplash.

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Judge Orders All AI-Generated Research To Be Declared in Court

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Judge Orders All AI-Generated Research To Be Declared in Court

A Texas federal judge has ordered that AI-generated content should not be used to make arguments in court, and that such information must be declared and verified by a human.

Judge Brantley Starr’s ruling comes after one attorney, Steven Schwartz, last week allowed OpenAI’s ChatGPT to “supplement” his legal research by providing him with six cases and relevant precedent. All the cases were untrue and completely “hallucinated” by the chatbot.

Also read: ChatGPT’s Bogus Citations Land US Lawyer in Hot Water

The debacle received wide coverage, leaving Schwartz with “regrets.” Other lawyers who may have been contemplating trying the stunt now have to think twice, as Judge Starr has put an end to it.

Judge Starr also added a requirement that any attorney who appears in his courtroom declare that “no portion of the filing was drafted by generative artificial intelligence,” or if it was, that it was checked “by a human being.”

Judge Starr lays down the law

The eminent judge has set specific rules for his courtroom, just like other judges, and recently added the Mandatory Certification Regarding Generative Artificial Intelligence.

This states that: “All attorneys appearing before the Court must file on the docket a certificate attesting either that no portion of the filing was drafted by generative artificial intelligence (such as ChatGPT, Harvey.AI, or Google Bard) or that any language drafted by generative artificial intelligence was checked for accuracy, using print reporters or traditional legal databases, by a human being.”

A form for lawyers to sign is appended, noting that “quotations, citations, paraphrased assertions and legal analysis are all covered by this proscription.”

According to a report by TechCrunch, summary is one of AI’s strong suits and finding and summarizing precedent or previous cases is something advertised as potentially helpful in legal work. As such, this ruling may be a major spanner in the works for AI.

The certification requirement includes a pretty well-informed and convincing explanation of its necessity.

It states that: “These platforms are incredibly powerful and have many uses in the law: form divorces, discovery requests, suggested errors in documents, anticipated questions at oral argument.

“But legal briefing is not one of them. Here’s why.

“These platforms in their current states are prone to hallucinations and bias,” reads part of the certification.

It further explains that on hallucinations, AI is prone to simply making stuff up – even quotes and citations. While another issue relates to reliability or bias.

Chatbots don’t swear an oath

The certification further notes that although attorneys swear an oath to set aside their personal prejudices, biases, and beliefs to faithfully uphold the law and represent their clients, generative AI is the programming devised by humans who did not have to swear such an oath.

In the case of Schwartz, he said in an affidavit that he was “unaware of the possibility that its (ChatGPT) content could be false.”

He added that he “greatly regrets” using the generative AI and will only “supplement” its use with absolute caution and validation in future, further claiming he had never used ChatGPT prior to this case.

The other side of ChatGPT

Launched last November, ChatGPT is a large language model developed by OpenAI. The AI-powered chatbot is trained on billions of data sets from the internet and can perform a variety of tasks such as generating text and translating languages.

Despite going viral and provoking a fierce AI race, ChatGPT has its downsides – it can hallucinate and has misled Schwartz, who was representing Roberto Mata in a lawsuit against Colombian airline Avianca. Effectively, the chatbot provided citations to cases that did not exist.

Yet when Schwartz asked ChatGPT if one of the supposed cases was a real case, it responded “yes, (it) is a real case.” When asked for sources, the chatbot told Schwartz the case could be found “on legal research database such as Westlaw and LexisNexis.”

The matter came to light after the opposing counsel flagged the ChatGPT-generated citations as fake.

US District Court Judge Kevin Castel confirmed six of them as non-existent and demanded an explanation from Schwartz.

“Six of the submitted cases appear to be bogus judicial decisions with bogus quotes and bogus internal citations,” wrote Judge Castel in a May 4 order.

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Nvidia Debuts AI Tools in an Era Where “Anyone Can Be a Programmer”

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Nvidia Debuts AI Tools in an Era Where “Anyone Can Be a Programmer”

The world’s most valuable chip maker Nvidia has unveiled a new batch of AI-centric products, as the company rides on the generative AI wave where anyone can be a programmer.

Nvidia announced a new supercomputer and a networking system, while the company also aims to make video game characters more realistic.

The wide range of products include robotics design, gaming capabilities, advertising services, and networking technology, which CEO Jensen Huang unveiled during a two-hour presentation in Taiwan on Monday.

Also read: Google Claims its AI Computer Outperforms Nvidia’s A100 Chip

Most notable of the new products is the AI supercomputer platform named DGX GH200 that will help tech companies create successors to OpenAI’s ChatGPT.

According to the company, the new DGX GH200 supercomputers combine 256 GH200 superchips that can act as a single graphics processing unit (GPU). The result is a system that boasts nearly 500 times the memory of a single Nvidia’s DGX A100 system.

“Generative AI, large language models, and recommender systems are the digital engines of modern economy,” said Huang.

“DGX GH200 AI supercomputers integrate Nvidia’s most advanced accelerated computing and networking technologies to expand the frontier of AI.”

So far, Microsoft Corp., Meta Platforms Inc., and Alphabet’s Google are expected to be among the first users, according to Nvidia.

The DGX GH200 supercomputers are expected to be available by the end of 2023.

The GH200 superchips which power the new supercomputer work by combining Nvidia’s Arm-based Grace GPU and an Nvidia H100 Tensor Core GPU in a single package.

The chipmaker also revealed that it’s building its own supercomputer running four DGX 200 systems at the same time to power its own research.

