- Injini yokukhangela yasimahla yemfundo esebenzisa i-AI ukubeka phambili ukufaneleka kwe-semantic kunye nokubonelela nge-TLDR kunye nokufunda umxholo.
- Iimetriki zokucaphula ezineenkcukacha ezifana nokucaphula okunempembelelo kunye necandelo apho ucaphulo lwenziwa khona, ukubonelela ngomgangatho wobunjani.
- I-BibTeX/RIS ukuthumela ngaphandle kunye ne-API yoluntu; ilungele ii-SME ezifuna ukulandeleka ngaphandle kokudityaniswa okukhulu.

¿Usebenza njani uMfundi weSemantic? Ukufumana uncwadi lwenzululwazi oluthembekileyo ngaphandle kokuhlawula i-euro kunokwenzeka, kwaye akusiyo imilingo: yinto yokusebenzisa izixhobo ezifanelekileyo ngokuchanekileyo. Isifundiswa seSemantic, esixhaswe yi-Allen Institute ye-AI, sidibanisa i-AI kunye nesalathiso esikhulu semfundo. ukuze iingcali, ii-SME kunye nabaphandi bafumane, bafunde kwaye baqonde amanqaku afanelekileyo ngaphandle kokulahleka kulwandle lopapasho.
Ngaphezulu kwe-injini yokukhangela yeklasikhi, oku kubeka phambili intsingiselo yomxholo, kungekhona nje amagama angundoqo. Isishwankathelo esinesivakalisi esinye (TLDRs), ukufunda okutyetyisiweyo, kunye neemetrics zokucaphula kunye nomxholo womgangatho Bakunceda ukuba wenze isigqibo ngokukhawuleza ukuba yintoni efanelekileyo ukufunda nzulu kunye nendlela yokuthethelela umgangatho wesifundo ngasinye kwiingxelo, izindululo, okanye umxholo wobugcisa.
Yintoni uMfundi weSemantic kwaye ngubani osemva kwayo?
Isifundiswa seSemantic yinjini yokukhangela yemfundo yasimahla ebeka ubukrelekrele bokwenziwa kwinkonzo yokufunda kwezenzululwazi. Iqonga lenziwe kwi-2015 ngaphakathi kwe-Allen Institute ye-AI (AI2), umbutho ongenzi nzuzo owasungulwa nguPaul Allen., ngenjongo yokukhawulezisa inkqubela yenzululwazi ngokunceda ekufumaneni nasekuqondeni uphando olufanelekileyo.
Le projekthi ikhule ngesantya esiphezulu. Emva kokubandakanya uncwadi lwe-biomedical ngo-2017 kunye namanqaku angaphezulu kwezigidi ezingama-40 kwisayensi yekhompyuter kunye ne-biomedicine ngo-2018.I-corpus yathatha umtsi ngo-2019 ngokudibanisa iirekhodi ze-Microsoft Academic, idlula amaxwebhu azizigidi ezili-173. Ngo-2020, ifikelele kwizigidi ezisixhenxe abasebenzisi benyanga, isalathisi esicacileyo sokwamkelwa kuluntu lwezemfundo.
Ukufikelela kulula kwaye kusimahla. Ungabhalisa ngeakhawunti yakho kaGoogle okanye ngeprofayile yeziko kwaye uqale ukugcina amathala eencwadi, ulandele ababhali, kunye neengcebiso ezisebenzayo.Ukongeza, inqaku ngalinye elinesalathiso lifumana isazisi esikhethekileyo, i-ID yeSemantic Scholar Corpus (S2CID), eququzelela ukulandeleka kunye nereferensi.
Injongo yayo echaziweyo kukunciphisa ukugcwala kolwazi: Izigidi zamanqaku zipapashwa nyaka ngamnye, zisasazwa kumashumi amawaka eejenali.Kwaye ukufunda yonke into akunakwenzeka. Yiyo loo nto iqonga libeka phambili oko kufanelekileyo kwaye libonisa unxibelelwano phakathi kwemisebenzi, ababhali, kunye neendawo.
