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data-ttid="ContentHearContaer" class="ContentHearContaer-cGKRbE knDxNq"><div class="ContentHearHedAccredatnWrapper-GFiQf cDNVlV"><div data-ttid="ContentHearTleBlockWrapper" class="ContentHearTleBlockWrapper-cjmSKp beyFWC"><div data-ttid="ContentHearRubric" class="ContentHearRubricBlock-LmpbT btuQxh"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl byl--led-wh-bg ContentHearByl-cZqgyJ bHLeKI"><p class="ByleWrapper-jWHrLH hAfVoD byle bylbyle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cVPPwi bylename"><a class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM ByleLk-gEnFiw iUEiRd kZoQA-D ecbzIP BDKtv bylename-lk button" href="/thor/khari-johnson">Khari Johnson</a></span></span></p></div><div data-ttid="ContentHearRubricDateBlock" class="ContentHearRubricDateBlock-kAQcZP fTFWxD"><div class="RubricWrapper-dKmCNX gmxdsS bric ContentHearRubricContaer-eTudtt edKnIL"><a 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Rearchers are tryg different approach to addrs the problem.</div></div></div><div class="ContentHearLeadAsset-hGbumP cAlrhp lead-asset ContentHearLeadAssetWrapper-hfXHEc bjtV lead-asset--width-small" data-ttid="ContentHearLeadAsset"><figure class="ContentHearLeadAssetContent-kOfYSG dRGWbI"><div class="ContentHearLeadAssetContentMedia-bLEIpi jjhWdS lead-assetntentphoto"><span class="SpanWrapper-umhxW jvZaPI rponsive-asset ContentHearRponsiveAsset-bREgIb cZenhb"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gOkWog"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa ContentHearRponsiveAsset-bREgIb cZenhb rponsive-image"><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w, 960w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w, 960w, 1280w, 1600w, 1920w, 2240w" siz="100vw"/><img alt="Phone displayg OpenAI logo" class="RponsiveImageContaer-eybHBd fptoWY rponsive-imageimage" src="></picture></div></div></span><div class="CaptnWrapper-jSZdqE kJoQGV ptn ContentHearLeadAssetCaptn-hPWmSN cZMGrQ"><span class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ CaptnCred-ejegDm iUEiRd iggRJP fNaHcW ptncred">Photograph: Getty Imag</span></div></div></figure><div data-ttid="ContentHearLeadRailAnchor" class="ContentHearLeadRailAnchor-jYVcDc djtEof"></div></div></div></hear></div><div data-attribute-verso-pattern="article-body" class="ArticlePageContentBackGround-cNiFNN gVjmSM article-bodyntent"><div class="ActnBarWrapperContent-lasBkU cAHp"><div class="ActnBarWrapperComponent-cjwxLS bEeSLb"><div data-attr-viewport-monor="" class="ActnBarWrapper-dhxmQh bnoUoi viewport-monor-anchor"><button id="bookmark" aria-label="Save" class="ActnBarButton-dyFOZU hqsiKz bookmark large-screen"><span class="ActnBarSendaryButtonPrimaryIn-isbvyN cAwccV bookmark-button-in"><svg class="in in-bookmark" width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="><tle>Save this story</tle><path 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ChannelCloudSubChannelText-bLbKFp iUEiRd tLPVq bdgOqw">End User</p><a href=" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM ChannelCloudSubChannelLk-gQCRso iUEiRd kZoQA-D jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLkText-gdDawd iUEiRd eNtHDx cZSeVK">Big pany</p></a><a href=" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM ChannelCloudSubChannelLk-gQCRso iUEiRd kZoQA-D jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLkText-gdDawd iUEiRd eNtHDx cZSeVK">Rearch</p></a></div><div class="ChannelCloudSubChannelContaer-fYiCEj hlviLy"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelText-bLbKFp iUEiRd tLPVq bdgOqw">Sector</p><a href=" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM ChannelCloudSubChannelLk-gQCRso iUEiRd kZoQA-D jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLkText-gdDawd iUEiRd eNtHDx cZSeVK">IT</p></a></div><div class="ChannelCloudSubChannelContaer-fYiCEj hlviLy"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelText-bLbKFp iUEiRd tLPVq bdgOqw">Source Data</p><a href=" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM ChannelCloudSubChannelLk-gQCRso iUEiRd kZoQA-D jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLkText-gdDawd iUEiRd eNtHDx cZSeVK">Text</p></a></div><div class="ChannelCloudSubChannelContaer-fYiCEj hlviLy"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelText-bLbKFp iUEiRd tLPVq bdgOqw">Technology</p><a href=" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM ChannelCloudSubChannelLk-gQCRso iUEiRd kZoQA-D jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLkText-gdDawd iUEiRd eNtHDx cZSeVK">Natural language procsg</p></a><a href=" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM ChannelCloudSubChannelLk-gQCRso iUEiRd kZoQA-D jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLkText-gdDawd iUEiRd eNtHDx cZSeVK">Mache learng</p></a></div></div></div></div></div></div><div class="ArticlePageChunksContent-etcMtP bwyLBj"><div data-ttid="ArticlePageChunks" class="ArticlePageChunks-fLyCVG eOdfIs"><div class="GridWrapper-cAzTTK kHBDeH grid grid-margs grid-ems-2 ArticlePageChunksGrid-hfxa bjczjj grid-layout--adrail narrow wi-adrail"><div class="GridItem-buujkM stRKV grid--em grid-layoutntent"><div class="BodyWrapper-kufPGa jcsZmt body bodyntaer articlebody" data-journey-hook="client-ntent" data-ttid="BodyWrapper"><div class="bodyner-ntaer"><p><span class="lead--text-llout">In July 2020,</span> OpenAI lnched GPT-3, an <a href=">artificial telligence</a> language mol that quickly stoked excement about puters wrg poetry, news articl, and programmg . Jt as quickly, was shown to sometim be foulmouthed and toxic. OpenAI said was workg on fix, but the pany recently disvered GPT-3 was beg ed to <a href=">generate child porn</a>.</p><p class="paywall">Now <a href=">OpenAI</a> rearchers say they’ve found a way to curtail GPT-3’s toxic text by feedg the program roughly 100 encyclopedia-like sampl of wrg by human profsnals on topics like history and technology but also abe, vlence, and jtice.</p><p class="paywall">OpenAI’s project shows how the tech dtry is scramblg to nstra the dark si of a technology that’s shown enormo potential but also n spread disrmatn and perpetuate bias. There’s a lot ridg on the oute: Big tech pani are movg rapidly to offer servic based on the large language mols, which n terpret or generate text. Google lls them <a href=">central to the future of search</a>, and Microsoft is g <a href=">GPT-3 for programmg</a>. In a potentially more omo velopment, groups are workg on <a href=">open source</a> versns of the language mols that uld exhib the same weakns and share them more wily. So rearchers are lookg to unrstand how they succeed, where they fall short, and how they n be improved.</p><div class="Contaer-bkChBi byNLHx"></div><p class="paywall">Abubakar Abid is CEO of <a href=">mache-learng</a> ttg startup Grad and was among the first people to ll attentn to GPT-3’s bias agast Mlims. Durg a workshop December 2020, Abid examed the way GPT-3 generat text about religns g the prompt “Two _ walk to a.” Lookg at the first 10 rpons for var religns, he found that GPT-3 mentned vlence once each for Jews, Buddhists, and Sikhs, twice for Christians, but ne out of 10 tim for Mlims. In a paper earlier this year, Abid and several thors <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">showed</a> that jectg posive text about Mlims to a large language mol rced the number of vlence mentns about Mlims by nearly 40 percentage pots.</p><p class="paywall">Other rearchers are tryg different approach. Ey Dan, a rearch engeer at Facebook AI Rearch, is ttg ways to elimate toxic text by makg more of . Dan hir Amazon Mechanil Turk ntractors to say awful thgs nversatns wh language mols to provoke them to generate hate speech, profany, and sults. Humans then label that output as safe or unsafe; those labels help tra AI to intify toxic speech.</p><asi aria-hidn="te" class="PullQuoteEmbedWrapper-sc-EoVjf kgVYDs"><div class="PullQuoteDerativeBorr-sc-iUyOLj jyfYFL"></div><div class="PullQuoteEmbedContent-sc-kTcfhx knYsPB"><p class="paywall">GPT-3 mak racist jok, ndon terrorism, and acc people of beg rapists.</p></div></asi><p class="paywall">GPT-3 has shown imprsive abily to unrstand and pose language. It n <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">answer</a> SAT analogy qutns better than most people, and was able to <a href=">fool Redd ers</a> whout beg found out.</p><div data-attr-viewport-monor="le-recirc" class="le-recirc-wrapper le-recirc-observer-target-1 viewport-monor-anchor"></div><p class="paywall">But even s creators knew GPT-3’s tenncy to generate racism and sexism. Before was licensed to velopers, OpenAI released a paper May 2020 wh tts that found GPT-3 has a generally low opn of Black people and exhibs sexism and other forms of bias. Dpe those fdgs, OpenAI announced plans to <a href=">mercialize the technology</a> a month later. That’s a sharp ntrast om the way OpenAI handled an earlier versn of the mol, GPT-2, 2019. Then, ially released only small versns of the mol. At the same time, partners amia issued multiple <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">studi</a> of how large language mols n be mised or adversely impact society.</p><div><div class="ConsumerMarketgUnThemedWrapper-iUTMTf jssHut nsumer-marketg-un nsumer-marketg-un--article-mid-ntent" role="prentatn" aria-hidn="te"><div class="nsumer-marketg-unslot nsumer-marketg-unslot--article-mid-ntent nsumer-marketg-unslot---ntent"></div><div class="journey-un"></div></div></div><p class="paywall">In the recent paper highlightg ways to rce the toxicy of GPT-3, OpenAI disclosed tts showg the base versn of GPT-3 refers to some people as animals and associat whe people wh terms like “supremacy” and “superry”; such language perpetuat long-held stereotyp and humaniz non-whe people. GPT-3 also mak racist jok, ndon terrorism, and acc people of beg rapists.</p></div></div></div><div class="GridItem-buujkM fVLMby grid--em grid-layoutasi"><div class="StickyBoxWrapper-jfYB kNleGZ sticky-box"><div class="StickyBoxPrimary-dzWDWL cdhYoN sticky-boxprimary"><div class="Contaer-bkChBi byNLHx"></div><div class="AdWrapper-dQtivb fZrssQ ad ad--rail"><div class="adslot adslot--rail" data-no-id="gy9oo"></div></div><div class="ConsumerMarketgUnThemedWrapper-iUTMTf jssHut nsumer-marketg-un nsumer-marketg-un--display-rail" role="prentatn" aria-hidn="te"><div class="nsumer-marketg-unslot nsumer-marketg-unslot--display-rail"></div><div class="journey-un"></div></div><div data-attr-viewport-monor="" class="RecircMostPopularWrapper-bRuGTi jkTTgR recirc-most-popular-wrapper viewport-monor-anchor"><div class="RecircMostPopularConter-jiViNn ktrplG recirc-most-popular-sparrow-trackg hi-asi-ad" data-most-popular-id="mod-most-popular-3"><div class="RecircMostPopularHeadg-iVzhzt jwAffc">Most 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data-no-id="njaaya"></div></div></li></ul><div class="RecircMostPopularFooter-enPjgs gvTU"></div></div></div></div><div class="StickyBoxPlaceholr-grPmrg dxAvXx"></div></div></div></div><div class="RowWrapper-UmqTg HEhan full-bleed-ad row-mid-ntent-ad"><div class="StickyMidContentAdWrapper-fSBzwl drzyIa ad-stickymidntent"><div class="AdWrapper-dQtivb fZrssQ ad ad--mid-ntent should-hold-space"><div class="adslot adslot--mid-ntent" data-no-id="h0zp"></div></div></div></div><div class="GridWrapper-cAzTTK kHBDeH grid grid-margs grid-ems-2 ArticlePageChunksGrid-hfxa bjczjj grid-layout--adrail narrow wi-adrail"><div class="GridItem-buujkM stRKV grid--em grid-layoutntent"><div class="BodyWrapper-kufPGa jcsZmt body bodyntaer articlebody" data-journey-hook="client-ntent" data-ttid="BodyWrapper"><div class="bodyner-ntaer"><p class="paywall">In another tt, Xudong Shen, a Natnal Universy of Sgapore PhD stunt, rated language mols based on how much they stereotype people by genr or whether they intify as queer, transgenr, or nonbary. He found that larger AI programs tend to engage more stereotypg. Shen says the makers of large language mols should rrect the flaws. OpenAI rearchers also found that language mols tend to grow more toxic as they get bigger; they say they don’t unrstand why that is.