Momwe Semantic Scholar imagwirira ntchito komanso chifukwa chake ili m'modzi mwamasamba abwino kwambiri aulere

¿Kodi Semantic Scholar amagwira ntchito bwanji? Kupeza mabuku odalirika a sayansi popanda kulipira yuro ndizotheka, ndipo simatsenga: ndi nkhani yogwiritsa ntchito zida zoyenera molondola. Semantic Scholar, mothandizidwa ndi Allen Institute for AI, amaphatikiza AI ndi index yayikulu yamaphunziro kotero kuti akatswiri, ma SME ndi ofufuza athe kupeza, kuwerenga ndi kumvetsetsa zolemba zoyenera popanda kutayika m'nyanja ya zofalitsa.

Kuposa kungosaka kwachikale, izi zimayika patsogolo tanthauzo la zomwe zili, osati mawu osakira. Chidule cha chiganizo chimodzi (TLDRs), kuwerenga kopindulitsa, ndi ma metrics obwereza omwe ali ndi mawu abwino Amakuthandizani kusankha mwachangu zomwe muyenera kuwerenga mozama komanso momwe mungalungamitsire mtundu wa kafukufuku uliwonse m'malipoti, malingaliro, kapena zaukadaulo.

Kodi Semantic Scholar ndi ndani ndipo kumbuyo kwake ndi ndani?

Semantic Scholar ndi injini yosakira yaulere yomwe imayika luntha lochita kupanga powerenga zasayansi. Pulatifomu idapangidwa mu 2015 mkati mwa Allen Institute for AI (AI2), bungwe lopanda phindu lomwe linakhazikitsidwa ndi Paul Allen., ndi cholinga chofulumizitsa kupita patsogolo kwa sayansi pothandizira kupeza ndi kumvetsetsa kafukufuku wofunikira.

Ntchitoyi yakula mofulumira kwambiri. Nditaphatikiza zolemba za biomedical mu 2017 komanso zolemba zopitilira 40 miliyoni mu sayansi yamakompyuta ndi biomedicine mu 2018.Gululi lidadumphadumpha mu 2019 ndikuphatikiza zolemba za Microsoft Academic, kupitilira zolemba 173 miliyoni. Mu 2020, idafikira ogwiritsa ntchito mamiliyoni asanu ndi awiri pamwezi, chizindikiro chodziwikiratu cha kukhazikitsidwa kwa anthu ophunzira.

Kufikira ndikosavuta komanso kwaulere. Mutha kulembetsa ndi akaunti yanu ya Google kapena kudzera pa mbiri yanu ndikuyamba kusunga malaibulale, kutsatira olemba, ndikuyambitsa malingaliro.Kuphatikiza apo, cholembedwa chilichonse cholondoleredwa chimalandira chizindikiritso chapadera, ID ya Semantic Scholar Corpus (S2CID), yomwe imathandizira kutsatiridwa ndi kuwunikira.

Cholinga chake ndikuchepetsa kuchuluka kwa zidziwitso: Nkhani mamiliyoni ambiri zimafalitsidwa chaka chilichonse, ndipo zimafalitsidwa m’magazini masauzande ambiri.Ndipo kuwerenga zonse sikutheka. Ichi ndichifukwa chake nsanja imayika patsogolo zomwe zili zofunika ndikuwonetsa kulumikizana pakati pa ntchito, olemba, ndi madera.

Poyerekeza ndi ma indexers ena monga Google Scholar Labs kapena PubMed, Semantic Scholar imayang'ana kwambiri kuwunikira zomwe zili zokopa ndikuwonetsa ubale pakati pa mapepala., kuphatikizira kusanthula kwa semantic ndi ma siginecha owonjezera omwe amapitilira kuwerengera manambala kosavuta.

Momwe zimagwirira ntchito: AI kumvetsetsa zolemba ndikuyika zofunika patsogolo

Maziko aukadaulo amaphatikiza njira zingapo za AI kuti zifike molunjika pachikalata chilichonse. Kupanga zilankhulo zachilengedwe, kuphunzira pamakina, ndi masomphenya apakompyuta zimagwira ntchito limodzi kuzindikira mfundo zazikuluzikulu, mabungwe, ziwerengero, ndi zinthu m'malemba asayansi.