Xa kuthelekiswa nezinye izalathisi ezifana ILebhu zeMfundi zikaGoogle okanye PubMed, UmFundi weSemantic ugxile ekuqaqambiseni oko kunempembelelo kunye nokubonisa ubudlelwane phakathi kwamaphepha., ebandakanya uhlalutyo lwesemantic kunye neempawu ezicatshulwayo eziphuculweyo ezihamba ngaphaya kokubala amanani.

Isebenza njani: I-AI ukuqonda amanqaku kunye nokubeka phambili okubalulekileyo
Isiseko setekhnoloji sidibanisa amacandelo amaninzi e-AI ukuya ngqo kwinqanaba ngoxwebhu ngalunye. Imodeli yolwimi lwendalo, ukufunda koomatshini, kunye nombono wekhompyuter zisebenza kunye ukuchonga imiba engundoqo, izinto ezikhoyo, amanani, kunye nezinto kwizicatshulwa zenzululwazi.
Enye yeempawu zayo ezichazayo yiTLDR, isishwankathelo “isivakalisi esinye” esizenzekelayo sendalo engabonakaliyo elibamba ingcamango engundoqo yenqaku. Le ndlela inciphisa ixesha lokuhlola xa uphatha amakhulu eziphumo, ngakumbi kwiselula okanye ngexesha lokuphononongwa ngokukhawuleza.
Iqonga likwabandakanya umfundi ophuculweyo. ISemantic Reader iphucula ukufunda ngamakhadi okucaphula okusemxholweni, amacandelo agqanyisiweyo, kunye neendlela zokukhangelaukuze ube nokuqonda iminikelo kunye neembekiselo ngaphandle kokutsiba rhoqo okanye uphendlo olongezelelweyo lwezandla.
Iingcebiso ezenzelwe wena aziyonto yanto yanto. Ukutya koPhando kufunda kwimikhwa yakho yokufunda kunye nobudlelwane besemantic phakathi kwezihloko, ababhali, kunye neekowuti. ukukunika umxholo omtsha kunye nofanelekileyo, ukubeka phambili oko kuhambelana nomgca wakho womsebenzi.
Ngaphantsi kwe-hood, "ubulumko" buhlala kwimiboniso ye-vector kunye nobudlelwane obufihlakeleyo. Uzinziso kunye nemiqondiso yokucaphula inceda ekuboneni amakhonkco phakathi kwamaphepha, ubhalo olusebenzisanayo, kunye nendaleko yomxholo.ukondla zombini iziphumo zophendlo kunye neengcebiso eziguqukayo.
Iimetric zokucaphula ezinomgangatho wobunjani
Inani lemihla libalulekile, kodwa indlela kunye nendawo yokongeza okuninzi ebalini. Kumakhadi eziphumo, Ubalo lokucaphula ludla ngokuvela kwikona esezantsi ekhohlo, kwaye ukuhambisa imawusi phezu kwayo kubonisa usasazo ngonyaka.ngaphandle kokucofa. Ngale ndlela ungajonga ngokujonga nje ukuba upapasho lusasebenza na kwincoko yezenzululwazi okanye ukuba impembelelo yalo ibigxininiswe kwixesha elithile.
Ukuba ubeka ikhesa phezu kwebar nganye kwitshathi, Ufumana umthamo wokuqeshwa konyaka othileLe nkcukacha incinci yigolide yokubaliswa kwamabali okusemgangathweni: xa inqaku liqhubeka nokufumana izicatshulwa namhlanje, Unokuphikisa ngedatha ukuba igalelo labo lisasebenza en la comunidad.
Xa ufaka iphepha lenqaku, izinto ziba nomdla ngakumbi. Ukongeza kwi-abstract kunye namakhonkco, uluhlu lwemisebenzi olucaphulayo luvela, kwaye kwindawo ephezulu yasekunene, idatha ephuculweyo efana neengcaphuno ezinempembelelo ephezulu.Oko kukuthi, ezo zicatshulwa apho iphepha liye laba nempembelelo ebalulekileyo kuxwebhu lokucaphula.
