Chii chaitika
Vatsvagiri vanokurudzira Interaction-based Sensitivity, metric inoitirwa kutsanangura kuti shanduko dzisiri nyore dzinokanganisa sei maitiro emukati ekudyidzana ane hukama neinobuda modhi yemutauro. Vachiishandisa kune makumi mashanu akavhurika-sosi LLMs, vanoshuma zvinhu zvina zvakabatana nekudzikisira kukurumidza kunzwisiswa uye kuona iyo yakagovaniswa pateni inosanganisira yakaderera-odha yekudyidzana.
Rekodhi rakapihwa arXiv rinoratidza bepa revanyori vashanu rakatumirwa musi wa19 Nyamavhuvhu 2026 uye rinoti rakagamuchirwa paMusangano wechimakumi mana nenhatu weKudzidza kweMichina. Iro bepa rinogadzirisa manzwiro ekukurumidzira: vanyori vanotsanangura zviitiko umo zvinyoro-nyoro uye zvisina basa shanduko yekukurumidza inogona kuburitsa kushanduka kukuru kwekuita. Abstract inopa izvi sedambudziko remhando dzemitauro mikuru, asi haipe mienzaniso yezvimwe zvekurudziro, mabasa, modhi, kana kutadza kuona. Chirevo chekugamuchira uye zvese zvakawanikwa zvakawanikwa mumushumo uyu zvichemo zvinounzwa nekwakapihwa; hapana chisimbiso chakazvimirira chinosanganisirwa mune izvo zvakapihwa.
Nzira yakarongwa inoongorora kudyidzana kwete chete mhinduro yekupedzisira yemuenzaniso. Vanyori vanoti vanoodza chibodzwa cheLLM chakabuda kuita seti yekudyidzana, nekudyidzana kwega kwega kunomiririra hukama husina mutsara hunosanganisira boka rezvakasiyana zvekupinza. Ivo vanopokana kuti zvakajairwa kuburitsa-level kuenzanisa kwakanyanyisa kutsanangura kuti sei kukurumidza kunzwa kunoitika. Mune yavo yakashumwa mhedzisiro, diki shanduko yekukurumidza inogona kushandura zvakanyanya kupindirana uku kunyangwe iyo yekupedzisira yemuenzaniso yakaramba yakafanana. Ivo vanosuma Interaction-based Sensitivity, kana IPS, kuverengera iwo shanduko yekudyidzana mushure mekusanzwisisika kukurumidza kugadziridzwa. Iyo abstract hairatidze kuti kudyidzana uku kuyerwa kwakananga kweneural circuitry; inovatsanangura sechishandiso chekuongorora chakatsetseka chekutsanangura maitiro ekubuda.
Vanyori vanoshuma kushandisa IPS kune makumi mashanu akavhurika-sosi LLMs. Vanoti zvinhu zvina zvinodzikisira kunzwisiswa nekukurumidza: kutariswa zvakanaka-tuning, kuwedzera modhi zviyero, dense dhizaini, uye mashoma-pfuti kudzidza. Kunyanya, bepa rinoshuma maitiro akajairwa: chimwe nechimwe chezvinhu izvi chinowanzo deredza kunzwisiswa mukudyidzana kwakaderera, zvichireva kupindirana kunosanganisira mashoma mashoma ekuisa. Rekodhi rakapihwa hariratidze mamodheru makumi mashanu, tsanangura mabasa ekuongorora, tsanangura machinjiro akachinjwa, kana kupa nhamba mhinduro. Izvo hazvitauri zvakare kana iwo mamodheru akaenzaniswa pasi pemamiriro ekudzidziswa akafananidzwa, ingave zvinhu zvina zvakasarudzika zvekuyedza, kana kana kodhi uye data yekuongorora iripo.
Nei zvichikosha
Kukurumidza kunzwa kunogona kuita kuti hunhu hwemuenzaniso huve hwakaoma kuburitsa uye kuongorora. Zvakataurwa nebepa rinoratidza kuti mhinduro dzakafanana dzinogona kuvanza shanduko ine musoro muhukama hunofambisa mhinduro idzodzo, uku ichipawo nzira inogoneka yekudzidza kusimba kupfuura kuenzanisa kwekubuda.
Kana iyo yakashumwa pateni inobata, bepa rinogona kuchinja madudziro evatsvagiri nekukurumidza kusimba. Modhi inogona kupa mhinduro imwechete pamberi uye mushure mekuchinja kudiki kwemazwi uchivimba nemaitiro akasiyana ekudyidzana, zvinoenderana nekwabva. Izvozvo zvingareva kuti yakagadzikana-inotaridzika kubuda haisi humbowo hwemaitiro akagadzikana. Pakuongororwa, izvi zvinomutsa mubvunzo unoshanda: bvunzo dzinoenzanisa mhinduro dzekupedzisira chete dzinogona kupotsa shanduko dzinoonekwa pasi pebasa rakasiyana, hurukuro refu, muenzaniso mutsva, kana kukurumidza mutsauko. Iyo abstract hairatidze kuti IPS inofanotaura kutadza kwakadzika kwakadaro, kuitira kuti zvinoreva zvinoramba zvichiongororwa.