Chimodzi mwazinthu zake ndi TLDR, chidule cha "chiganizo chimodzi" chodziwikiratu zomwe zimagwira lingaliro lalikulu la nkhaniyo. Njirayi imachepetsa nthawi yowunika mukamagwira zotsatira zambiri, makamaka pafoni kapena pakuwunika mwachangu.

Pulatifomu imaphatikizanso wowerenga bwino. Semantic Reader imathandizira kuwerenga ndi makhadi owerengera, magawo owonetsedwa, ndi njira zoyenderakuti muthe kumvetsetsa zomwe zathandizira ndi maumboni popanda kudumpha pafupipafupi kapena kusaka kowonjezera pamanja.

Malingaliro okonda makonda siwongochitika mwangozi. Research Feeds amaphunzira kuchokera ku zomwe mumawerenga komanso maubwenzi apakati pa mitu, olemba, ndi mawu kuti ndikupatseni zatsopano komanso zofunikira, ndikuyika patsogolo zomwe zikugwirizana ndi ntchito yanu.

Pansi pa hood, "luntha" limakhala muzoyimira vekitala komanso maubale obisika. Kuyika ndi ma signature amathandizira kuzindikira maulalo pakati pa mapepala, olemba anzawo, ndi kusintha kwa nkhanikudyetsa zotsatira zonse zosaka komanso malingaliro osinthika.

Ma metric otchulira okhala ndi mawu abwino

Chiwerengero cha madeti ndi chofunikira, koma momwe ndi komwe zimawonjezera zambiri pankhaniyi. Pamakhadi azotsatira, Chiwerengero cha mawu nthawi zambiri chimawonekera pakona yakumanzere kumanzere, ndipo kusuntha mbewa pamwamba pake kumawonetsa kugawidwa ndi chaka.popanda kufunikira kudina. Mwanjira imeneyi mutha kuwunika mwachidule ngati chofalitsacho chikadali pa zokambirana zasayansi kapena ngati zotsatira zake zidakhazikika munthawi inayake.

Ngati muyika cholozera pa bala lililonse pa tchati, Mumapeza kuchuluka kwa maudindo kwa chaka chinaKafotokozedwe kakang'ono aka ndi golide wofotokozera nkhani zabwino kwambiri: nkhani ikapitilira kulandira mawu olembedwa lero, Mukhoza kutsutsana ndi deta kuti zopereka zawo zidakali zofunikira m'deralo.

Mukalowa patsamba lankhani, zinthu zimakhala zosangalatsa kwambiri. Kuphatikiza pazidziwitso ndi maulalo, mndandanda wa ntchito zomwe zikuwonetsa zikuwonekera, ndipo kumtunda wakumanja, kukonzanso deta monga zolembedwa zamphamvu kwambiri.Ndiko kuti, zolembedwa zomwe pepalalo lakhala ndi chikoka chachikulu mkati mwazolemba zotchulira.

Malingaliro omwewo amakulolani kuwona Ndi zigawo ziti za ntchito yotchulapo pomwe zolozerazo zimawonekera (monga maziko kapena njira)Chizindikiro chamkhalidwechi chimakwaniritsa kuwerengera kowona ndipo chimathandiza kufotokoza ngati nkhani ikugwirizana ndi chiphunzitsocho, imadziwitsa kamangidwe kameneka, kapena ikugwiritsidwa ntchito ngati tangential reference.

Kuwombetsa mkota, Kuphatikizika kwa unyinji ndi nkhani kumapanga maziko olimba otsimikizira umboni pakuwunika kwamkati, malingaliro aumisiri kapena malipoti olimbikira, makamaka ngati kuli kofunikira kutsatiridwa.