Kwaloo mbono ifanayo ikuvumela ukuba ubone Kuwaphi amacandelo omsebenzi wokucaphula apho ireferensi ivela khona (umzekelo, Imvelaphi okanye Iindlela)Lo mkhondo wobunjani uncedisa ukubala okusulungekileyo kwaye unceda ekuchazeni ukuba inqaku liyasixhasa na isakhelo sethiyori, sazisa uyilo lwemethodological, okanye sisetyenziswa njengesalathiso esibambekayo.
En conjunto, Indibaniselwano yobuninzi kunye nomxholo yenza isiseko esiluqilima sobungqina obubambekayo kuphicotho-zincwadi lwangaphakathi, izindululo zobugcisa okanye iingxelo zokukhuthala, ngakumbi xa ukulandelelwa kokucaphula kuyimfuneko.
Iimpawu eziphambili ezikhawulezisa uphononongo lwakho
Isindululo sexabiso sifakwe kwiseti yezixhobo ezilungiselelwe ukwenza izigqibo ngokukhawuleza kunye nokuphucula ukufunda. Ezi zizakhono ezonga ixesha elininzi mihla le:
- Uphendlo lwezemfundo olunikwe amandla nge-AI ebeka phambili ukubaluleka kwesemantic kwaye iqaqambise igalelo eliphambili.
- TLDR yesivakalisi kwiziphumo ukuhluza into omawuyihoye.
- Umfundi weSemantic ngokufunda okuphuculweyo, amakhadi okumxholo, kunye namacandelo agxininisiweyo.
- Ukutya koPhando kunye neengcebiso ezilungiselelwe ukukhetha kwakho.
- Uluhlu lweencwadi kunye nokuthunyelwa ngaphandle I-BibTeX/RIS, iyahambelana neZotero, Mendeley, kunye ne-EndNote.
- API yoluntu ukujonga igrafu yezifundo (ababhali, izicatshulwa, iindawo) kunye neeseti zedatha ezivulekileyo.
Ukuba usebenza kumaqela amancinci okanye ii-SME, indibaniselwano ye-TLDR, ukufundwa kweemeko, kunye nokuthunyelwa kwe-quote elungileyo Ikuvumela ukuba ugcine ukuhamba kwakho komsebenzi kucwangcisiwe kwaye kulandeleke ngaphandle kwesidingo sokudityaniswa kweshishini elinzima.
I-AI ngokweenkcukacha: ukusuka kwizishwankathelo ukuya kubudlelwane phakathi kwemixholo

Iimpawu ezihlakaniphile aziphelelanga "ekubetheni okulungileyo" ukukhangela. Iqonga livelisa ii-TLDR ezizenzekelayo, zityebisa ukufunda ngomxholo, kwaye zibhaqa amakhonkco phakathi kweekhonsepthi. enkosi kwiimodeli zolwimi kunye nobuchule bokucebisa.
En particular, Ii-TLDRs zikunceda wenze isigqibo ngemizuzwana ukuba ingaba iphepha liyifanele na indawo kwithala leencwadi lesifundo sakhoUmfundi owandisiweyo ukusindisa ekutsibeni kwiimbekiselo; kunye nezindululo eziguquguqukayo zityhila ababhali kunye nemigca osenokuba ubungayazi, kodwa ehambelana nomdla wakho.
Konke oku kunokwenzeka ngenxa yokuba I-AI ayipheleli nje ekuboniseni izicatshulwa, ikwa "iqonda" isicatshulwa esipheleleyo kunye nezinto ezibonakalayo (amanani okanye iitafile), ukufezekisa iimpawu ezingcono malunga negalelo langempela lomsebenzi ngamnye kune-injini yokukhangela yegama elingundoqo.
Le ndlela iphawuleka ngakumbi xa ujongana namasimi axinene kakhulu. Ubudlelwane obuchongwe ngokuzinzisa phakathi kwemixholo, ababhali, kunye neendawo Banikezela ngeendlela zokuhlola ezizezinye ezikhawulezisa ukwenziwa kwemephu yendawo yenzululwazi.