</p><div class="AdWrapper-dQtivb fZrssQ ad ad---ntent"><div class="adslot ad__slot---ntent" data-no-id="03z25"></div></div><p class="paywall">Text generated by large language mols is g ever closer to language that looks or sounds like me om a human, yet still fails to unrstand thgs requirg reasong that almost all people unrstand. In other words, as some rearchers put , this AI is a fantastic bullshter, pable of nvcg both AI rearchers and other people that the mache unrstands the words generat.</p><asi aria-hidn="te" class="PullQuoteEmbedWrapper-sc-EoVjf kgVYDs"><div class="PullQuoteDerativeBorr-sc-iUyOLj jyfYFL"></div><div class="PullQuoteEmbedContent-sc-kTcfhx knYsPB"><p class="paywall">“People are havg a hard time tchg up [and] anticipatg or planng for AI failur.”</p></div><div class="PullQuoteEmbedCred-sc-wBdfd dNSzbn"><span class="paywall">Matthew Hong, rearcher, Universy of Washgton</span></div></asi><p class="paywall">UC Berkeley psychology profsor Alison Gopnik studi how toddlers and young people learn to apply that unrstandg to putg. Children, she said, are the bt learners, and the way kids learn language stems largely om their knowledge of and teractn wh the world around them. Conversely, large language mols have no nnectn to the world, makg their output ls ground realy.</p><p class="paywall">“The fn of bullshtg is you talk a lot and kd of sounds plsible, but there's no mon sense behd ,” Gopnik says.</p><p class="paywall">Yej Choi, an associate profsor at the Universy of Washgton and lear of a group studyg mon sense at the Allen Instute for AI, has put GPT-3 through dozens of tts and experiments to document how n make mistak. Sometim repeats self. Other tim <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">volv</a> to generatg toxic language even when begng wh offensive or harmful text.</p><p class="paywall">To teach AI more about the world, Choi and a team of rearchers created PIGLeT, AI traed a simulated environment to unrstand thgs about physil experience that people learn growg up, such as ’s a bad ia to touch a hot stove. That trag led a relatively small language mol to outperform others on mon sense reasong tasks. Those rults, she said, monstrate that sle is not the only wng recipe and that rearchers should nsir other ways to tra mols. Her goal: “Can we actually build a mache learng algorhm that n learn abstract knowledge about how the world works?”</p><p class="paywall">Choi is also workg on ways to rce the toxicy of language mols. Earlier this month, she and lleagu troduced <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">an algorhm</a> that learns om offensive text, siar to the approach taken by Facebook AI Rearch; they say rc toxicy better than several existg techniqu. Large language mols n be toxic bee of humans, she says. “That's the language that's out there.”</p><div data-attr-viewport-monor="le-recirc" class="le-recirc-wrapper le-recirc-observer-target-2 viewport-monor-anchor"></div><p class="paywall">Perversely, some rearchers have found that attempts to fe-tune and remove bias om mols n end up hurtg margalized people. In a paper <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">published April</a>, rearchers om UC Berkeley and the Universy of Washgton found that Black people, Mlims, and people who intify as LGBT are particularly disadvantaged.</p><p class="paywall">The thors say the problem stems, part, om the humans who label data misjudgg whether language is toxic or not. That leads to bias agast people who e language differently than whe people. Cothors of that paper say this n lead to self-stigmatizatn and psychologil harm, as well as force people to swch. OpenAI rearchers did not addrs this issue their recent paper.</p><div class="GenericCalloutWrapper-tojWn ftdwXT llout--has-top-borr" data-ttid="GenericCallout"><asi class="Sibar-pgAgH kJWjjR" data-ttid="SibarEmbed"><div role="headg" aria-level="4" class="paywall headg-h4" data-sectn-tle=""><a href=">Keep Readg</a></div><p class="paywall" data-sectn-tle=""><a href="><figure class="AssetEmbedWrapper-eVDQiB byBkf asset-embed"><div class="AssetEmbedAssetContaer-eJxoAx dBHGoQ asset-embedasset-ntaer"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset AssetEmbedRponsiveAsset-cXBNxi eCxVQK asset-embedrponsive-asset"><picture class="RponsiveImagePicture-cWuUZO dUOtEa AssetEmbedRponsiveAsset-cXBNxi eCxVQK asset-embedrponsive-asset rponsive-image"><noscript><img alt="Go Deep on AI Explore the technology like never before wh our new database." class="RponsiveImageContaer-eybHBd fptoWY rponsive-imageimage" src=" srcSet=" 120w, 240w, 320w, 640w, 960w, 1280w, 1600w" siz="100vw"/></noscript></picture></span></div></figure></a></p><div role="headg" aria-level="5" class="paywall headg-h5" data-sectn-tle=""></div><div role="headg" aria-level="5" class="paywall headg-h5" data-sectn-tle="">Search our <a href=">artificial telligence database</a> and disver stori by sector, tech, pany, and more.</div></asi></div><p class="paywall">Jse Dodge, a rearch scientist at the Allen Instute for AI, reached a siar ncln. He looked at efforts to rce negative stereotyp of gays and lbians by removg om the trag data of a large language mol any text that ntaed the words “gay” or “lbian.” He found that such efforts to filter language n lead to data sets that effectively erase people wh the inti, makg language mols ls pable of handlg text wrten by or about those groups of people.</p><p class="paywall">Dodge says the bt way to al wh bias and equaly is to improve the data ed to tra language mols stead of tryg to remove bias after the fact. He remends better documentg the source of the trag data and regnizg the limatns of text scraped om the web, which may overreprent people who n afford ter accs and have the time to make a webse or post a ment. He also urg documentg how ntent is filtered and avoidg blanket e of blocklists for filterg ntent scraped om the web.</p></div></div></div><div class="GridItem-buujkM fVLMby grid--em grid-layoutasi"><div class="StickyBoxWrapper-jfYB jxBcTH sticky-box"><div class="StickyBoxPrimary-dzWDWL cdhYoN sticky-boxprimary"><div class="AdWrapper-dQtivb fZrssQ ad ad--rail"><div class="adslot adslot--rail" data-no-id="kcj745"></div></div><div class="ConsumerMarketgUnThemedWrapper-iUTMTf jssHut nsumer-marketg-un nsumer-marketg-un--display-rail" role="prentatn" aria-hidn="te"><div class="nsumer-marketg-unslot nsumer-marketg-unslot--display-rail"></div><div class="journey-un"></div></div><div data-attr-viewport-monor="" class="RecircMostPopularWrapper-bRuGTi jkTTgR recirc-most-popular-wrapper viewport-monor-anchor"><div class="RecircMostPopularConter-jiViNn ktrplG recirc-most-popular-sparrow-trackg hi-asi-ad" data-most-popular-id="mod-most-popular-4"><div class="RecircMostPopularHeadg-iVzhzt 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data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ cJGBzK summary-emhed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">The 17 Bt (and Worst) Mattrs You Can Buy Onle</div></div></div></a><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-embyle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-embyle"><div class="summary-embylentent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle bylbyle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU bylename">Mart Cizmar</span></span></p></div></div></div></div></div></div></li><li><div class="AdWrapper-dQtivb fZrssQ RecircMostPopularSummaryItem-jQxxiw kOYCLW ad ad--asi"><div class="adslot adslot--asi" data-no-id="2i75ar"></div></div></li></ul><div class="RecircMostPopularFooter-enPjgs gvTU"></div></div></div></div><div class="StickyBoxPlaceholr-grPmrg dxAvXx"></div></div></div></div><div class="RowWrapper-UmqTg HEhan full-bleed-ad row-mid-ntent-ad"><div class="StickyMidContentAdWrapper-fSBzwl drzyIa ad-stickymidntent"><div class="AdWrapper-dQtivb fZrssQ ad ad--mid-ntent should-hold-space"><div class="adslot adslot--mid-ntent" data-no-id="ikqqlx"></div></div></div></div><div class="GridWrapper-cAzTTK kHBDeH grid grid-margs grid-ems-2 ArticlePageChunksGrid-hfxa bjczjj grid-layout--adrail narrow wi-adrail"><div class="GridItem-buujkM stRKV grid--em grid-layoutntent"><div class="BodyWrapper-kufPGa jcsZmt body bodyntaer articlebody" data-journey-hook="client-ntent" data-ttid="BodyWrapper"><div class="body__ner-ntaer"><p class="paywall">Dodge created a checklist for rearchers wh about 15 data pots to enforce standards and build on the work of others. Th far the checklist has been ed more than 10,000 tim to enurage rearchers to clu rmatn sential to reproducg their rults. Papers that met more of the checklist ems were more likely to be accepted at mache learng rearch nferenc. Dodge says most large language mols lack some ems on the checklist, such as a lk to source or tails about the data ed to tra an AI mol; one three papers published do not share a lk to to verify rults.</p><p class="paywall">But Dodge also se more systemic issu at work. He says there’s growg prsure to move AI quickly om rearch to productn, which he says n lead rearchers to publish work about somethg trendy and move on whout proper documentatn.</p><p class="paywall">In another <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">recent study</a>, Microsoft rearchers terviewed 12 tech workers ployg AI language technology and found that product teams did ltle planng for how the algorhms uld go wrong. Early prototypg of featur such as wrg aids that predict text or search pletn tend to foc on scenars which the AI ponent worked perfectly.</p><p class="paywall">The rearchers signed an teractive “<a href=">playbook</a>” that prompts people workg on an AI language project to thk about and sign for failur of AI text tech the earlit stag. It is beg tted si Microsoft wh a view to makg a standard tool for product teams. Matthew Hong, a rearcher at the Universy of Washgton who worked on the study wh three lleagu while at Microsoft, says the study shows how AI language technology has some ways changed faster than software dtry culture. “Our field is gog through a lot of growg pas tryg to tegrate AI to different products,” he says. “People are havg a hard time tchg up [and] anticipatg or planng for AI failur.”</p><hr class="paywall"/><div role="headg" aria-level="3" class="paywall headg-h3">More Great WIRED Stori</div><ul class="paywall"><li>? 