Nvidia also released its ACE generative AI model for video games, enabling gaming companies to use generative AI for large games with multiple non-player characters, giving them unique lines of dialogue and ways to interact with players that would normally need to be individually programmed.

Easy ad content

Alongside the hardware announcement, the company said it has partnered with advertising giant WPP to create a content engine that uses its Omniverse technology and generative AI capabilities to help build out ad content.

The move is intended to cut down the time and cost of producing ads by enabling WPP’s clients to lean on Nvidia’s technology.

Electronics manufacturers such as Foxconn, Pegatron, and Wistron are using Omniverse technology to create digital twins of their factory floors, so they can get a sense of how best to lay them out before making any physical changes.

A new computing era

Presenting at the forum, Huang acknowledged that advancements in AI are ushering in a new era in computing. He says anyone can be a programmer simply by speaking to the computer.

According to the Nvidia boss, gone are the days when programmers would write lines of code, only for it to display the “fail to compile” response because of a missing semicolon.

“This computer doesn’t care how you program it, it will try to understand what you mean, because it has this incredible large language model capability. And so the programming barrier is incredibly low,” said Huang.

“We have closed the digital divide. Everyone is a programmer. Now, you just have to say something to the computer,” he added.

Huang said his company has managed to bridge the digital gap, and the tech giant will continue to capitalize on the AI frenzy that has made Nvidia one of the world’s most valuable chipmakers.

Nvidia’s stock price is rising

Nvidia’s major announcements came as shares of the tech giant jumped last week on news that the company anticipated second quarter revenue above Wall Street’s expectations, based on the strength of its data center business.

The company hit the $1 trillion market cap just before the US markets opened on Tuesday. Its shares are trading at $407 in the pre-market, nearly 5% up from Monday.

Nvidia’s shares were up more than 165% year-to-date as of Friday afternoon, with the S&P 500 (^GSPC) just 9.5% higher in the same frame.

Rival chip maker AMD has experienced a similar boost in share price, rising 93%. However, Intel (INTC) is lagging behind with shares up just 8%.

According to Yahoo Finance tech editor Daniel Howley, while analysts see Nividia well ahead of its chip rivals in the AI processing space, how long that continues to be the case is anyone’s guess.

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ChatGPT’s Bogus Citations Land US Lawyer in Hot Water

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ChatGPT's Bogus Citations Land US Lawyer in Hot Water

A lawyer in the United States is facing disciplinary action after his law firm used popular AI chatbot ChatGPT for legal research and cited fake cases in a lawsuit.

Steven A. Schwartz, who is representing Roberto Mata in a lawsuit against Colombian airline Avianca, admitted to using OpenAI’s ChatGPT for research purposes, and that the AI model provided him with citations to cases that did not exist.

Mata is suing Avianca for a personal injury caused by a serving cart in 2019, claiming negligence by an employee.

Also read: Opera Unveils GPT-Powered AI Chatbot Aria

Bogus all the way

According to a BBC report, the matter came to light after Schwartz, a lawyer with 30 years experience, used these cases as precedent to support Mata’s case.

But the opposing counsel flagged the ChatGPT-generated citations as fake. US District Court Judge Kevin Castel confirmed six of them as non-existent. He demanded an explanation from Schwartz, an attorney with New York-based law company Levidow, Levidow & Oberman.

“Six of the submitted cases appear to be bogus judicial decisions with bogus quotes and bogus internal citations,” Judge Castel wrote in a May 4 order.

“The court is presented with an unprecedented circumstance.”

The supposed cases include: Varghese v. China South Airlines, Martinez v. Delta Airlines, Shaboon v. EgyptAir, Petersen v. Iran Air, Miller v. United Airlines, and Estate of Durden v. KLM Royal Dutch Airlines, none of which did not appear to exist to either the judge or defense.

Lawyer claims ignorance

ChatGPT is a large language model developed by OpenAI. Launched in November, the AI is trained on billions of data from the Internet and can perform a variety of tasks like generate text, translate languages, and even write poetry, and solve difficult math problems.

But ChatGPT is prone to “hallucinations” – tech industry speak for when AI chatbots produce false or misleading information, often with confidence.

In an affidavit last week, Schwartz said he was “unaware of the possibility that its [ChatGPT] content could be false.” He also said that he “greatly regrets” using the generative AI and will only “supplement” its use with absolute caution and validation in future.

Schwartz claimed to have never used ChatGPT prior to this case. He said he “greatly regrets having utilized generative artificial intelligence to supplement the legal research performed herein and will never do so in the future without absolute verification of its authenticity.”

The career attorney now faces a court hearing on June 8 after accepting responsibility for not confirming the authenticity of the ChatGPT sources. Schwartz was asked to show cause why he shouldn’t be sanctioned “for the use of a false and fraudulent notarization.”

ChatGPT’s confident lies

According to the BBC report, Schwartz’s affidavit contained screenshots of the attorney that confirmed his chats with ChatGPT.

Schwartz asked the chatbot, “is varghese a real case?”, to which ChatGPT responded “yes, [it] is a real case.” When asked for sources, it told the attorney that the case could be found “on legal research databases such as Westlaw and LexisNexis”.

Again, the attorney asked: “Are the other cases you provided fake?” ChatGPT responded “No”, adding that the cases could be found on other legal databases. “I apologize for the confusion earlier,” ChatGPT said.

“Upon double-checking, I found the case Varghese v. China Southern Airlines Co. Ltd., 925 F.3d 1339 (11th Cir. 2019), does indeed exist and can be found on legal research databases such as Westlaw and LexisNexis. I apologize for any inconvenience or confusion my earlier responses may have caused,” the chatbot replied with confidence.

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