Chii chaitika
A Carnegie Mellon, MIT, uye Cornell timu yekutsvagisa yakatumira nyaya mbiri dzisina kurongeka paNyamavhuvhu 6 kuyedza kana hurukuro pfupi dzeAI dzinogona kupokana nekutenda kwekurangana apo chokwadi nezvezviitiko zvikuru zvichiri kubuda.
Vatsvakurudzi vakaongorora vakuru ve472 veUnited States vakaratidza maonero ekurangana mushure mekuedza kwaJuly 2024 kuuraya Donald Trump uye 1,035 mushure mekuurayiwa kwaSeptember 2025 kwaCharlie Kirk. Vatori vechikamu vakapihwa zvisina tsarukano kune yakarongedzerwa debunking nhaurirano, isingaenderane AI hurukuro, kana static runyoro rwechokwadi chakaitika.
Mapoka enhaurirano akapedzisa kanenge kashanu kuchinjana neGemini 1.5 Pro mukuyedza kwekutanga uye Gemini 2.5 Pro mune yechipiri. Mhando mbiri idzi dzakagashira hwaro hwechokwadi hwakasarudzika hwaiparadzanisa ruzivo rwakasimbiswa, zvichemo zvakaburitswa, uye mibvunzo isina kugadziriswa; yechipiri modhi inogona zvakare kutsvaga pawebhu chete kuti ione ruzivo rwechokwadi.
Pachiyero che 0-kusvika-100 chekutenda mune imwe neimwe yevatori vechikamu yakataurwa dzidziso, nhaurirano dzakagadzirirwa dzakaburitsa kudzikiswa kwe6.95 mapoinzi maererano neasina hukama-chat control mukuyedza kwekutanga uye 7.56 mapoinzi muchipiri. Misiyano kubva paiyo static fact sheet yaive 5.60 uye 6.56 mapoinzi. Iro bepa rinoshuma yakamisikidzwa maitiro anosvika 0.32 kusvika 0.38 kune iwo maenzanisi.
Zvidzidzo zviviri izvi zvakagadzirirwa kutenderedza nguva apo rekodhi rechokwadi rakanga richiri kukura. Yekutanga yakatevera kuyedza kwaChikunguru 2024 kuuraya Donald Trump; yechipiri yakatevera kuurayiwa kwaCharlie Kirk munaGunyana 2025. Vatori vechikamu vakaongororwa kududzirwa kwekurangana kana kusavimbika, ndokuzopihwa hurukuro yaitaura yavo dzidziso, isina hukama AI chat, kana static contemporaneous fact sheet. Chidzidzo chechipiri chakanyoreswa kare, nepo chekutanga chaive chisina, saka kudzokorora kune ruzivo asi kwete kuenzana nemiedzo miviri yakazvimirira yekusimbisa.
Kwakabva mashoko: Costello and colleagues' research paper on arXiv ↗
Nei zvichikosha
Mhedzisiro yacho inoratidza kuti hurongwa hwekurukurirano hunogona kuita zvinopfuura kudzokorora kururamisa: hunogona kugadzirisa chokwadi, mibvunzo, uye kusava nechokwadi kune chikonzero chaicho chinopa munhu chekutenda.
Musiyano iwoyo unobatsira panguva dzezviitiko zvinomhanya, kana humbowo hwechokwadi husina kukwana uye generic fact sheet inogona kusagadzirisa izvo munhu anoona achinyengetedza. Ongororo yehurongwa hwebepa yakawana kuti modhi yacho yaitsamira zvakanyanya pamanyuko anovimbika, mibvunzo yakavhurika, uye kungwarira paizivikanwa zvishoma, yakazoshandisa humbowo hwakananga apo chiitiko chechipiri chaive nerekodhi huru yechokwadi.
Vanyori vanoshumawo humbowo hushoma hwekubuda kwaita spillover. Mwedzi miviri mushure mekuyedza kwekutanga, vatori vechikamu vakapihwa munhaurirano vaive vashoma pane zvakabatanidzwa zvidzoreso kuti vatsigire dudziro mbiri dzekurangana kwechiitiko chinotevera. Muchikamu chechipiri chekutevera, basa rekurapa rakananga harina kunyanya kuderedza zvitendero pamusoro pekupfura kwakazotevera, kunyange zvazvo imwe yekuongorora yakanyoreswa kuenderera mberi yakanyoreswa uye imwe nzira yekurangana yakaratidza zviduku zvekutakura.
Iyo dhizaini inoratidza kuti nei kupindirana kungapfuura kururamisa kwakamira pasina kuratidza kuti kunyengetedza kunogara kuchidikanwa. Gemini 1.5 Pro muchidzidzo chekutanga uye Gemini 2.5 Pro mune yechipiri yakagashira mabhesi echokwadi emuongorori anopatsanura ruzivo rwakasimbiswa, zvichemo zvisina kupindurwa, uye mibvunzo isina kugadziriswa. Mutevedzeri unogona kubvunza pamusoro pekufunga kwemutori wechikamu uye osarudza kupindura zvakananga, kutaura umboo hwechokwadi, kana kuchengetedza kusava nechokwadi. Iko kuchinjika kunobatsira padzidzo, asi zvakare kunopa sisitimu sarudzo pamusoro pekuti ndedzipi dzinopikisa uye kuti ndedzipi masosi epamberi.