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He was prevly a senr wrer at VentureBeat, where he wrote stori about power, policy, and novel or noteworthy of AI by bs and ernments. 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ContentFooterRelated-kEBiFe kVUuwq"><div class="GridWrapper-cAzTTK eRggVV grid grid-margs grid-ems-0 SummaryCollectnGridComponent-ktyEog bdTTVU summary-llectn-grid RecircListDefltOverlaySummaryCollectnGrid-AHJhY bEaXiL recirc-listems summary-llectn-grid--four-lumns summary-llectn-grid--TextBelowLeft"><div class="GridItem-buujkM kHPPIF grid--em"><div class="SummaryCollectnGridContent-eVUpRm gOErDJ"><div class="SectnTleRoot-dBGvdq iNarkX SummaryCollectnGridSectnTle-fCmYwG izjbVn" data-ttid="SectnTle"><hear class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SectnTleHed-dKqZet dxqEAa iBSm jttyjJ">More om WIRED</hear></div><div class="SummaryCollectnGridItems-DZShR gGnCEZ hi-read-more-ad" data-ttid="SummaryCollectnGridItems"><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-emasset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-emimage-lk summary-em-trackgimage-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-1" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="Meet the Humans Tryg to Keep Us Safe From AI" class="RponsiveImageContaer-eybHBd fptoWY rponsive-imageimage" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-emntent summary-emntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackghed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-1" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-emhed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">Meet the Humans Tryg to Keep Us Safe From AI</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-emk summary-emk--extra-spacg">As artificial telligence explos, the field is expandg beyond the ual spects—and the ual motivatns.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-embyle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-embyle"><div class="summary-embylentent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle bylbyle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU bylename">Will Knight</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-emasset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-emimage-lk summary-em-trackgimage-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-2" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="How ChatGPT and Other LLMs Work&-and Where They Could Go Next" class="RponsiveImageContaer-eybHBd fptoWY rponsive-imageimage" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-emntent summary-emntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackghed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-2" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-emhed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">How ChatGPT and Other LLMs Work—and Where They Could Go Next</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-emk summary-emk--extra-spacg">Large language mols like AI chatbots seem to be everywhere. If you unrstand them better, you n e them better.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-embyle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-embyle"><div class="summary-embylentent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle bylbyle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU bylename">David Nield</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-emasset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-emimage-lk summary-em-trackgimage-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-3" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="AI Could Change How Bld People See the World" class="RponsiveImageContaer-eybHBd fptoWY rponsive-imageimage" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-emntent summary-emntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackghed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-3" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-emhed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">AI Could Change How Bld People See the World</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-emk summary-emk--extra-spacg">Assistive technology servic are tegratg OpenAI's GPT-4, g artificial telligence to help scribe objects and people.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-embyle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-embyle"><div class="summary-embylentent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle bylbyle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU bylename">Khari Johnson</span></span></p></div></div></div></div></div></div><div class="AdWrapper-dQtivb fZrssQ SummaryCollectnGridSummaryItem-WColm dTFXCW ad ad--read-more"><div class="adslot adslot--read-more" data-no-id="8579pq"></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-emasset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-emimage-lk summary-em-trackgimage-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-4" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="Google DeepMd’s CEO Says Its Next Algorhm Will Eclipse ChatGPT" class="RponsiveImageContaer-eybHBd fptoWY rponsive-imageimage" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-emntent summary-emntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackghed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-4" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-emhed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">Google DeepMd’s CEO Says Its Next Algorhm Will Eclipse ChatGPT</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-emk summary-emk--extra-spacg">Demis Hassabis says the pany is workg on a system lled Gemi that will draw on techniqu that powered AlphaGo to a historic victory over a Go champn 2016.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-embyle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-embyle"><div class="summary-embylentent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle bylbyle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU bylename">Will Knight</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-emasset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-emimage-lk summary-em-trackgimage-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-5" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="The Huge Power and Potential Danger of AI-Generated Co" class="RponsiveImageContaer-eybHBd fptoWY rponsive-imageimage" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-emntent summary-emntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackghed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-5" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-emhed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">The Huge Power and Potential Danger of AI-Generated Co</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-emk summary-emk--extra-spacg">Programmg n be faster when algorhms help out, but there is evince AI dg assistants also make bugs more mon.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-embyle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-embyle"><div class="summary-embylentent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle bylbyle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU bylename">Will Knight</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-emasset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-emimage-lk summary-em-trackgimage-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-6" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="Meet the AI Prott Group Campaigng Agast Human Extctn" class="RponsiveImageContaer-eybHBd fptoWY rponsive-imageimage" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-emntent summary-emntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackghed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-6" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-emhed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">Meet the AI Prott Group Campaigng Agast Human Extctn</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-emk summary-emk--extra-spacg">Fears that artificial telligence might wipe out have fueled the rise of groups like Pse AI. Their warngs aren’t that far-fetched, experts say.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-embyle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-embyle"><div class="summary-embylentent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle bylbyle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU bylename">Man Meaker</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-emasset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-emimage-lk summary-em-trackgimage-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-7" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="They Plugged GPT-4 Into Mecraft&-and Unearthed New Potential for AI" class="RponsiveImageContaer-eybHBd fptoWY rponsive-imageimage" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-emntent summary-emntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackghed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-7" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-emhed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">They Plugged GPT-4 Into Mecraft—and Unearthed New Potential for AI</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-emk summary-emk--extra-spacg">The bot plays the vio game by tappg the text generator to pick up new skills, suggtg that the tech behd ChatGPT uld tomate many workplace tasks.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-embyle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-embyle"><div class="summary-embylentent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle bylbyle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU bylename">Will Knight</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-emasset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-emimage-lk summary-em-trackgimage-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-8" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-emimage rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="Amazon’s New Robots Are Rollg Out an Automatn Revolutn" class="RponsiveImageContaer-eybHBd fptoWY rponsive-imageimage" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-emntent summary-emntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackghed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-8" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-emhed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">Amazon’s New Robots Are Rollg Out an Automatn Revolutn</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-emk summary-emk--extra-spacg">A wave of advanced mach is g to the pany’s facili thanks to better AI and robots smart enough to work wh—and whout—humans.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-embyle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-embyle"><div class="summary-embylentent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle 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ai made this out of the words gay rights

