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AI February 14, 2023

AI Algorithms Show Gender Bias

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AI Algorithms Show Gender Bias

Artificial intelligence (AI) has attracted huge interest from almost every primary industry and company. But a recent Guardian report has highlighted concerning issues, such as the gender bias of AI tools.

The Guardian investigation looked at AI effectiveness when detecting sexual suggestiveness, i.e. the raciness of images.

With the increasing need for content moderation, particularly on social media, AI tools have been touted as a means of flagging images that may be inappropriate for the audience. The Guardian research, however, calls into question the neutrality of such tools.

AI Algorithms Show Gender Bias: Guardian Report

To test this claim, Guardian journalists analyzed hundreds of pictures of men and women working out, in underwear, as well as medical tests with partial nudity using AI tools. The result was that more images of women, even in normal situations, were labeled as sexually suggestive.

The AI tools also had the same results with medical pictures, even of pregnant women. AI algorithms mostly rated images of women as racier than similar images of men.

Such findings suggest that any platform deploying AI tools may end up censoring more photos of women, further limiting the reach of female-related businesses.

Some AI tools tested by the journalists include those from major tech firms like Google, Amazon, and Microsoft — indicating the problem was not unique to startups.

That these companies provide content moderation AI tools to major platforms such as LinkedIn and Instagram is no secret. Several users have previously reported being shadowbanned or having their content removed from social media platforms due to it being deemed racy by AI. Women were disproportionately affected in this regard.

AI’s bias history

This is not the first time that AI biases have been exposed. Researchers from the Ben-Gurion University of the Negev and Canada’s Western University found that AI had more exaggerated biases compared to humans when it comes to facial age recognition.

A New York Times report from 2019, meanwhile, warned that AI tools are learning from a large trove of digitized information and could also pick up human biases.

For example, a Google AI technology called BERT associated men with computer programming and gave less credit to females. In most cases, AI tools echo gender and racial biases in today’s society. This is evident in a paper by Cambridge University researchers noting that AI recruitment tools did little to improve diversity or reduce bias.

MetaNews previously reported that AI selfie application Lensa generated controversies over its sexualization of women.

Companies confront AI bias

So far, several companies are striving to meet ethical AI guidelines. But there is no ready-made solution to prevent such biases from emerging. Thus, some companies are opting to sunset products which exhibit signs of biases.

In 2018, Amazon scrapped plans for an AI-powered recruitment engine after it noticed that the tool discriminated against women. Microsoft also announced in 2022 that it would stop selling AI-based facial-analysis software tools due to the problematic bias and inaccuracies of the algorithm.

With artificial intelligence making a major comeback in 2023, concerns about ethical issues and inheriting human biases remain a pressing challenge for companies and developers.

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

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AI Code of Conduct Coming ‘Within Weeks’ Says US and Europe

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AI Code of Conduct Coming 'Within Weeks' Says US and Europe

On Wednesday a top EU official said the European Union and United States expect to draft a voluntary code of conduct on artificial intelligence within weeks. The move comes amid concerns about the potential risks of AI on humanity, and as calls for regulation intensify.

European Commission Vice President Margrethe Vestager said that the United States and the European Union should promote a voluntary code of conduct for AI to provide safeguards as new legislation is being developed.

She was speaking at a meeting of the EU-U.S. Trade and Technology Council (TTC), which is jointly led by American and European officials. Any new rules on AI will not take effect until at least after three years, she said. The code is, therefore, expected to bridge that gap.

Also read: EU Antitrust Chief Steps up Rhetoric on Metaverse, AI Regulation

Game-changing AI technology

“We need accountable artificial intelligence. Generative AI is a complete game changer,” Vestager said after the council’s meeting in Sweden, AP reported.

“Everyone knows this is the next powerful thing. So within the next weeks, we will advance a draft of an AI code of conduct.”

She said officials will gather feedback from companies developing and using AI, and other industry players. Vestager hopes there would be a final proposal “very, very soon for industry to commit to voluntarily.”

US Secretary of State Antony Blinken said he had an “intensive and productive” discussion on AI with his European counterparts at the TTC forum.

“[The council has] an important role to play in helping establish voluntary codes of conduct that would be open to all like-minded countries,” Blinken said.

AI could end human race

The development of AI has raised concerns about its potential to be used for harmful purposes, such as discrimination, surveillance, and nuclear war. There have also been concerns about the potential for AI to create mass unemployment.

As MetaNews previously reported, one of the core issues is what experts described as the “alignment problem.” Essentially, the problem refers to the difficulty of ensuring that an AI system’s goals and objectives are aligned with those of its human creators.

Critics say the danger is that an AI system may develop its own goals and objectives that conflict with those of its creators, leading to disastrous outcomes. On Tuesday, about 350 scientists and experts signed a statement calling for AI regulation to be a global priority.

“Mitigating the risk of extinction from AI should be a global priority alongside other societal-scale risks such as pandemics and nuclear war,” the statement stated.

The statement is from San Francisco-based non-profit the Center for AI Safety. It was signed by chief executives from Google DeepMind and ChatGPT creators OpenAI, along with other major figures in artificial intelligence research.

In May, leaders of the so-called G7 nations met in Japan and called for the development of technical standards to keep AI “trustworthy”. They urged international dialogue on the governance of AI, copyright, transparency, and the threat of disinformation.

According to Vestager, specific agreements, not just general statements, are needed. She suggested that the the 27-nation EU and the US could help drive the process.

“If the two of us take the lead with close friends, I think we can push something that will make us all much more comfortable with the fact that generative AI is now in the world and is developing at amazing speeds,” she said.

Worldwide concern

The U.S. and the European Union are not the only jurisdictions working on AI regulation. China’s Cyberspace Administration has already issued new regulations that ban the use of AI-generated content to spread “fake news.”

In Australia, Industry and Science Minister Ed Husic said regulation is coming soon.

“There’s a sort of feeling in the community that they want to have the assurance … that the technology isn’t getting ahead of itself and it’s not being used in a way that creates disadvantage or risk for people,” he said, according to local media reports.

“That’s why the [federal government] wants to set up the next reforms that can give people confidence that we are curbing the risks and maximising the benefits.”

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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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