Chidzidzo chacho hachikonzeri kutumira mabhoti anonyengetedza muhurukuro dzevanhu. Sisitimu inorairwa kushandura zvitendero inobata simba risingawanzo, uye vanyori vanocherekedza kuti maitiro akafanana anogonawo kuwedzera kutenda mune zvenhema. Chero sevhisi chaiyo inoda hunyori hwakajeka, chiitiko chakavimbika, dziviriro kubva kune zvematongerwo enyika kunanga, uye yakazvimiririra bvunzo yechokwadi nemhedzisiro isingatarisirwe.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
Impossibility results in algorithmic fairness (e.g. Kleinberg et al., Chouldechova) show what?
Zvekutarisa zvinotevera
Tarisa uone kuongororwa kwevezera, kudzokorora kupfuura matambudziko maviri ezvematongerwo enyika eUS, uye humbowo hwemunda hunoratidza kana vanhu vakasarudza kushandisa chishandiso chakadaro vasina kunyoreswa muchidzidzo.
Ichi chigadziriso chitsva chakavakirwa kwakatenderedza nyaya mbiri zvidzidzo. Yekutanga kuyedza haina kunyoreswa kare, yechipiri yaive, uye zvese zvakayedza kuzvitaura zvinotendwa pakarepo mushure mekudyidzana kwenguva pfupi yepamhepo pane kugovana maitiro, kuvhota, kana kuvimba kwenguva refu.
Iwo masampula akaongororwa aisanganisira chete vatori vechikamu vane mhinduro dzakavhurika dzakarongwa sekurangana kana kusava nechokwadi neGPT-4o, kunyangwe vanyori vanotaura mapatani akafanana pasi pemimwe mitemo yekuronga. Zvidzidzo zviviri izvi zvakatora vakuru vekuUS kuburikidza neCloudResearch, saka zvakawanikwa zvinogona kusaendesa kune dzimwe nyika, mitauro, zviitiko, kana huwandu hwevanhu.
Iwo mamodheru akange asingavimbi neruzivo rusina rubatsiro: vaongorori vakapa zvakanyatsounganidzwa mabhesi echokwadi nemirairo yekunyengetedza. Basa remangwana rinofanirwa kuyedza kuti ndiani anochengeta izvo chokwadi pasi pekumanikidzwa kwenguva yekupedzisira, kuti zvikanganiso zvinogadziriswa sei, kana maonero anopikisa achibatwa nguva dzose, uye apo hurongwa hunofanirwa kuchengetedza kusavimbika pane kuedza kunyengetedza.
Panewo mutsauko wekuyera pakati pekuchinja chitendero chakataurwa nekuvandudza kunzwisisa kwemunhu. Mhedzisiro yacho yaive yekuzvitaura ratings yakaunganidzwa mushure mehurukuro pfupi yepamhepo, kwete kucherechedzwa kugovana maitiro, kutarisisa sosi, kuvhota, kana sarudzo dzakaitwa panguva yenhamo. Kutevera kwebepa kunopa humbowo hwekutanga pamusoro pekushingirira, asi mibairo yakasanganiswa inoreva kuti chidzidzo chekupedzisira chinofanira kufanonyoresa mhedzisiro yenguva refu, kuronda maitiro, uye kuongorora kana vatori vechikamu vanogona kutsanangura humbowo pachavo pane kungodzokorora mhedziso yemuenzaniso.
Kudzokorodza kunofanira kusiyanisa kwakabva rekodhi yechokwadi pamwe chete nehuwandu hwevanhu. Zviyedzo izvi zvakapa mabhesi echokwadi evaongorori uye vakatsvaga vakuru vekuUS kuburikidza neCloudResearch, iyo inoita kuti iyo setup idzorwe zvisina kujairika asi inosiya mibvunzo yakavhurika nezvezviitiko zvemitauro yakawanda, yakaderera-yekubatanidza marongero, uye matambudziko umo ruzivo rwepamutemo runononoka kana kupokana. Muedzo wemumunda une mutoro uchaita kuti vanyori vemuenzaniso vaonekwe, rega vatori vechikamu varambe kupindira, nyora humbowo hwakaratidzwa, uye kushandisa vatongi vakazvimiririra kuti vatarise kana nhaurirano yakagadzirisa pfungwa isiriyo pasina kusuma imwe itsva. Inofanirwa kuyera kuvimba, mhinduro yemanzwiro, uye kuda kugovera zvichemo pamwe nekutenda zvibodzwa.