29 Dec 2024

The acceptance, banishment and subsequent reappearance of the word ‘gay’ 30 years ago The New York Tim.

AI ART BASED ON THE PHRASE “GAY RIGHTS” IS HILARLY TELLG

“Willem Dafoe Devil says gay rights." * ai made this out of the words gay rights *

Redd ers are havg a vil of a time wh artwork that artificial telligence created wh the phrase “gay rights” as a prompt.

And menters blame humans, not the AI, for the hellish pictn of gay rights. “Hail Gay Satan, ” said someone else. “Willem Dafoe Devil says gay rights, ” another er add.

AFTER YEARS OF PROGRS ON GAY RIGHTS, HOW DID THE US BEE SO ANTI-LGBTQ+?

A slew of bills are rollg back recently won eedoms for gay people. Is Ameri ready to fight for LGBTQ+ rights all over aga? * ai made this out of the words gay rights *

Or how about this quip om the ment sectn: “Gay people go to hell… of a party.

Related: Gay man buys Hell, Michigan, renam “Gay Hell” and vers Pri flags to irrate Tmp.

GAY RIGHTS ARE CIVIL RIGHTS

The Supreme Court says you n’t be fired for beg gay or transgenr. * ai made this out of the words gay rights *

And yet more Redd ers aren’t worried about a one-way ticket to hell, observg that Satan is “hotter anyway” and that he’s “the ultimate gay rights activist [bee] he openly accepts to his doma. People take part the Gay Pri Para Mexi Cy, on June 24, 2017. About 7000 people participated the march, of sexual mori of the LGBT (lbian, gay, bisexual, and transgenr) muny and their supporters parad through the streets of downtown Tokyo to promote a society ee of prejudice and discrimatn.

And where data do go far enough to try and unrstand our muny when led by mercial imperativ, will pat a particular – mostly gay, while, male – picture:.

The narrative that the ‘good gay life’ is a cy. A woman wearg a face mask wh the rabow flag tak part the lbian, gay, bisexual and...

HOW THE TIM GAVE ‘GAY’ ITS OWN VOICE (AGA)

AI art ma this out of the words "Gay rights".

He looked at efforts to rce negative stereotyp of gays and lbians by removg om the trag data of a large language mol any text that ntaed the words “gay” or “lbian. In 2019, the Atlantic ran an opn piece tled “The stggle for gay rights is over”.

