Incamake
Gahunda-na-Gukemura (PS) ibwira icyitegererezo cyururimi kubanza gutegura gahunda isobanutse hanyuma ikagikora intambwe ku yindi, ikosora ibitagenze neza ko 'reka dutekereze intambwe ku yindi' itera amababi inyuma. Nibintu byoroshye byihuta byahinduye byongera ibitekerezo byintambwe nyinshi nta mahugurwa yinyongera.
Guteganya-no-Gukemura ibibazo ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Byinjijwe mu mpapuro za ACL 2023 na Lei Wang na bagenzi be, Gahunda-na-Gukemura ikibazo cyari igisubizo cyintege nke zidasanzwe muri zeru-shoti-yibitekerezo: abanyamideli akenshi basimbuka intambwe, kubara nabi, cyangwa gusoma nabi ikibazo. PS isimbuza amabwiriza amwe 'Reka dutekereze intambwe ku yindi' n'amabwiriza agizwe n'ibice bibiri: 'Reka tubanze dusobanukirwe n'ikibazo kandi dutegure gahunda yo kugikemura. Noneho, reka dusohoze gahunda kandi dukemure ikibazo intambwe ku yindi. ' Impinduka zongerewe imbaraga, PS +, yongeraho kwibutsa gukuramo impinduka zijyanye, kubara ibisubizo hagati, no kwitondera imibare. Ku bipimo nka GSM8K na SVAMP, PS + yafunze byinshi mu cyuho hamwe n'amasasu make-yo-gutekereza-mugihe udakeneye ingero zakozwe mukanya.
Ubushishozi
Uburyo bukoreshwa muburyo bwihuse: mubajije gahunda mbere yo kuyishyira mu bikorwa, PS ihindura icyitegererezo cya autoregressive generation kuburyo itangira kubyara subgoals zo murwego rwohejuru, hanyuma igatanga ibimenyetso birambuye byerekana ibitekerezo bikurikira. Uku gutandukana kugabanya 'kubura-intambwe' namakosa yo kubara. PS + ikomeza kuyobora kwitondera mu buryo bweruye amazina y'ibihinduka n'umubare uri hagati, ikora nka scafold yonyine ubwayo aho kwishingikiriza ku ntoki zanditswe n'intoki.
Kumenya Gahunda-no-Gukemura Byihuse
Gahunda-na-Gukemura (PS) ibwira icyitegererezo cyururimi kubanza gutegura gahunda isobanutse hanyuma ikagikora intambwe ku yindi, ikosora ibitagenze neza ko 'reka dutekereze intambwe ku yindi' itera amababi inyuma. Nibintu byoroshye byihuta byahinduye byongera ibitekerezo byintambwe nyinshi nta mahugurwa yinyongera. Guteganya-no-Gukemura ibibazo ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Gahunda-na-Gukemura Byihuta nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha Gahunda-na-Gukemura Byihuse byubaka ubwubatsi, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Gukemura ibyiciro byinshi-by-ishuri-imibare yijambo ryibibazo (GSM8K) aho icyitegererezo kibanza gutondekanya ingano, hanyuma ikabara muburyo bukurikirana.
Kuyobora umufasha wa code kugirango agaragaze imikorere nimanza mbere yo kwandika code iyo ari yo yose.
Kubaka umukiriya-wunganira umukozi kugirango abanze amenye intego nyamukuru yumukoresha, hanyuma akurikirane intambwe zo gukemura.
Gucamo ibice bigoye-gusesengura icyifuzo muri 'tegura ibibazo' bikurikirwa na 'kwiruka no guhuza ibisubizo' ibyiciro.
Uburyo bwo Gushyira mu bikorwa
Gahunda-na-Gukemura Byihuse mubikorwa
Gukemura ibyiciro byinshi-by-ishuri-imibare yijambo ryibibazo (GSM8K) aho icyitegererezo kibanza gutondekanya ingano, hanyuma ikabara muburyo bukurikirana.
Gukemura ibyiciro byinshi-by-ishuri ryibibare byamagambo (GSM8K) aho icyitegererezo kibanza gutondekanya ingano, hanyuma ikagereranya kugirango Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gahunda-na-Gukemura Byihuse mubikorwa
Kuyobora umufasha wa code kugirango agaragaze imikorere nimanza mbere yo kwandika code iyo ari yo yose.
Kuyobora umufasha wa code kugirango agaragaze imikorere nimanza mbere yo kwandika kode iyo ari yo yose ishyirwa mu bikorwa Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gahunda-na-Gukemura Byihuse mubikorwa
Kubaka umukiriya-wunganira umukozi kugirango abanze amenye intego nyamukuru yumukoresha, hanyuma akurikirane intambwe zo gukemura.
Kubaka abakiriya-bunganira abakiriya kugirango babanze bamenye intego nyamukuru yumukoresha, hanyuma ukurikirane intambwe zo gukemura Amakipe ubusanzwe abona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gahunda-na-Gukemura Byihuse mubikorwa
Gucamo ibice bigoye-gusesengura icyifuzo muri 'tegura ibibazo' bikurikirwa na 'kwiruka no guhuza ibisubizo' ibyiciro.
Gucamo ibice bigoye gusesengura amakuru muri 'gutegura ibibazo' bikurikirwa no 'kwiruka no guhuza ibisubizo' ibyiciro Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.