Izvo zvina zvakashumwa zvinhu zvine basa nekuti zvinotora zvese kudzidziswa uye kuvaka. Kunotariswa kugadziridzwa kwakanaka uye kushoma-kupfura kudzidza kune chekuita kuti modhi inogadziridzwa kana kukurudzirwa sei, ukuwo chiyero chakawedzera uye dhizaini dhizaini ine chekuita nedhizaini yemhando. Tsime rinoti ese ari mana anowanzo kudzikisa manzwiro mukudyidzana kwakaderera, izvo zvinopa inogona kubatanidza tsananguro pane ina isina hukama. Izvo zvinogona kubatsira vaongorori kuferefeta kusimba pane imwe nhanho chaiyo kupfuura kunyatsoita. Izvo hazviratidzi, zvisinei, kuti chero chinhu chinofanira kutorwa chiri choga. Iwo abstract haapi ruzivo nezve mutengo we computational, kudzidziswa tradeoffs, kuita pane mamwe maitiro, kana kuti kudzikisa yakaderera-odha yekudyidzana senitivity kunogona kugadzira hutera hutsva.
Basa racho rinogona kupawo mutauro wekusiyanisa matambudziko ekubereka kubva kune akajairwa modhi kukanganisa. Kurudziro mbiri dzinogona kutungamira kumhinduro dzakasiyana, kana kumhinduro imwe chete kuburikidza nemaitiro ekudyidzana akasiyana; IPS inoitirwa kuyera rudzi rwekupedzisira rweshanduko pamwe neyekutanga. Chiyero chakadaro chinogona kubatsira pakuenzanisa mhando dzemhando, matemplate anokurumidza, kana maitiro ekuongorora kana ikaratidza kuvimbika. Mipimo yacho yakakura. Chidzidzo ichi chinovhara makumi mashanu-akavhurika-sosi modhi, uye iyo abstract hairatidze kana mhedzisiro yacho inotambanukira kune proprietary system, multimodal modhi, zvisiri zveChirungu zvinokurudzira, agentic workflows, kana yakakwirira-stake application. Sosi yacho haipe yakazvimirira kudzokorodza, yekunze kuenzanisa, kana humbowo hwekuti IPS inoratidza chinokonzeresa nzira kwete mubatanidzwa unotsanangura.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
crm_get_transaction(id='4092').In AI, what are a model's "parameters"?
Zvekutarisa zvinotevera
Muedzo wakakosha uchave wekuti metric inofanotaura kukundikana kunoonekwa nemushandisi uye inodzokorora mumamodheru, mabasa, mitauro, uye nekukurumidza shanduko. Iyo yakapihwa abstract haipe mazita emhando, dhataseti, mhedzisiro saizi, kusava nechokwadi kwenhamba, kana humbowo hwekuti zvakataurwa zvinhu zvinoderedza kunzwisiswa.
Pepa rakazara rinofanira kujekesa kuvaka uye kusimbiswa kweIPS. Ruzivo rwakakosha runosanganisira izvo zvinoverengera sechipo chekuisa, kuti chibodzwa chekubuda chinotsanangurwa sei, kudyidzana kunoparadzwa sei, maodha ekudyidzana anosanganisirwa sei, uye kuti shanduko dzinounganidzwa sei mumetric. Vaverengi vanofanirawo kutsvaga nyonganiso dzekukurumidza uye chikumbaridzo chinoshandiswa kudaidza shanduko kuti yakavanzika. Pasina iwo ruzivo, zvakaoma kutonga kuti IPS inoyera kukurumidza kunzwa kana kunyanya kubata maitiro eimwe dhizaini yekuongorora. Kuenzanisa nemametric ekupedzisira-kubuda uye nemamwe matanho ekusimba kuchanyanya kukosha.
Kudzokorodza kunofanirwa kuyedza iyo yakashumwa mana-factor pateni pasi pemamiriro akadzorwa. Kwakabva hakutauri kuti ndedzipi modhi dzakadzidzwa, kuyerwa kwechiyero chemuenzaniso, zvivakwa zvipi zvakanzi dense, kana kuti kukwenenzvera kwakatariswa uye kudzidza kushoma-pfuti kwakaitwa sei. Sarudzo idzodzo dzinogona kukanganisa mhedzisiro. Kutevera kunobatsira kunoongorora kana hukama huri pakati pekudyidzana kwakaderera uye kukurumidza kunzwisiswa kunoonekwa mumhuri dzakasiyana dzemhando, mabasa, mitauro, kureba kwechirevo, uye marudzi ekuchinja kwemazwi. Izvo zvaizobatsirawo kupatsanura mhedzisiro yechiyero, dhizaini, kunyatso-tuning, uye mienzaniso pane kuvatora seyakabatana zvivakwa zvemhando dziripo. Iyo yakapihwa abstract inopa hapana statistical maitiro saizi kana fungidziro yekusavimbika, saka kusimba uye kuwirirana kwemasangano akashumwa anoramba asingazivikanwe.
Mubvunzo unonyanya kukosha ndewekuti IPS inovandudza kuvimbika kwenyika chaiyo. Ongororo dzenguva yemberi dzinogona kuyedza kana zvibodzwa zvepamusoro zveIPS zvichifembera mhinduro dzisingaenderane, kurambwa zvisina kuchengeteka, zvikanganiso zvechokwadi, kana kukundikana kwekushandisa-turusi kana zvirevo zvikatsanangurwa kana kuwedzerwa. Vanofanirawo kuongorora kana kuderedza kuyerwa senitivity kunatsiridza mushandisi-inooneka kugadzikana pasina kudzikisa kunobatsira kuchinjika. Uchapupu pamusoro penyaya dzepamusoro-soro zvakare: kuongororwa kunoda kuongororwa kwekudyidzana kunodhura kungave kwakaoma kushandisa panguva yekuongororwa kwemuenzaniso. Chekupedzisira, kugamuchirwa kwebepa ICML kunofanirwa kusiyaniswa kubva pakuzvimiririra kusimbiswa. Rekodhi rinoratidza basa seshanduro yearXiv uye kugamuchirwa kwemishumo, asi sosi yakapihwa haipe shanduro yekupedzisira, kudzokorora, kana simbiso kubva kunzvimbo.