BEAR-MAGAZINE.COM AI MADE THIS OUT OF THE WORDS GAY RIGHTS

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ContentHearRubricContaer-eTudtt edKnIL"><a class="RubricLk-gRWSOU fTtYjx bric__lk" href="/tegory/bs"><span class="RubricName-fVtemz cLxcNi">Bs</span></a></div><time data-ttid="ContentHearPublishDate" dateTime="2021-06-17T07:00:00-04:00" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ContentHearTleBlockPublishDate-hYmSqb iUEiRd kwGwWM cXawal">Jun 17, 2021 7:00 AM</time></div></div><h1 data-ttid="ContentHearHed" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ContentHearHed-NCyCC iUEiRd ezNyYX kctZMs">The Efforts to Make Text-Based AI Ls Racist and Terrible</h1></div><div class="ContentHearAccredatn-lfctVB etVsnJ ntent-hear__accredatn" data-ttid="ContentHearAccredatn"><div class="ContentHearDek-bIqFFZ dHmGIY">Language mols like GPT-3 n wre poetry, but they often amplify negative stereotyp. Rearchers are tryg different approach to addrs the problem.</div></div></div><div class="ContentHearLeadAsset-hGbumP cAlrhp lead-asset ContentHearLeadAssetWrapper-hfXHEc bjtV lead-asset--width-small" data-ttid="ContentHearLeadAsset"><figure class="ContentHearLeadAssetContent-kOfYSG dRGWbI"><div class="ContentHearLeadAssetContentMedia-bLEIpi jjhWdS lead-asset__ntent__photo"><span class="SpanWrapper-umhxW jvZaPI rponsive-asset ContentHearRponsiveAsset-bREgIb cZenhb"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gOkWog"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa ContentHearRponsiveAsset-bREgIb cZenhb rponsive-image"><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w, 960w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w, 960w, 1280w, 1600w, 1920w, 2240w" siz="100vw"/><img alt="Phone displayg OpenAI logo" class="RponsiveImageContaer-eybHBd fptoWY rponsive-image__image" src="></picture></div></div></span><div class="CaptnWrapper-jSZdqE kJoQGV ptn ContentHearLeadAssetCaptn-hPWmSN cZMGrQ"><span class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ CaptnCred-ejegDm iUEiRd iggRJP fNaHcW ptn__cred">Photograph: Getty Imag</span></div></div></figure><div data-ttid="ContentHearLeadRailAnchor" class="ContentHearLeadRailAnchor-jYVcDc djtEof"></div></div></div></hear></div><div data-attribute-verso-pattern="article-body" class="ArticlePageContentBackGround-cNiFNN gVjmSM article-body__ntent"><div class="ActnBarWrapperContent-lasBkU cAHp"><div class="ActnBarWrapperComponent-cjwxLS bEeSLb"><div data-attr-viewport-monor="" class="ActnBarWrapper-dhxmQh bnoUoi viewport-monor-anchor"><button id="bookmark" aria-label="Save" class="ActnBarButton-dyFOZU hqsiKz bookmark large-screen"><span class="ActnBarSendaryButtonPrimaryIn-isbvyN cAwccV bookmark-button-in"><svg class="in in-bookmark" width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="><tle>Save this story</tle><path 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class="ChannelCloudSubChannelContaer-fYiCEj hlviLy"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelText-bLbKFp iUEiRd tLPVq bdgOqw">Source Data</p><a href=" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM ChannelCloudSubChannelLk-gQCRso iUEiRd kZoQA-D jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLkText-gdDawd iUEiRd eNtHDx cZSeVK">Text</p></a></div><div class="ChannelCloudSubChannelContaer-fYiCEj hlviLy"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelText-bLbKFp iUEiRd tLPVq bdgOqw">Technology</p><a href=" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM ChannelCloudSubChannelLk-gQCRso iUEiRd kZoQA-D jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLkText-gdDawd iUEiRd eNtHDx cZSeVK">Natural language procsg</p></a><a href=" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM ChannelCloudSubChannelLk-gQCRso iUEiRd kZoQA-D jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLkText-gdDawd iUEiRd eNtHDx cZSeVK">Mache learng</p></a></div></div></div></div></div></div><div class="ArticlePageChunksContent-etcMtP bwyLBj"><div data-ttid="ArticlePageChunks" class="ArticlePageChunks-fLyCVG eOdfIs"><div class="GridWrapper-cAzTTK kHBDeH grid grid-margs grid-ems-2 ArticlePageChunksGrid-hfxa bjczjj grid-layout--adrail narrow wi-adrail"><div class="GridItem-buujkM stRKV grid--em grid-layout__ntent"><div class="BodyWrapper-kufPGa jcsZmt body body__ntaer article__body" data-journey-hook="client-ntent" data-ttid="BodyWrapper"><div class="body__ner-ntaer"><p><span class="lead--text-llout">In July 2020,</span> OpenAI lnched GPT-3, an <a href=">artificial telligence</a> language mol that quickly stoked excement about puters wrg poetry, news articl, and programmg . Jt as quickly, was shown to sometim be foulmouthed and toxic. OpenAI said was workg on fix, but the pany recently disvered GPT-3 was beg ed to <a href=">generate child porn</a>.</p><p class="paywall">Now <a href=">OpenAI</a> rearchers say they’ve found a way to curtail GPT-3’s toxic text by feedg the program roughly 100 encyclopedia-like sampl of wrg by human profsnals on topics like history and technology but also abe, vlence, and jtice.</p><p class="paywall">OpenAI’s project shows how the tech dtry is scramblg to nstra the dark si of a technology that’s shown enormo potential but also n spread disrmatn and perpetuate bias. There’s a lot ridg on the oute: Big tech pani are movg rapidly to offer servic based on the large language mols, which n terpret or generate text. Google lls them <a href=">central to the future of search</a>, and Microsoft is g <a href=">GPT-3 for programmg</a>. In a potentially more omo velopment, groups are workg on <a href=">open source</a> versns of the language mols that uld exhib the same weakns and share them more wily. So rearchers are lookg to unrstand how they succeed, where they fall short, and how they n be improved.</p><div class="Contaer-bkChBi byNLHx"></div><p class="paywall">Abubakar Abid is CEO of <a href=">mache-learng</a> ttg startup Grad and was among the first people to ll attentn to GPT-3’s bias agast Mlims. Durg a workshop December 2020, Abid examed the way GPT-3 generat text about religns g the prompt “Two ___ walk to a.” Lookg at the first 10 rpons for var religns, he found that GPT-3 mentned vlence once each for Jews, Buddhists, and Sikhs, twice for Christians, but ne out of 10 tim for Mlims. In a paper earlier this year, Abid and several thors <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">showed</a> that jectg posive text about Mlims to a large language mol rced the number of vlence mentns about Mlims by nearly 40 percentage pots.</p><p class="paywall">Other rearchers are tryg different approach. Ey Dan, a rearch engeer at Facebook AI Rearch, is ttg ways to elimate toxic text by makg more of . Dan hir Amazon Mechanil Turk ntractors to say awful thgs nversatns wh language mols to provoke them to generate hate speech, profany, and sults. Humans then label that output as safe or unsafe; those labels help tra AI to intify toxic speech.</p><asi aria-hidn="te" class="PullQuoteEmbedWrapper-sc-EoVjf kgVYDs"><div class="PullQuoteDerativeBorr-sc-iUyOLj jyfYFL"></div><div class="PullQuoteEmbedContent-sc-kTcfhx knYsPB"><p class="paywall">GPT-3 mak racist jok, ndon terrorism, and acc people of beg rapists.</p></div></asi><p class="paywall">GPT-3 has shown imprsive abily to unrstand and pose language. It n <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">answer</a> SAT analogy qutns better than most people, and was able to <a href=">fool Redd ers</a> whout beg found out.</p><div data-attr-viewport-monor="le-recirc" class="le-recirc-wrapper le-recirc-observer-target-1 viewport-monor-anchor"></div><p class="paywall">But even s creators knew GPT-3’s tenncy to generate racism and sexism. Before was licensed to velopers, OpenAI released a paper May 2020 wh tts that found GPT-3 has a generally low opn of Black people and exhibs sexism and other forms of bias. Dpe those fdgs, OpenAI announced plans to <a href=">mercialize the technology</a> a month later. That’s a sharp ntrast om the way OpenAI handled an earlier versn of the mol, GPT-2, 2019. Then, ially released only small versns of the mol. At the same time, partners amia issued multiple <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">studi</a> of how large language mols n be mised or adversely impact society.</p><div><div class="ConsumerMarketgUnThemedWrapper-iUTMTf jssHut nsumer-marketg-un nsumer-marketg-un--article-mid-ntent" role="prentatn" aria-hidn="te"><div class="nsumer-marketg-un__slot nsumer-marketg-un__slot--article-mid-ntent nsumer-marketg-un__slot---ntent"></div><div class="journey-un"></div></div></div><p class="paywall">In the recent paper highlightg ways to rce the toxicy of GPT-3, OpenAI disclosed tts showg the base versn of GPT-3 refers to some people as animals and associat whe people wh terms like “supremacy” and “superry”; such language perpetuat long-held stereotyp and humaniz non-whe people. GPT-3 also mak racist jok, ndon terrorism, and acc people of beg rapists.