Chii chaitika
Vatsvaguri vakakurudzira hurongwa hwemasvomhu hwekunzwisisa kuti kushandiswa-mutauro-mhombe-modhiyo kunopararira sei kuburikidza nehuwandu hwevanhu uye kunopinda mukuziva uye tsika tsika. Iyo modhi inosiyanisa vashandisi vasina kubatana, vakabatanidzwa uye vanoramba vachitsamira, uye inoongorora kuti kutapurirana munharaunda, kudzoreredza uye kusimbaradzana kungadyidzana sei.
Bepa rearXiv rakatumirwa musi wa3 Gunyana 2026, rakanzi "Marudzi-Mutauro Mukuru seVirusi Inoziva," rinokurudzira kushandisa enzaniso yehutachiona kudzidza kuti mashandisirwo eLLM anopararira sei kuburikidza nehuwandu hwevanhu. Vanyori vanotsanangura maLLM sekuva chikamu chetsika nemagariro maitiro kuburikidza nekutapurirana munharaunda.
Iyo abstract inoti iyo masisitimu emhando shanduko pakati pevashandisi vasina kubatana, vashandisi vakasanganiswa neLLMs, uye vashandisi vanoramba vachivimba. Iyo inoongorora kudyidzana kwekutapurirana, kudzoreredza uye pamwe chete kusimbisa, izvo vanyori vanoti zvinogona kuburitsa mapoinzi uye tekinoroji kukiya-mukati.
Zvinoenderana nezvakanyorwa nevanyori, kuyambuka chikumbaridzo chakakosha kunogona kubvumira kuwedzera kudiki mukugamuchirwa kuburitsa kukurumidza kwehuwandu hwekufamba kusvika pakutsamira, kunoperekedzwa nekurasikirwa nekukasira mukuziva kugona. Iyo dhizaini inotaridza mamiriro anogona kuitika kune anonzi nevanyori kubaya kwekuziva: kuderedza kutapurirana uye kuita kuti kudzoreredzwa kuve nyore.
Chinyorwa chezvinyorwa chinozivisa basa semapeji gumi nemaviri, matatu-nhamba yakadhindwa muFizikisi neSosaiti, ine mamwe kupatsanurwa mumakomputa nenzanga, kuchinjika uye kuzvironga masisitimu, uye huwandu hwevanhu nekushanduka-shanduka. Izvo zvinopihwa hazvipi mapepa equation, values, empirical , kana kuyedza kusimbiswa.
Nei zvichikosha
Iro bepa rinobata kutsamira kweLLM semubatanidzwa wemagariro uye wekuziva maitiro kwete kungosarudzwa kwemunhu. Mupiro waro wepakati igadziriro yekufunga nezvekuti kurerwa kungave kwakaoma sei kudzosera kana kusimbaradza kwapfuura chikumbaridzo. Mhedzisiro yacho ndeyekufungidzira uye modhi-yakavakirwa, saka hazviratidze kuti shanduko yakadaro iri kuitika kana kuverengera mukana wayo.
Iyo dhizaini inogona kubatsira vaongorori nevagadziri vemitemo kuti vabvunze mimwe mibvunzo pamusoro pekutsamira: kana vanhu vachigona kurega kushandisa LLM vasina kurasikirwa nekugona, maitiro evezera nemasangano anokanganisa kurerwa, uye kana nyore kukiya-mukati.
Kusimbisa kwayo kudzoreredzwa kune chirevo chinoshanda kune chigadzirwa uye dhizaini yemasangano. Masisitimu anochengetedza maitiro asina rubatsiro, anoita kuti kusabatanidzwa kugoneke uye kudzivirira kuita kwakakosha kufambiswa kwebasa kunoenderana nemhando imwe chete kunogona kuderedza njodzi dzinotsanangurwa nepepa.
Zvichemo zvebepa zvakanyanya zvinoramba zvichienderana. Iyo abstract inoshuma izvo modhi inogona kuburitsa pasi pefungidziro dzayo, kwete kucherechedzwa kwehuwandu hwekuderera mukugona kwekuziva. Hapana causal mhedzisiro kune vashandisi, kufanotaura chokwadi, kurudziro yekuwana kana kupindira kushanda kunosimbiswa neinopihwa sosi.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
A route planner searches possible journeys using explicit rules. What does this illustrate about AI?
Zvekutarisa zvinotevera
Muedzo unotevera unobatsira ndewekuti iyo modhi yakafanotaurwa yekunongedza inoenderana nematanho akacherechedzwa ekushandiswa kweLLM, kuchengetedza hunyanzvi uye nekuzvidira kurega. Iyo yakapihwa sosi hairatidze zvikumbaridzo zvakasimbiswa, kuyerwa kwehuwandu hwevanhu, kana kupindira kwakaedzwa mukuita.
Vatsvagiri vakazvimiririra vangazoda kuyedza kuti kutorwa kweLLM chaiko kwepasirese kunotevera shanduko yakafanotaurwa uye kana kushandiswa kuchiburitsa kurasikirwa kunoyerwa, kwakasimba mukuita kusina rubatsiro.
Zvakakosha zvisingazivikanwe zvinosanganisira fungidziro yemuenzaniso, matsananguriro aanoita kugona kwekuziva uye kutsamira, ingave migumo yakarongwa yakasimba muhuwandu hwevanhu, uye kuti kupora kunoyerwa sei.
Kwakabva hakunyore chigadzirwa, kupindira kwakatarisana nemushandisi, nzira yekuwana kana mutengo. Iyo inowanika pachena arXiv preprint rekodhi, asi iyo abstract chete hairatidze kana kodhi inoperekedza kana data iripo.