Byagenze bite
Abashakashatsi berekanye ChemDIRT, igipimo cyagenewe gusuzuma niba imiterere nini yindimi zishobora gutekereza buri gihe kubijyanye na chimie mugihe amagambo yikibazo cyangwa uburyo amakuru yimiti agaragaza impinduka. Uru rupapuro ruvuga ko rusuzuma ukuri no guhuzagurika mu buryo butandukanye bugenzurwa mu mabwiriza no kwerekana molekile, bikurikirana ibyiciro umunani bya chimie. Abanditsi bayo batanga raporo yihuse yo kwiyumvisha ibintu, gushingira ku guhagararirwa hamwe n’imikorere idahwitse mu miryango ikora hagati yuburyo butandukanye bwo gufungura no gufunga-isoko.
ChemDIRT isobanura Amabwiriza atandukanye, Guhagararirwa, hamwe na Task . Abanditsi berekana nk'urwego rwo gusuzuma imiterere ya chimiya ishingiye ku ndimi nini, imikoreshereze ya siyansi yagutse. Inkomoko ikora ikibazo nkimbogamizi yibipimo bya chimie biriho: benshi basuzuma umurongo muto wimirimo kandi bagakoresha uburyo buke bwo gutangiza ibibazo cyangwa kwerekana imiti. Mubitekerezo byabanditsi, ibyo birashobora gutanga ishusho ituzuye yubushobozi bwikitegererezo bwo gutekereza neza.
Ibipimo bitandukanya inyongeramusaruro ebyiri zishobora kugira ingaruka kubintu byurugero rwururimi: amabwiriza akoreshwa muguteza ikibazo no guhagararirwa bikoreshwa mukugaragaza amakuru yimiti. Ibisobanuro ntibisobanura neza impinduka zamagambo cyangwa ibisobanuro birimo. Ivuga ko ChemDIRT ipima imikorere nuburyo buhoraho mugukurikirana ibintu, aho gushingira kumanota imwe gusa uhereye kumiterere imwe.
Uru rupapuro ruvuga ko isuzuma ririmo ibyiciro umunani byimirimo ya chimie kandi bikubiyemo ibintu bitandukanye byafunguye kandi bifunze-isoko LLMs. Inkomoko yatanzwe ntabwo ivuga izina ryimiryango cyangwa icyitegererezo, kandi ntabwo itanga imibare yamakuru, imibare yukuri, amanota ahoraho cyangwa ibisubizo byibanze. Irashigikira rero kuvuga ko abashakashatsi bakoze isuzuma ryagutse, ritandukanye, ariko ntabwo rigereranya birambuye kuri sisitemu zitandukanye.
Ibisubizo byatangajwe ni icyerekezo aho kuba umubare mubisoko biboneka. Abanditsi bavuga ko basanze bafite sensibilité yibibazo, biterwa no guhagararirwa na molekile ndetse n'imikorere idahwitse mumiryango ikora. Mu buryo bufatika, abstract ivuga ko ibisubizo by'icyitegererezo kumiterere imwe ya chimie ya chimie bitagomba guhita bifatwa nkibimenyetso byerekana imiti ihamye yimiterere mubindi bice. Inkomoko ntisobanura impamvu moderi yihariye yariyunvikana cyangwa niba sisitemu iyariyo yose yarushije izindi.
Ibisobanuro birambuye: arxiv.org ↗
Impamvu ari ngombwa
Ibipimo bya chimie bikoresha imiterere imwe ihamye birashobora gutuma moderi igaragara nkubushobozi burenze ubwo ikoreshwa mubikorwa. Umusanzu nyamukuru wa ChemDIRT, nkurikije inkomoko, ni ugupima imbaraga mu buryo butandukanye sisitemu ya chimie ishobora guhura nayo ikizamini kimwe gisanzwe. Ibyo birashobora guha abashakashatsi n’abakoresha urufatiro rwiza rwo gusuzuma niba chimie LLMs itanga ibisubizo bihamye cyangwa biterwa cyane nijambo nuburyo bwo kwinjiza.
Ubusobanuro nyamukuru nuburyo bukoreshwa. Ubuhanga bwa chimie LLM irashobora gusubiza neza mugihe ikibazo gitanzwe muburyo bumwe bumenyerewe mugihe utanga igisubizo gitandukanye cyangwa kitari cyo nyuma yo guhindura amagambo cyangwa impinduka muburyo molekile yashizwemo. Niba iyo myitwarire idapimwe, igipimo gishobora guhemba imiterere imenyerewe nkibishobora kwimurwa byimiti. Igishushanyo cya ChemDIRT kireba neza icyo cyuho mu gufata ubudahwema nk'ikintu cyo gusuzuma hamwe nukuri.
Ibi bifite akamaro kubashakashatsi bagereranya sisitemu. Igipimo kimwe cyerekana amanota arashobora guhisha ubushobozi butaringaniye: icyitegererezo gishobora gukora neza kumirimo imwe ya chimie kandi nabi kubindi, cyangwa gukora cyane kubihagarariwe gusa. Raporo yinkomoko yimikorere idahwitse mumiryango ishinzwe irerekana ko amanota rusange agomba gusobanurwa yitonze. Ikizamini gitandukanye gishobora gufasha abategura icyitegererezo kumenya aho hakenewe amahugurwa yinyongera, gukemura ibibazo cyangwa kurinda umutekano, nubwo ibivugwa bitagaragaza ingamba zakemura intege nke zagaragaye.