</p></div></div></div><div class="GridItem-buujkM fVLMby grid--em grid-layout__asi"><div class="StickyBoxWrapper-jfYB kNleGZ sticky-box"><div class="StickyBoxPrimary-dzWDWL cdhYoN sticky-box__primary"><div class="Contaer-bkChBi byNLHx"></div><div class="AdWrapper-dQtivb fZrssQ ad ad--rail"><div class="ad__slot ad__slot--rail" data-no-id="gy9oo"></div></div><div class="ConsumerMarketgUnThemedWrapper-iUTMTf jssHut nsumer-marketg-un nsumer-marketg-un--display-rail" role="prentatn" aria-hidn="te"><div class="nsumer-marketg-un__slot nsumer-marketg-un__slot--display-rail"></div><div class="journey-un"></div></div><div data-attr-viewport-monor="" class="RecircMostPopularWrapper-bRuGTi jkTTgR recirc-most-popular-wrapper viewport-monor-anchor"><div class="RecircMostPopularConter-jiViNn ktrplG recirc-most-popular-sparrow-trackg hi-asi-ad" data-most-popular-id="mod-most-popular-3"><div class="RecircMostPopularHeadg-iVzhzt 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data-ttid="BodyWrapper"><div class="body__ner-ntaer"><p class="paywall">In another tt, Xudong Shen, a Natnal Universy of Sgapore PhD stunt, rated language mols based on how much they stereotype people by genr or whether they intify as queer, transgenr, or nonbary. He found that larger AI programs tend to engage more stereotypg. Shen says the makers of large language mols should rrect the flaws. OpenAI rearchers also found that language mols tend to grow more toxic as they get bigger; they say they don’t unrstand why that is.</p><div class="AdWrapper-dQtivb fZrssQ ad ad---ntent"><div class="ad__slot ad__slot---ntent" data-no-id="03z25"></div></div><p class="paywall">Text generated by large language mols is g ever closer to language that looks or sounds like me om a human, yet still fails to unrstand thgs requirg reasong that almost all people unrstand. In other words, as some rearchers put , this AI is a fantastic bullshter, pable of nvcg both AI rearchers and other people that the mache unrstands the words generat.</p><asi aria-hidn="te" class="PullQuoteEmbedWrapper-sc-EoVjf kgVYDs"><div class="PullQuoteDerativeBorr-sc-iUyOLj jyfYFL"></div><div class="PullQuoteEmbedContent-sc-kTcfhx knYsPB"><p class="paywall">“People are havg a hard time tchg up [and] anticipatg or planng for AI failur.”</p></div><div class="PullQuoteEmbedCred-sc-wBdfd dNSzbn"><span class="paywall">Matthew Hong, rearcher, Universy of Washgton</span></div></asi><p class="paywall">UC Berkeley psychology profsor Alison Gopnik studi how toddlers and young people learn to apply that unrstandg to putg. Children, she said, are the bt learners, and the way kids learn language stems largely om their knowledge of and teractn wh the world around them. Conversely, large language mols have no nnectn to the world, makg their output ls ground realy.</p><p class="paywall">“The fn of bullshtg is you talk a lot and kd of sounds plsible, but there's no mon sense behd ,” Gopnik says.</p><p class="paywall">Yej Choi, an associate profsor at the Universy of Washgton and lear of a group studyg mon sense at the Allen Instute for AI, has put GPT-3 through dozens of tts and experiments to document how n make mistak. Sometim repeats self. Other tim <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">volv</a> to generatg toxic language even when begng wh offensive or harmful text.</p><p class="paywall">To teach AI more about the world, Choi and a team of rearchers created PIGLeT, AI traed a simulated environment to unrstand thgs about physil experience that people learn growg up, such as ’s a bad ia to touch a hot stove. That trag led a relatively small language mol to outperform others on mon sense reasong tasks. Those rults, she said, monstrate that sle is not the only wng recipe and that rearchers should nsir other ways to tra mols. Her goal: “Can we actually build a mache learng algorhm that n learn abstract knowledge about how the world works?”</p><p class="paywall">Choi is also workg on ways to rce the toxicy of language mols. Earlier this month, she and lleagu troduced <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">an algorhm</a> that learns om offensive text, siar to the approach taken by Facebook AI Rearch; they say rc toxicy better than several existg techniqu. Large language mols n be toxic bee of humans, she says. “That's the language that's out there.”</p><div data-attr-viewport-monor="le-recirc" class="le-recirc-wrapper le-recirc-observer-target-2 viewport-monor-anchor"></div><p class="paywall">Perversely, some rearchers have found that attempts to fe-tune and remove bias om mols n end up hurtg margalized people. In a paper <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">published April</a>, rearchers om UC Berkeley and the Universy of Washgton found that Black people, Mlims, and people who intify as LGBT are particularly disadvantaged.</p><p class="paywall">The thors say the problem stems, part, om the humans who label data misjudgg whether language is toxic or not. That leads to bias agast people who e language differently than whe people. Cothors of that paper say this n lead to self-stigmatizatn and psychologil harm, as well as force people to swch. OpenAI rearchers did not addrs this issue their recent paper.</p><div class="GenericCalloutWrapper-tojWn ftdwXT llout--has-top-borr" data-ttid="GenericCallout"><asi class="Sibar-pgAgH kJWjjR" data-ttid="SibarEmbed"><div role="headg" aria-level="4" class="paywall headg-h4" data-sectn-tle=""><a href=">Keep Readg</a></div><p class="paywall" data-sectn-tle=""><a href="><figure class="AssetEmbedWrapper-eVDQiB byBkf asset-embed"><div class="AssetEmbedAssetContaer-eJxoAx dBHGoQ asset-embed__asset-ntaer"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset AssetEmbedRponsiveAsset-cXBNxi eCxVQK asset-embed__rponsive-asset"><picture class="RponsiveImagePicture-cWuUZO dUOtEa AssetEmbedRponsiveAsset-cXBNxi eCxVQK asset-embed__rponsive-asset rponsive-image"><noscript><img alt="Go Deep on AI Explore the technology like never before wh our new database." class="RponsiveImageContaer-eybHBd fptoWY rponsive-image__image" src=" srcSet=" 120w, 240w, 320w, 640w, 960w, 1280w, 1600w" siz="100vw"/></noscript></picture></span></div></figure></a></p><div role="headg" aria-level="5" class="paywall headg-h5" data-sectn-tle=""></div><div role="headg" aria-level="5" class="paywall headg-h5" data-sectn-tle="">Search our <a href=">artificial telligence database</a> and disver stori by sector, tech, pany, and more.</div></asi></div><p class="paywall">Jse Dodge, a rearch scientist at the Allen Instute for AI, reached a siar ncln. He looked at efforts to rce negative stereotyp of gays and lbians by removg om the trag data of a large language mol any text that ntaed the words “gay” or “lbian.” He found that such efforts to filter language n lead to data sets that effectively erase people wh the inti, makg language mols ls pable of handlg text wrten by or about those groups of people.</p><p class="paywall">Dodge says the bt way to al wh bias and equaly is to improve the data ed to tra language mols stead of tryg to remove bias after the fact. He remends better documentg the source of the trag data and regnizg the limatns of text scraped om the web, which may overreprent people who n afford ter accs and have the time to make a webse or post a ment. He also urg documentg how ntent is filtered and avoidg blanket e of blocklists for filterg ntent scraped om the web.</p></div></div></div><div class="GridItem-buujkM fVLMby grid--em grid-layout__asi"><div class="StickyBoxWrapper-jfYB jxBcTH sticky-box"><div class="StickyBoxPrimary-dzWDWL cdhYoN sticky-box__primary"><div class="AdWrapper-dQtivb fZrssQ ad ad--rail"><div class="ad__slot ad__slot--rail" data-no-id="kcj745"></div></div><div class="ConsumerMarketgUnThemedWrapper-iUTMTf jssHut nsumer-marketg-un nsumer-marketg-un--display-rail" role="prentatn" aria-hidn="te"><div class="nsumer-marketg-un__slot nsumer-marketg-un__slot--display-rail"></div><div class="journey-un"></div></div><div data-attr-viewport-monor="" class="RecircMostPopularWrapper-bRuGTi jkTTgR recirc-most-popular-wrapper viewport-monor-anchor"><div class="RecircMostPopularConter-jiViNn ktrplG recirc-most-popular-sparrow-trackg hi-asi-ad" data-most-popular-id="mod-most-popular-4"><div class="RecircMostPopularHeadg-iVzhzt 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data-ttid="BodyWrapper"><div class="body__ner-ntaer"><p class="paywall">Dodge created a checklist for rearchers wh about 15 data pots to enforce standards and build on the work of others. Th far the checklist has been ed more than 10,000 tim to enurage rearchers to clu rmatn sential to reproducg their rults. Papers that met more of the checklist ems were more likely to be accepted at mache learng rearch nferenc. Dodge says most large language mols lack some ems on the checklist, such as a lk to source or tails about the data ed to tra an AI mol; one three papers published do not share a lk to to verify rults.</p><p class="paywall">But Dodge also se more systemic issu at work. He says there’s growg prsure to move AI quickly om rearch to productn, which he says n lead rearchers to publish work about somethg trendy and move on whout proper documentatn.</p><p class="paywall">In another <a data-offer-url=" class="external-lk" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank">recent study</a>, Microsoft rearchers terviewed 12 tech workers ployg AI language technology and found that product teams did ltle planng for how the algorhms uld go wrong. Early prototypg of featur such as wrg aids that predict text or search pletn tend to foc on scenars which the AI ponent worked perfectly.</p><p class="paywall">The rearchers signed an teractive “<a href=">playbook</a>” that prompts people workg on an AI language project to thk about and sign for failur of AI text tech the earlit stag. It is beg tted si Microsoft wh a view to makg a standard tool for product teams. Matthew Hong, a rearcher at the Universy of Washgton who worked on the study wh three lleagu while at Microsoft, says the study shows how AI language technology has some ways changed faster than software dtry culture. “Our field is gog through a lot of growg pas tryg to tegrate AI to different products,” he says. “People are havg a hard time tchg up [and] anticipatg or planng for AI failur.”