Zinthu zazikulu zomwe zimafulumizitsa ndemanga yanu

Lingaliro lamtengo wapatali likuphatikizidwa muzinthu zofunikira zomwe zimapangidwira kupanga zisankho mwachangu ndikuwongolera kuwerenga. Izi ndizomwe zimapulumutsa nthawi yambiri tsiku ndi tsiku:

• Kusaka kwamaphunziro koyendetsedwa ndi AI zomwe zimayika patsogolo kufunika kwa semantic ndikuwunikira zopereka zazikulu.
• TLDR ya chiganizo muzotsatira zosefera zomwe muyenera kuziganizira.
• Semantic Reader ndi kuwerenga kowonjezereka, makhadi a nkhani, ndi zigawo zowunikira.
• Research Feeds ndi malingaliro ogwirizana ndi zomwe mumakonda.
• Bibliography ndi kutumiza kunja BibTeX/RIS, yogwirizana ndi Zotero, Mendeley, ndi EndNote.
• Public API kuti muwone ma graph amaphunziro (olemba, mawu, malo) ndi ma dataset otseguka.

Ngati mumagwira ntchito m'magulu ang'onoang'ono kapena ma SME, kuphatikiza kwa TLDR, kuwerengera kwanthawi zonse, komanso kutulutsa kwabwino kwa mawu Zimakupatsani mwayi woti muzitha kuyendetsa bwino ntchito yanu komanso kutsatiridwa popanda kufunikira kophatikizana kwamabizinesi ovuta.

AI mwatsatanetsatane: kuchokera pachidule mpaka maubale pakati pamitu

Mawonekedwe anzeru samangokhala "kugunda koyenera" kusaka. Pulatifomu imapanga ma TLDR okha, imakulitsa kuwerenga ndikusintha, ndikuzindikira kulumikizana pakati pamalingaliro. chifukwa cha zitsanzo za zilankhulo ndi njira zopangira.

Makamaka Ma TLDR amakuthandizani kusankha mumasekondi ngati pepala likuyenera kukhala mulaibulale yanu yamaphunziroThe augmented owerenga amakupulumutsani kulumpha kudzera maumboni; ndi malingaliro osinthika amawulula olemba ndi mizere yomwe mwina simunadziwe, koma zomwe zimagwirizana ndi zomwe mumakonda.

Zonsezi ndizotheka chifukwa AI sikuti imangolemba mawu okha, komanso "imamvetsetsa" zolemba zonse ndi zowonera (ziwerengero kapena matebulo), kupeza zidziwitso zabwinoko za zopereka zenizeni za ntchito iliyonse kuposa injini yosakira mawu osakira.

Njirayi imawonekera makamaka mukakhala ndi minda yothina kwambiri. Maubwenzi amazindikiridwa ndi kuyika pakati pa mitu, olemba, ndi malo Amapereka njira zina zofufuzira zomwe zimafulumizitsa kupanga mapu a malo asayansi.

Kuphatikiza, kutumiza kunja, ndi ma API

Kunena zowona, Semantic Scholar imagwira ntchito bwino ndi manejala omwe mumawakonda a bibliographic. Mutha kutumiza maumboni ku BibTeX kapena RIS ndikusunga mayendedwe ndi Zotero, Mendeley, kapena EndNote Zopanda msoko. Ngati mumagwira ntchito ndi ma template kapena masitayelo amawu, kutumiza kunja kumapangitsa kukhala kosavuta kusunga kusasinthika.

Kuti mudziwe zambiri zaukadaulo, Ili ndi REST API yaulere yokhala ndi mathero osaka, olemba, mawu, ndi ma dataset (monga Semantic Scholar Academic Graph). Pansi pa zomwe zanenedwa, kiyi yachinsinsi imakhala ndi malire a 1 RPS, yokwanira kupanga makina opepuka kapena ma prototypes.

Inde, Sichimapereka zolumikizira mwachindunji ku CRMs kapena machitidwe ena abizinesiNgati mukufuna payipi yamakampani, muyenera kupanga zophatikizira pogwiritsa ntchito API ndi ntchito zanu zamkati.

