Incamake
Amahugurwa ya permis invariant (PIT) nuburyo bwamahugurwa bwubwenge butuma icyitegererezo gitandukanya amajwi menshi atitaye kumajwi isohoka buri jwi ryinjiramo. Byakemuye ikibazo cyinangiye cyanditse cyabujije iterambere mugutandukanya imvugo.
Uruhushya rwa Invariant Amahugurwa yicaye mumajwi-AI akazi gahindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru.
Kwibira cyane
Iyo urusobe rusohoye amajwi abiri atandukanye, nta tegeko risanzwe risohoka rigomba kuba 'umuvugizi 1' na 'umuvugizi 2'. Niba imyitozo ihora iteganya kuvuga A mubisohoka 1, ariko icyitegererezo gishyira A mubisohoka 2, bihanwa nubwo gutandukana byari byiza. Iki 'label permisation ikibazo' cyateye moderi kubyara ibintu bitagaragara, impuzandengo. Byatangijwe na Dong Yu na bagenzi be muri 2017, PIT irabikosora mugerageza guhuza ibishoboka byose hagati yumusaruro wicyitegererezo ninkomoko nyayo, kubara ikosa kuri buri, kandi ugakomeza gusa umukoro muto-woherejwe kugirango uvugurure icyitegererezo. Umuyoboro rero uhembwa gutandukana neza utitaye kubitumiza, gukora amahugurwa ahoraho avuga menshi arangije gukora.
Ubushishozi
Kuri buri ntambwe yo guhugura, PIT ibara igihombo kuri permisations zose zihuye nibisubizo byahanuwe kubisobanuro byatanzwe, hanyuma backpropagates ikoresheje gusa uruhushya-rwo gutakaza. Ku bavuga rikijyana hariho ibice bibiri; kubavuga N, N ibintu bifatika. Urwego rwa Utterance-urwego PIT (uPIT) rukosora impushya imwe mumagambo yose kugirango umuvugizi agumane umuyoboro uhamye usohoka mugihe, wirinda interuro yo hagati interuro ihinduranya ibyo urwego-urwego rushobora gutera.
Kumenya Uruhushya rwo Guhugura
Amahugurwa ya permis invariant (PIT) nuburyo bwamahugurwa bwubwenge butuma icyitegererezo gitandukanya amajwi menshi atitaye kumajwi isohoka buri jwi ryinjiramo. Byakemuye ikibazo cyinangiye cyanditse cyabujije iterambere mugutandukanya imvugo. Uruhushya rwa Invariant Amahugurwa yicaye mumajwi-AI akazi gahindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru. Kugira ngo wubake byimbitse, fata amahugurwa ya Permutation Invariant nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha Permutation Invariant Training ifata ubuziranenge, ubukererwe, no kwemererwa nkibice byingenzi byingamba zo kohereza. 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.
Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi. Mugihe kimwe, gukoresha nabi amajwi no kwigira ibyago byiyongera mugihe uruhushya rubuze. 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
Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi.
Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amatsinda yibitangazamakuru arashobora kohereza amajwi yihuse hamwe na bije nto.
Amatsinda yibitangazamakuru arashobora kohereza amajwi yihuse hamwe na bije nto. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Sisitemu ireba abakiriya irashobora gutunganya imikoranire ivugwa murwego runini.
Sisitemu ireba abakiriya irashobora gutunganya imikoranire ivugwa murwego runini. 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
Guhugura imiyoboro itandukanya gutandukanya abavuga babiri cyangwa benshi barenga mu nama no guhamagara amajwi.
Guha imbaraga sisitemu imwe yo gutandukanya mikoro ikoreshwa nkimpera yimbere yo kumenya imvugo.
Gushoboza kuvuga-urwego PIT kugirango buri muvugizi ahabwe umuyoboro uhoraho usohoka mubiganiro.
Gukora nkintego yimyitozo muburyo bwo gutandukanya ibipimo byasuzumwe kuri datasets nka WSJ0-2mix.
Uburyo bwo Gushyira mu bikorwa
Uruhushya rwa Invariant Amahugurwa mubikorwa
Guhugura imiyoboro itandukanya gutandukanya abavuga babiri cyangwa benshi barenga mu nama no guhamagara amajwi.
Guhugura imiyoboro mvaruganda gutandukanya abavuga babiri cyangwa benshi barenga mu nama no guhamagara amajwi Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Uruhushya rwa Invariant Amahugurwa mubikorwa
Guha imbaraga sisitemu imwe yo gutandukanya mikoro ikoreshwa nkimpera yimbere yo kumenya imvugo.
Guha imbaraga sisitemu imwe yo gutandukanya mikoro ikoreshwa nkimpera yimbere yo kumenyekanisha imvugo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Uruhushya rwa Invariant Amahugurwa mubikorwa
Gushoboza kuvuga-urwego PIT kugirango buri muvugizi ahabwe umuyoboro uhoraho usohoka mubiganiro.
Gushoboza kuvuga-urwego PIT kugirango buri muvugizi ahabwe umuyoboro uhoraho mugiganiro cyose Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Uruhushya rwa Invariant Amahugurwa mubikorwa
Gukora nkintego yimyitozo muburyo bwo gutandukanya ibipimo byasuzumwe kuri datasets nka WSJ0-2mix.
Gukora nkintego yo guhugura muburyo bwo gutandukanya ibipimo bisuzumwa kuri datasets nka WSJ0-2mix Amakipe ubusanzwe abona ibisubizo byiza mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Ingaruka & Kurinda
Gukoresha nabi amajwi no kwigira ibyago byiyongera mugihe uruhushya rubuze.
Ukuri kurashobora kugabanuka hejuru yimvugo, imvugo, cyangwa urusaku rwibidukikije.
Amajwi yubukorikori arashobora kwibeshya kumvugo yukuri nta kirango gisobanutse.
Igishushanyo mbonera
Shaka uruhushya rusobanutse rwo gufata amajwi, gukoroniza, no gukoresha.
Shaka uruhushya rusobanutse rwo gufata amajwi, gukoroniza, no gukoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ikizamini cyiza mubiganiro bitandukanye hamwe nuburyo bwimbere.
Ikizamini cyiza mubiganiro bitandukanye hamwe nuburyo bwimbere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Sobanura igihe umuntu agomba gusuzuma cyangwa kwemeza ibisubizo.
Sobanura igihe umuntu agomba gusuzuma cyangwa kwemeza ibisubizo. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Andika amajwi yubukorikori kandi ugumane inyandiko zerekana kubazwa.
Andika amajwi yubukorikori kandi ugumane inyandiko zerekana kubazwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.