Udibaniso, ukuthunyelwa ngaphandle, kunye nee-APIs
Ngokwezinto eziphathekayo, uMfundi weSemantic usebenza kakuhle nomphathi wakho webhayibhilografi omthandayo. Ungathumela ngaphandle izikhombisi kwi-BibTeX okanye kwi-RIS kwaye ugcine ukuhamba komsebenzi ngeZotero, Mendeley, okanye EndNote Ayinamthungo. Ukuba usebenza ngeetemplates ezithile okanye izimbo zokucaphula, ukuthumela ngaphandle kwenza kube lula ukugcina ukungaguquguquki.
Ukudityaniswa kobugcisa obungakumbi, Ine-API ye-REST yasimahla eneendawo zokugqibela zokukhangela, ababhali, izicatshulwa, kunye neeseti zedatha (ezifana neSemantic Scholar Academic Graph). Ngaphantsi kweemeko ezichaziweyo, isitshixo sangasese sixhomekeke kumyinge wezinga le-1 RPS, elaneleyo kwi-automations lightweight okanye i-prototypes.
Eso sí, Ayiboneleli ngokuthe ngqo kwii-CRM okanye ezinye iinkqubo zoshishinoUkuba ufuna umbhobho wenkampani, kuya kufuneka uphuhlise udibaniso lwesiko usebenzisa i-API kunye neenkonzo zakho zangaphakathi.
Ubumfihlo, ukhuseleko kunye nokuthotyelwa
I-Allen Institute ye-AI ilawula ii-akhawunti zabasebenzisi kunye nedatha. Umgaqo-nkqubo wabucala uchaza ubunini nokusetyenziswa kwedathakubandakanywa nokuba umxholo othile woluntu ungasetyenziselwa uphando kunye nokuphucula imodeli, kwaye ulwazi lomsebenzisi luphathwa ngokuhambelana nomgaqo-nkqubo wangoku.
Ngokokhuseleko, I-AI2 ibhengeza imilinganiselo esemgangathweni efana ne-TLS kunye ne-HTTPS ukukhusela unxibelelwanoAkukho ziqinisekiso ezithile ze-ISO okanye ze-SOC ezikhankanyiweyo kumaxwebhu akhankanyiweyo, ngoko ke kwiimeko zeshishini kuyacetyiswa ukuba uphonononge imigaqo yolawulo lwangaphakathi kunye neemfuno.
Iilwimi, inkxaso, kunye namava omsebenzisi
Ujongano kunye nobuninzi bamaxwebhu alungiselelwe isiNgesi. Inokusebenza kwezinye iilwimi, kodwa ukuchaneka kwe-abstracts kunye nokuhlelwa kuphezulu kwisiNgesi.Akukho nkxaso isesikweni kwiSpanish; amajelo oncedo aqhelekileyo liziko lenkxaso, ii-FAQs, kunye noluntu lwezemfundo.
En cuanto al diseño, I-interface i-minimalist, isitayile se-injini yokukhangela, enezihluzi ezicacileyo kunye namaphepha enqaku amiswe kakuhle.Unokufikelela ngokuthe ngqo kwi-TLDR, umfundi owandisiweyo, kunye neenketho zokucaphula kunye nokuthumela ngaphandle, okunciphisa unqakrazo olungeyomfuneko.
Ukufikelela kwiselfowuni
Akukho app yasekuhlaleni esemthethweni. Indawo iphendula kakuhle kwizikhangeli ezihambayo, kodwa amava omfundi anyusiweyo kunye nolawulo lwethala leencwadi luhamba ngcono kwidesktop.Ukuba uhamba phakathi kwezixhobo, luluvo olulungileyo ukucwangcisa ukufunda kwakho nzulu kwikhompyuter yakho.
Precios y planes
Yonke inkonzo isimahla, akukho zicwangciso zihlawulweyo. I-API yoluntu nayo ikhululekile, kunye nesantya sereyithi. ngokuhambelana nokusetyenziswa ngokufanelekileyo. Kumaqela anohlahlo lwabiwo-mali oluqinileyo, oku kwenza umahluko xa kuthelekiswa nezisombululo ezihlawulweyo ezineempawu ezifanayo.