Zazinsinsi, chitetezo ndi kutsata

Allen Institute for AI imayang'anira maakaunti a ogwiritsa ntchito ndi data. Mfundo zachinsinsi zimalongosola umwini ndi kugwiritsa ntchito detakuphatikizirapo kuti zinthu zina zapagulu zitha kugwiritsidwa ntchito pofufuza ndi kukonza zitsanzo, komanso kuti zambiri za ogwiritsa ntchito zimasamalidwa motsatira mfundo zapano.

Pankhani yachitetezo, AI2 imalengeza miyeso yokhazikika monga TLS ndi HTTPS kuteteza kulumikizanaPalibe ziphaso zapadera za ISO kapena SOC zomwe zatchulidwa m'zolemba zomwe zafotokozedwa, chifukwa chake m'mabungwe ndikofunikira kuti muwunikenso malamulo ndi zofunikira zamkati.

Zilankhulo, chithandizo, ndi zochitika za ogwiritsa ntchito

Mawonekedwe ndi zolemba zambiri zimalozera ku Chingerezi. Ikhoza kulondolera zilankhulo zina, koma kulondola kwa zilembo ndi magulu ndizopambana mu Chingerezi.Palibe chithandizo chovomerezeka m'Chisipanishi; njira zothandizira nthawi zonse ndi malo othandizira, FAQs, ndi gulu la maphunziro.

Ponena za kapangidwe kake, Mawonekedwe ake ndi a minimalist, mawonekedwe a injini zosakira, zosefera zomveka bwino komanso masamba opangidwa bwino.Mutha kulumikiza mwachindunji TLDR, owerenga owonjezera, ndi zosankha zatchuthi ndi kutumiza kunja, zomwe zimachepetsa kudina kosafunikira.

Kufikira kwa mafoni

Palibe pulogalamu yam'manja yovomerezeka. Tsambali limayankha bwino pa asakatuli am'manja, koma chidziwitso chathunthu cha owerenga komanso kasamalidwe ka library zimayenda bwino pa desktop.Ngati musuntha pakati pa zida, ndi bwino kukonzekera kuwerenga kwanu mozama pa kompyuta yanu.

Mitengo ndi mapulani

Ntchito yonse ndi yaulere, yopanda mapulani olipidwa. API yapagulu imakhalanso yaulere, yokhala ndi kapu yamtengo. mogwirizana ndi ntchito moyenera. Kwa magulu omwe ali ndi bajeti zolimba, izi zimapangitsa kusiyana poyerekeza ndi mayankho olipidwa omwe ali ndi zofanana.

Mavoti malinga ndi gulu

Madera osiyanasiyana a chidachi amagwira ntchito modabwitsa, okhala ndi mwayi wowongolera kuphatikizika kwamabizinesi ndikuthandizira zinenero zambiri. Ndemanga iyi ikupereka avereji awa: 3,4 mwa 5, mothandizidwa ndi chiŵerengero cha khalidwe/mitengo ndi kagwiridwe ka injini yofufuzira yoyendetsedwa ndi AI.

Kafukufuku wochitika: kampani yofunsira imachepetsa nthawi yowunikira

Gulu la alangizi azaumoyo lomwe lili ku Bogotá likufunika kujambula umboni pazamankhwala a digito. Con Semantic Scholar Adapanga laibulale yamaphunziro, adayambitsa Research Feeds, ndipo adagwiritsa ntchito TLDR kusefa zolemba zopitilira 300 mpaka 40 zazikulu.Lipotilo linatulutsidwa m'masiku awiri, ndikuchepetsa nthawi yowunikira pafupifupi 60%.

Kupulumutsa kotereku kumafotokozedwa ndi kuphatikiza kwa kuzindikira kwa semantic ndi kuwerenga kwanthawi zonse. Pamene kutsatiridwa kwa mawu ndikofunikira, makhadi owerenga ndikutumiza kunja kwa oyang'anira mabuku Amathandizira kutsimikizira ndi kumalizidwa komaliza.

Kuyerekeza mwachangu ndi njira zina

Pali mayankho owonjezera omwe amakwaniritsa zosowa zosiyanasiyana pakuwerenga ndi kusanthula. Gome likufotokoza mwachidule kusiyana kwa njira, ntchito, ndi mlingo wa kuphatikiza pakati pa zosankha zotchuka.