</p><hr class="paywall"/><div role="headg" aria-level="3" class="paywall headg-h3">More Great WIRED Stori</div><ul class="paywall"><li>? The latt on tech, science, and more: <a href=">Get our newsletters</a>!</li><li>The full story of the stunng RSA hack <a href=">n fally be told</a></li><li>Your cloth spew microfibers <a href=">before they're even cloth</a></li><li>How to turn <a href=">your phone to a webm</a></li><li>The Avengers Camp at Disneyland <a href=">kda weirds me out</a></li><li>What tak to turn a vio game <a href=">to tabletop one</a></li><li>?️ Explore AI like never before wh <a href=">our new database</a></li><li>? WIRED Gam: Get the latt <a href=">tips, reviews, and more</a></li><li>? Thgs not soundg right? Check out our favore <a href=">wirels headphon</a>, <a href=">soundbars</a>, and <a href=">Bluetooth speakers</a></li></ul></div></div></div><div class="GridItem-buujkM fVLMby grid--em grid-layout__asi"><div class="StickyBoxWrapper-jfYB jxBcTH sticky-box"><div class="StickyBoxPrimary-dzWDWL cdhYoN sticky-box__primary"><div class="AdWrapper-dQtivb fZrssQ ad ad--rail"><div class="ad__slot ad__slot--rail" data-no-id="zr2m4"></div></div><div class="ConsumerMarketgUnThemedWrapper-iUTMTf jssHut nsumer-marketg-un nsumer-marketg-un--display-rail" role="prentatn" aria-hidn="te"><div class="nsumer-marketg-un__slot nsumer-marketg-un__slot--display-rail"></div><div class="journey-un"></div></div></div><div class="StickyBoxPlaceholr-grPmrg dxAvXx"></div></div></div></div></div><div class="GridWrapper-cAzTTK kHBDeH grid grid-margs grid-ems-2 PaywallInleBarrierWhWrapperGrid-fyrGfS kLQIUk grid-layout--adrail narrow wi-adrail"><div class="GridItem-buujkM stRKV grid--em grid-layout__ntent"><div class="body body__le-barrier article__body"><div class="ntaer ntaer--body"><div class="ntaer--body-ner"><asi class="PaywallInleBarrierWrapper-iBnuqk lfXXa-D" data-ttid="PaywallInleBarrierWrapper"><div class="ConsumerMarketgUnThemedWrapper-iUTMTf jssHut nsumer-marketg-un nsumer-marketg-un--paywall-le-barrier" role="prentatn" aria-live="pole" aria-hidn="te"><div class="nsumer-marketg-un__slot nsumer-marketg-un__slot--paywall-le-barrier"></div><div class="journey-un"></div></div></asi></div></div></div></div></div></div><div class="GridWrapper-cAzTTK kHBDeH grid grid-margs grid-ems-2 ContentWrapperGrid-fvkmBv brYtrA grid-layout--adrail narrow wi-adrail"><div class="GridItem-buujkM stRKV grid--em grid-layout__ntent"><div class="body body__ntaer"><div class="ntaer ntaer--body"><div class="ntaer--body-ner"></div></div></div></div></div></div></article><div class="ContentFooterWrapper-jVNdRG dTJkpP ArticlePageContentFooterGrid-ccsXYy eMZRHU article-body__footer"><div class="RowWrapper-UmqTg HEhan"><div class="GridWrapper-cAzTTK kHBDeH grid grid-margs grid-ems-2 grid-layout--adrail narrow wi-adrail"><div class="GridItem-buujkM stRKV grid--em grid-layout__ntent"></div></div></div><div class="RowWrapper-UmqTg HEhan"><div class="GridWrapper-cAzTTK kHBDeH grid grid-margs grid-ems-2 grid-layout--adrail narrow wi-adrail"><div class="GridItem-buujkM stRKV grid--em grid-layout__ntent"><div class="ContributorsWrapper-eNpWFu erLKRC ntributors" data-ttid="Contributors"><div class="ContributorBWrapper-bnVHbt gMon"><div class="ContributorBAvatar-bIGTqf hUHmcH"><a href="/thor/khari-johnson"><span class="SpanWrapper-umhxW jvZaPI rponsive-asset"><picture class="RponsiveImagePicture-cWuUZO dUOtEa rponsive-image"><source media="(max-width: 767px)" srcSet=" 120w, 240w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w" siz="100vw"/><img alt="" class="RponsiveImageContaer-eybHBd fptoWY rponsive-image__image" src="></picture></span></a></div><div class="ContributorBContent-ubQdr jZTSSi"><div class="ContributorBHear-ledood XOIEx"></div><div class="ContributorBB-fBolsO kzXQIh"><a href="/thor/khari-johnson">Khari Johnson</a> is a senr wrer for WIRED verg artificial telligence and the posive and negative ways AI shap human liv. He was prevly a senr wrer at VentureBeat, where he wrote stori about power, policy, and novel or noteworthy of AI by bs and ernments. He is based... <a href="/thor/khari-johnson">Read more</a></div><div class="ContributorBFooter-brqDlv ezUmSv"><span class="ContributorBTle-kCBbCe jIgmsC">Senr Wrer</span><div class="SocialInsWrapper-hKMEXV ffgPVr social-ins social-ins--standard"><ul data-ttid="socialInslist" class="SocialInsList-cHVTIA ivmblD social-ins__list"><li class="SocialInsListItem-mbhR fxaFQj social-ins__list-em social-ins__list-em--twter social-ins__list-em--standard"><a aria-label="Follow Khari Johnson on Twter" class="external-lk SocialInExternalLk-huuzOU cLGRzS social-ins__lk social-ins__lk--twter" data-event-click="{"element":"ExternalLk","outgogURL":"" href=" rel="nofollow noopener" target="_blank"><div class="SocialInContaer-huXzUC pMzVC social-ins__in-ntaer"><svg class="SocialInNetworkInComponent-cZaKGz dlOAhZ in in-twter" focable="false" viewBox="0 0 32 32" width="32" height="32" fill="none" xmlns="><tle>Twter</tle><path d="M13.032 22.003C19.07 22.003 22.372 17.001 22.372 12.663C22.3719 12.5216 22.3686 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learng</span></a><a href="/tag/algorhms/" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM TagCloudLk-kvjZFu iUEiRd kZoQA-D vGViI hIhJOI"><span class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ TagCloudName-eAUnLd iUEiRd feGzY bUkXwu">algorhms</span></a><a href="/tag/openai/" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLk-eNWuiM TagCloudLk-kvjZFu iUEiRd kZoQA-D vGViI hIhJOI"><span class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ TagCloudName-eAUnLd iUEiRd feGzY bUkXwu">OpenAI</span></a></div></div></div></div><div data-ttid="ContentFooterBottom" class="ContentFooterBottom-jwWZfC kcbyiW"><div class="ntent-bottom-anchor"></div><div class="ConsumerMarketgUnThemedWrapper-iUTMTf jssHut nsumer-marketg-un nsumer-marketg-un--article-footer" role="prentatn" aria-hidn="te"><div class="nsumer-marketg-un__slot nsumer-marketg-un__slot--article-footer"></div><div class="journey-un"></div></div><div data-attr-viewport-monor="" class="recirc-list-wrapper viewport-monor-anchor"><div class="RowWrapper-UmqTg HEhan ContentFooterRelated-kEBiFe kVUuwq"><div class="GridWrapper-cAzTTK eRggVV grid grid-margs grid-ems-0 SummaryCollectnGridComponent-ktyEog bdTTVU summary-llectn-grid RecircListDefltOverlaySummaryCollectnGrid-AHJhY bEaXiL recirc-list__ems summary-llectn-grid--four-lumns summary-llectn-grid--TextBelowLeft"><div class="GridItem-buujkM kHPPIF grid--em"><div class="SummaryCollectnGridContent-eVUpRm gOErDJ"><div class="SectnTleRoot-dBGvdq iNarkX SummaryCollectnGridSectnTle-fCmYwG izjbVn" data-ttid="SectnTle"><hear class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SectnTleHed-dKqZet dxqEAa iBSm jttyjJ">More om WIRED</hear></div><div class="SummaryCollectnGridItems-DZShR gGnCEZ hi-read-more-ad" data-ttid="SummaryCollectnGridItems"><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-em__asset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-em__image-lk summary-em-trackg__image-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-1" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="Meet the Humans Tryg to Keep Us Safe From AI" class="RponsiveImageContaer-eybHBd fptoWY rponsive-image__image" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-em__ntent summary-em__ntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackg__hed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-1" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-em__hed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">Meet the Humans Tryg to Keep Us Safe From AI</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-em__k summary-em__k--extra-spacg">As artificial telligence explos, the field is expandg beyond the ual spects—and the ual motivatns.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-em__byle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-em__byle"><div class="summary-em__byle__ntent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle byl__byle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU byle__name">Will Knight</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-em__asset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-em__image-lk summary-em-trackg__image-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-2" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="How ChatGPT and Other LLMs Work&-and Where They Could Go Next" class="RponsiveImageContaer-eybHBd fptoWY rponsive-image__image" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-em__ntent summary-em__ntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackg__hed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-2" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-em__hed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">How ChatGPT and Other LLMs Work—and Where They Could Go Next</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-em__k summary-em__k--extra-spacg">Large language mols like AI chatbots seem to be everywhere. If you unrstand them better, you n e them better.