Ukulinganisa ngokodidi
Iinkalo ezahlukeneyo zesixhobo zisebenza kumanqanaba amangalisayo, kukho indawo yokuphucula ukuhlanganiswa kwamashishini kunye nenkxaso yeelwimi ezininzi. Olu phononongo lunika amanqaku aphakathi alandelayo: 3,4 kwisi-5, exhaswa ngumgangatho / ixabiso lexabiso kunye nokusebenza kwe-injini yokukhangela ye-AI.
| Categoría | Puntuación | Comentario |
|---|---|---|
| Funcionalidades | 4,6 | Uphendlo lweSemantic, TLDR, kunye nomfundi owandisiweyo Bakhawulezisa ukufunda okubalulekileyo. |
| Integraciones | 2,7 | Ukuthunyelwa ngaphandle kunye ne-API ichanekile; izinxibelelanisi zeshishini lemveli zilahlekile. |
| Ulwimi nenkxaso | 3,4 | Gxininisa kwisiNgesi; uncedo ngee-FAQs kunye noluntu. |
| Facilidad de uso | 4,4 | Kucacile, ujongano olufana ne-injini ngemisebenzi ebonakalayo kunye nezinzile. |
| Umgangatho wexabiso | 5,0 | Servicio gratuito ngaphandle kwamanqanaba entlawulo. |
I-Case study: inkampani yokubonisana iyanciphisa amaxesha okuphonononga
Iqela lokubonisana ngezempilo elisekelwe e-Bogotá elifunekayo ukwenza imephu ubungqina kunyango lwedijithali. Nge Semantic Scholar Baye benza ithala leencwadi elinesihloko, bavula iFodyuli zoPhando, kwaye basebenzisa i-TLDR ukuhluza amanqaku angaphezu kwama-300 ukuya kutsho kuma-40 angundoqo.Ingxelo ikhutshwe ngeentsuku ezimbini, kunye nokuncitshiswa kwexesha lokuphonononga phantse ngama-60%.
Olu hlobo logcino luchazwa ngokudityaniswa kokufunyanwa kwesemantic kunye nokufunda umxholo. Xa ukulandelelwa kokucaphula kubalulekile, amakhadi okufunda kunye nokuthunyelwa kwamanye amazwe kubaphathi bebhayibhilografi Benza lula ukuqinisekiswa kunye nenkqubo yokugqibela yokunika ingxelo.
Ukuthelekisa ngokukhawuleza kunye nezinye iindlela
Kukho izisombululo ezincedisayo ezigubungela iimfuno ezahlukeneyo zomjikelo wokufunda nokuhlalutya. Itheyibhile ishwankathela iyantlukwano kwindlela yokusebenza, imisebenzi, kunye nenqanaba lokudibanisa phakathi kweenketho ezidumileyo.
| Aspecto | Semantic Scholar | Scholarcy | Mvundla wophando |
|---|---|---|---|
| Enfoque | Injini yokukhangela yezemfundo enikwe amandla nge-AI ukufumana amanqaku, ababhali, kunye nezihloko. | Ushwankathelo oluzenzekelayo kunye namakhadi asebenzisanayo okufunda ngokufanelekileyo. | Ukuhlola okubonakalayo ngokusebenzisa ukucaphula kunye neemephu zokubhala ngokubambisana. |
| Imisebenzi ye-AI | I-TLDR kunye nomfundi womxholoiingcebiso eziguquguqukayo. | Ukutsalwa kwedatha engundoqo kunye nokuqaqambisa iinyani neereferensi. | Iingcebiso ezisekelwe kwinethiwekhi kunye nokuvela kwexeshana kwemixholo. |
| Integraciones | Thumela ngaphandle BibTeX/RISI-API kawonkewonke yegrafu kunye nokukhangela. | Thumela ngaphandle kwi-Word/Excel/Markdown/PPT; isikhokelo seZotero/Mendeley/EndNote. | Uluhlu lokurhweba ngaphandle/ngaphandle kunye namakhonkco kubaphathi bebhayibhilografi. |
| Ideal para | Hluza uncwadi ngokukhawuleza, funda kunye nomxholo kwaye uzobe izicaphulo. | Guqula iiPDF zibe sisishwankathelo esisebenzisekayo kwakhona kunye nezixhobo zokufunda. | Phonononga iindawo ngobudlelwane kunye neendlela ezivelayo. |
Izihluzi kunye namaqhinga enza wonke umahluko
Ayiyiyo yonke into eyi-AI; izihluzi ezisetyenziswe kakuhle zinqanda ingxolo. Unganciphisa ngokubambisene, ukufumaneka kwePDF, indawo yolwazi, okanye uhlobo lopapasho ukugxila kwinto oyifunayo ngokwenene. Olu lwahlulo, ludityaniswe ne-TLDR, lukhawuleza kakhulu ukufunda.