Ikibazo nacyo kireba abantu batekereza kubikorwa bya siyanse bifashwa na AI. Imiterere ya chimie irashobora gukoreshwa mugutegura amakuru, gusubiza ibibazo bya tekiniki cyangwa gushyigikira ibyemezo byubushakashatsi, ariko isoko ntisobanura ko imikorere ya ChemDIRT iteganya gutsinda muri laboratoire cyangwa mubidukikije. Gukomera kubipimo byerekana ni ibimenyetso byingirakamaro bijyanye nisuzuma; ntabwo byonyine byerekana ko icyitegererezo gifite umutekano kubyemezo bya siyansi bitagenzuwe.
Kumurongo mugari wa AI, impapuro zerekana impamvu isuzuma ryihariye rya domaine ridashobora kugabanywa kumanota rusange yururimi-rwerekana. Chimie ikubiyemo guhagararirwa kabuhariwe hamwe nubwoko bwimirimo ishobora kwerekana uburyo bwo gutsindwa byihishe nibizamini bisanzwe-bisubiza ibibazo. Inkomoko ishyigikira umwanzuro muto ko ChemDIRT itanga uburyo butandukanye bwo gusuzuma imyitwarire ya chimie-LLM. Ntabwo yerekana ko igipimo gisobanutse neza cyangwa ko ibisubizo byacyo bireba buri bumenyi bwa siyansi.
Uburyo bukoreshwa: Uburyo bukora
Shakisha ikoranabuhanga ryihishe inyuma yiri terambere.
Which component of an AI application is the machine-learning model itself?
Ibyo kureba
Urupapuro ni progaramu ya arXiv, kandi isoko yatanzwe ikubiyemo gusa ibisobanuro byayo. Ntabwo igaragaza icyitegererezo cyasuzumwe, ibyiciro byimirimo, molekulire yerekana, ingano ya dataset, ibisubizo byumubare cyangwa uburyo bwo kugereranya. Ibyo bisobanuro birakenewe kugirango dusuzume imbaraga nubusanzwe mubisubizo. Igenzura ryakagombye gusuzuma niba ChemDIRT yororoka, niba ihungabana ryayo ryerekana imikorere ya chimie nyayo, kandi niba moderi zikora neza ku gipimo nazo zikora neza kubikorwa bya laboratoire, ivuriro cyangwa inganda.
Icyambere kitazwi ni igipimo cyibipimo. Urupapuro rwatanzwe na arXiv rutanga umutwe na abstract ariko ntabwo aruburyo bwuzuye bwimpapuro, kuburyo abasomyi badashobora kumenya ibyiciro umunani byimirimo ya chimie yakoreshejwe, uko molekile zihagarariye zatoranijwe, cyangwa uburyo inyigisho zinyuranye zubatswe. Ayo mahitamo azagira ingaruka niba ikizamini gipima imbaraga zifatika cyangwa cyane cyane ibyiyumvo byimpinduka.
Icya kabiri kitazwi ni igipimo no kugereranya isuzuma. Inkomoko ivuga ko abanditsi bapimye icyitegererezo gifunguye kandi gifunze-isoko, ariko ntigaragaza cyangwa ngo ivuga umubare wa sisitemu zapimwe. Ntabwo itanga kandi ingano yingaruka zingana, igereranya ridashidikanywaho cyangwa ibizamini bya statistique. Hatariho ibisobanuro birambuye, "ibintu byingenzi" byihutirwa kandi byerekana guhagararirwa ntibishobora gupimwa kwigenga kubitandukanya-by-icyitegererezo, ingorane zakazi cyangwa ibishoboka kwanduza amakuru.
Ikibazo cya gatatu ni agaciro ko hanze. Icyitegererezo kiguma gihamye muburyo butandukanye bugenzurwa na ChemDIRT burashobora gukora imiti itari yo cyangwa ibyifuzo bidafite umutekano mumiterere idahagarariwe nigipimo. Akazi kazoza kagomba gusuzuma niba amanota y'ibipimo afitanye isano nu manza zinzobere, igeragezwa ryageragejwe cyangwa imikorere kumikorere ya chimie nyayo. Kwigana kwigenga byafasha kandi kumenya niba imiterere yatangajwe ikomeza kurwego rwicyitegererezo na datasets.
Hanyuma, reba niba ChemDIRT ihinduka umutungo wo gusuzuma cyangwa ukomeza kuba urupapuro rumwe. Inkomoko ntisobanura niba ibipimo ngenderwaho, code cyangwa ibikoresho byo gusuzuma biboneka kumugaragaro. Ibyo gusiba bigabanya kugenzura byihuse no kwakirwa mubikorwa. Kugeza igihe impapuro zuzuye hamwe nibikoresho bifasha bizasuzumwa, umwanzuro wokwirindwa cyane ni uko ChemDIRT igaragaza ikibazo cyisuzumabumenyi gifite akamaro kandi ikanatanga ibimenyetso byerekana ihungabana, mugihe ubunini n’ingaruka nyazo z’izo ngaruka zidahungabana.