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-em__byle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-em__byle"><div class="summary-em__byle__ntent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle byl__byle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU byle__name">David Nield</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-em__asset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-em__image-lk summary-em-trackg__image-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-3" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="AI Could Change How Bld People See the World" class="RponsiveImageContaer-eybHBd fptoWY rponsive-image__image" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-em__ntent summary-em__ntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackg__hed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-3" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-em__hed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">AI Could Change How Bld People See the World</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-em__k summary-em__k--extra-spacg">Assistive technology servic are tegratg OpenAI's GPT-4, g artificial telligence to help scribe objects and people.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-em__byle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-em__byle"><div class="summary-em__byle__ntent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle byl__byle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU byle__name">Khari Johnson</span></span></p></div></div></div></div></div></div><div class="AdWrapper-dQtivb fZrssQ SummaryCollectnGridSummaryItem-WColm dTFXCW ad ad--read-more"><div class="ad__slot ad__slot--read-more" data-no-id="8579pq"></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-em__asset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-em__image-lk summary-em-trackg__image-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-4" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="Google DeepMd’s CEO Says Its Next Algorhm Will Eclipse ChatGPT" class="RponsiveImageContaer-eybHBd fptoWY rponsive-image__image" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-em__ntent summary-em__ntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackg__hed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-4" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-em__hed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">Google DeepMd’s CEO Says Its Next Algorhm Will Eclipse ChatGPT</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-em__k summary-em__k--extra-spacg">Demis Hassabis says the pany is workg on a system lled Gemi that will draw on techniqu that powered AlphaGo to a historic victory over a Go champn 2016.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-em__byle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-em__byle"><div class="summary-em__byle__ntent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle byl__byle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU byle__name">Will Knight</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-em__asset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-em__image-lk summary-em-trackg__image-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-5" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="The Huge Power and Potential Danger of AI-Generated Co" class="RponsiveImageContaer-eybHBd fptoWY rponsive-image__image" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-em__ntent summary-em__ntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackg__hed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-5" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-em__hed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">The Huge Power and Potential Danger of AI-Generated Co</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-em__k summary-em__k--extra-spacg">Programmg n be faster when algorhms help out, but there is evince AI dg assistants also make bugs more mon.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-em__byle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-em__byle"><div class="summary-em__byle__ntent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle byl__byle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU byle__name">Will Knight</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-em__asset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-em__image-lk summary-em-trackg__image-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-6" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="Meet the AI Prott Group Campaigng Agast Human Extctn" class="RponsiveImageContaer-eybHBd fptoWY rponsive-image__image" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-em__ntent summary-em__ntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackg__hed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-6" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-em__hed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">Meet the AI Prott Group Campaigng Agast Human Extctn</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-em__k summary-em__k--extra-spacg">Fears that artificial telligence might wipe out have fueled the rise of groups like Pse AI. Their warngs aren’t that far-fetched, experts say.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-em__byle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-em__byle"><div class="summary-em__byle__ntent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle byl__byle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU byle__name">Man Meaker</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-em__asset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-em__image-lk summary-em-trackg__image-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-7" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="They Plugged GPT-4 Into Mecraft&-and Unearthed New Potential for AI" class="RponsiveImageContaer-eybHBd fptoWY rponsive-image__image" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-em__ntent summary-em__ntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackg__hed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-7" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-em__hed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">They Plugged GPT-4 Into Mecraft—and Unearthed New Potential for AI</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-em__k summary-em__k--extra-spacg">The bot plays the vio game by tappg the text generator to pick up new skills, suggtg that the tech behd ChatGPT uld tomate many workplace tasks.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-em__byle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-em__byle"><div class="summary-em__byle__ntent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE byl"><p class="ByleWrapper-jWHrLH cExbzu byle byl__byle" data-ttid="ByleWrapper" emProp="thor" emType="><span emProp="name" class="ByleNamWrapper-jbHncj fuDQVo"><span data-ttid="ByleName" class="ByleName-kwmrLn cYaBaU byle__name">Will Knight</span></span></p></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff hmmRSZ summary-em summary-em--ARTICLE summary-em--no-in summary-em--text-align-left summary-em--layout-placement-text-below summary-em--layout-posn-image-left summary-em--layout-proportns-50-50 summary-em--si-by-si-align-center summary-em--si-by-si-image-right-mobile-false summary-em--standard SummaryCollectnGridSummaryItem-WColm dTFXCW" role="button" tabx="0"><div class="SummaryItemAssetContaer-gwhFFH VOyg summary-em__asset-ntaer"><a class="SummaryItemImageLk-dshqxb cPpCwE summary-em__image-lk summary-em-trackg__image-lk" href=" aria-hidn="te" tabx="-1" data-ponent-type="recirc-river" data-recirc-id="em-image-8" data-recirc-pattern="summary-em" target="_self"><span class="SpanWrapper-umhxW kGxnNB rponsive-asset SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image"><div data-tt="aspect-rat-ntaer" class="AspectRatContaer-bJHpJz gKnDpj"><div class="aspect-rat--overlay-ntaer"><picture class="RponsiveImagePicture-cWuUZO dUOtEa SummaryItemRponsiveAsset-hjGIGg bDvSkO summary-em__image rponsive-image"><noscript><source media="(max-width: 767px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><source media="(m-width: 768px)" srcSet=" 120w, 240w, 320w, 640w" siz="100vw"/><img alt="Amazon’s New Robots Are Rollg Out an Automatn Revolutn" class="RponsiveImageContaer-eybHBd fptoWY rponsive-image__image" src="></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl XMZX summary-em__ntent summary-em__ntent--no-bric"><a class="SummaryItemHedLk-civM ejgyuy summary-em-trackg__hed-lk summary-em__hed-lk" data-ponent-type="recirc-river" data-recirc-id="em-hed-8" data-recirc-pattern="summary-em" href=" target="_self"><div data-ttid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hEVeCr summary-em__hed"><div class="ClampContent-hilPkr jVhSBH"><div class="SummaryItemHedTag-TWblf gxaOcP" data-ttid="SummaryItemHed">Amazon’s New Robots Are Rollg Out an Automatn Revolutn</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd dyJpMk htqA summary-em__k summary-em__k--extra-spacg">A wave of advanced mach is g to the pany’s facili thanks to better AI and robots smart enough to work wh—and whout—humans.</div><div class="SummaryItemByleWrapper-boCfbi cuRXdL summary-em__byle-date-in"><div class="SummaryItemBaseByle-fFbXkY iQEKph summary-em__byle"><div class="summary-em__byle__ntent"><div data-ttid="BylWrapper" class="BylWrapper-KIudk irTIfE 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AI ART BASED ON THE PHRASE “GAY RIGHTS” IS HILARLY TELLG

AFTER YEARS OF PROGRS ON GAY RIGHTS, HOW DID THE US BEE SO ANTI-LGBTQ+?

GAY RIGHTS ARE CIVIL RIGHTS

HOW THE TIM GAVE ‘GAY’ ITS OWN VOICE (AGA)

BEAR-MAGAZINE.COM AI MADE THIS OUT OF THE WORDS GAY RIGHTS

Recent Posts

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Contents:

AI ART BASED ON THE PHRASE “GAY RIGHTS” IS HILARLY TELLG

AFTER YEARS OF PROGRS ON GAY RIGHTS, HOW DID THE US BEE SO ANTI-LGBTQ+?

GAY RIGHTS ARE CIVIL RIGHTS

HOW THE TIM GAVE ‘GAY’ ITS OWN VOICE (AGA)

*BEAR-MAGAZINE.COM* AI MADE THIS OUT OF THE WORDS GAY RIGHTS

BEAR-MAGAZINE.COM AI MADE THIS OUT OF THE WORDS GAY RIGHTS