Zosefera ndi zidule zomwe zimapanga kusiyana konse

Sikuti zonse ndi AI; zosefera zogwiritsidwa ntchito moyenera zimapewa phokoso. Mutha kuchepetsa ndi olemba anzawo, kupezeka kwa PDF, dera lachidziwitso, kapena mtundu wofalitsa kuika maganizo pa zimene mukufunikiradi. Gawo ili, lophatikizidwa ndi TLDR, limathandizira kwambiri kuwerenga.

Mukapeza nkhani yopanda PDF, M'makonzedwe akuyunivesite, nthawi zambiri zimakhala zothandiza kulumikizana ndi laibulale. kupempha chitsogozo cha komwe ndi momwe mungapezere zolemba zonse kudzera mukulembetsa kapena ngongole.

Makhalidwe abwino okhala ndi mawu ndi S2CID

Pokonzekera lipoti kapena chikalata chaukadaulo, ndikofunikira kusunga ulusi wa maumboni. Chizindikiritso cha S2CID chimapangitsa kuti zikhale zosavuta kutchula, magwero olumikizirana, ndikutsimikizira makalata. pakati pa nkhokwe ndi oyang'anira mabuku, kupeŵa kusamveka bwino chifukwa cha maudindo ofanana.

Kuphatikiza apo, mukamagwiritsa ntchito wowerenga wamkulu, Makhadi ofotokozera akuwonetsa mwachangu momwe mkanganowo umachirikidwira. m'mabuku omwe atchulidwa, chinthu chothandiza kwambiri pakuwunika mwachangu kapena mafotokozedwe amkati.

Mafunso omwe amafunsidwa pafupipafupi

Kodi ndizothandiza kwa ma SME ndi timagulu tating'ono? Inde. Kuphatikiza kwa kusaka kwa semantic, TLDR, ndi owerenga nkhani Imawongolera ndondomeko yowunikiranso ndikusunga kutsatiridwa kosankhidwa. popanda kuyikapo ndalama zothetsera mavuto okwera mtengo.

Kodi zimagwira ntchito bwino mu Spanish? Pang'ono. Ikhoza kuloza zolemba m'zinenero zosiyanasiyana, koma Kulondola kwachidule ndi m'magulu kumayenda bwino ndi zolemba zachingerezi..

Kodi pali pulogalamu yam'manja? Ayi. Imafikiridwa kudzera pa msakatuli wam'manja; Chosavuta kwambiri chowerenga ndi laibulale chili pakompyuta.

Kodi ili ndi API? Inde. API yaulere ya REST yokhala ndi mathero, olemba, mawu, ndi ma dataset graph ya maphunziro; zothandiza popanga magetsi.

Ndani amayendetsa ntchitoyo? Allen Institute for AI (AI2), kafukufuku wopangidwa ndi Paul Allen ndikuyang'ana pa AI pazabwino wamba.

Kuyang'ana chithunzi chonse, chidacho chimagwirizana pamene mukufunikira kusefa mabuku mwanzeru, kuwerenga ndi nkhani, ndi kusunga maumboni popanda vuto lililonse. Zaulere, zokhala ndi AI yogwiritsidwa ntchito bwino komanso ma siginecha abwinoZapeza malo pakati pa zida zabwino zotseguka zogwirira ntchito ndi mapepala popanda kuwononga nthawi pamakina.

Nkhani yowonjezera:

Google Scholar Labs: Umu ndi momwe kusaka kwamaphunziro koyendetsedwa ndi AI kumagwirira ntchito

Mkhristu Garcia

Wokonda ukadaulo kuyambira ali mwana. Ndimakonda kukhala wodziwa zambiri m'gawoli ndipo, koposa zonse, kulumikizana nazo. Ichi ndichifukwa chake ndakhala ndikudzipereka kwa kuyankhulana pa teknoloji ndi mawebusaiti a masewera a kanema kwa zaka zambiri. Mutha kundipeza ndikulemba za Android, Windows, MacOS, iOS, Nintendo kapena mutu wina uliwonse womwe umabwera m'maganizo.