Ukuba ufumana inqaku ngaphandle kwePDF ekhoyo, Kwiindawo zaseyunivesithi, kudla ngokuba luncedo ukuqhagamshelana nenkonzo yethala leencwadi. ukucela isikhokelo malunga nokuba ungasifumana phi kwaye njani isicatshulwa esipheleleyo ngemirhumo okanye imali-mboleko.
Iindlela ezigqwesileyo zokucaphula kunye ne-S2CID
Xa ulungiselela ingxelo okanye uxwebhu lobugcisa, kuyacetyiswa ukuba kugcinwe umsonto weereferensi. Isichongi se-S2CID senza kube lula ukucaphula, imithombo yolwazi olunqamlezileyo, kunye nokuqinisekisa iimbalelwano. phakathi koovimba beenkcukacha kunye nabaphathi bebhayibhilografi, ukunqanda ukungacaci ngenxa yezihloko ezifanayo.
Ngaphaya koko, xa usebenzisa umfundi okhulisiwe, Amakhadi okucaphula umxholo ngokukhawuleza abonisa indlela ingxabano exhaswa ngayo. kwimisebenzi ecatshulweyo, into eluncedo kakhulu kuphononongo olukhawulezayo okanye unikezelo lwangaphakathi.
Imibuzo ebuzwa qho
Ngaba iluncedo kwii-SME kunye namaqela amancinci? Ewe. Indibaniselwano yophendlo lwesemantic, i-TLDR, kunye nesifundi somxholo Ingqamanisa inkqubo yophononongo kwaye igcine ukulandeleka kokuqeshwa. ngaphandle kokutyala imali kwizisombululo ezibizayo.
Ngaba isebenza kakuhle ngeSpanish? Ngokuyinxenye. Inokusalathisa uncwadi ngeelwimi ezahlukeneyo, kodwa Ukuchaneka koshwankathelo kunye nokuhlelwa kusebenza ngcono ngamanqaku esiNgesi..
Ingaba ikhona iapp ephathwayo? Hayi. Ifumaneka ngebrawuza ephathwayo; Owona mfundi ugudileyo kunye namava ethala leencwadi akwidesktop.
Ngaba inayo i-API? Sí. I-REST API yasimahla enesiphelo sokukhangela, ababhali, iingcaphulo, kunye neeseti zedatha yegrafu yezemfundo; luncedo kwi-automation yokukhanya.
Ngubani osebenzisa le nkonzo? Iziko le-Allen le-AI (AI2), iziko lophando eyenziwe nguPaul Allen kwaye igxile kwi-AI ukulungiselela okulungileyo.
Ukujonga umfanekiso uphela, isixhobo siyangena xa ufuna ukuhluza uncwadi ngobulumko, funda ngomxholo, kwaye ugcine iimbekiselo ngaphandle kokuphazamiseka. Isimahla, kunye ne-AI esetyenziswa kakuhle kunye neempawu zokucaphula ezisemgangathweniIfumene indawo phakathi kwezona zixhobo zingcono zivulekileyo zokusebenza kunye namaphepha ngaphandle kokuchitha ixesha kwimisebenzi yoomatshini.
Ukuthanda itekhnoloji ukusukela esemncinci. Ndiyakuthanda ukuhlala unolwazi kweli candelo kwaye, ngaphezu kwako konke, ukunxibelelana nalo. Yiyo loo nto ndizinikele kunxibelelwano lwetekhnoloji kunye neewebhusayithi zomdlalo wevidiyo iminyaka emininzi ngoku. Ungandifumana ndibhala malunga ne-Android, iWindows, iMacOS, i-iOS, iNintendo okanye nasiphi na esinye isihloko esihambelanayo esiza engqondweni.