Incamake
Perplexity ni amanota ya kera yerekana uburyo 'gutungurwa' icyitegererezo cyururimi ninyandiko nyayo - bivuze ko bihanura amagambo wizeye. Nibipimo nka BLEU na ROUGE nuburyo abashakashatsi bapima niba icyitegererezo kigenda neza.
Perplexity na Metrics Metrics ni igice cyururimi-AI rukoreshwa mugusoma, kubyara, gushyira mubyiciro, no guhindura inyandiko nimvugo murwego.
Kwibira cyane
Ururimi rwicyitegererezo rutanga amahirwe kuri buri jambo rikurikira. Perplexity ihindura ibyo bishoboka mubare umwe ubaza: ugereranije, ni bangahe bahisemo kimwe icyitegererezo cyatandukanijwe kuri buri ntambwe? Niba icyitegererezo cyizeye neza kandi gikosowe, urujijo ni 1; niba ikeka kimwe mumagambo 50.000, urujijo ni 50.000. Hasi ni byiza. Nibibare byerekana impuzandengo yo gutakaza ijambo, bityo ikurikirana imyitozo itaziguye. Ariko urujijo rupima gusa ijambo rikurikira-guhanura, ntabwo niba umusaruro ari ingirakamaro, ukuri, cyangwa wanditse neza. Niyo mpamvu imirimo yibisekuru yongeramo ibipimo nka BLEU (n-garama ihinduranya kugirango ihindurwe) na ROUGE (guhuzagurika mu ncamake), n'impamvu ibibi bigezweho bigenda byishingikiriza ku manota yabantu n'ibipimo ngenderwaho.
Ubushishozi
. Nubusanzwe ni verisiyo yahinduwe yo gutakaza cross-entropy, gusa bigaragazwa nkibintu bifatika byamashami aho kuba bits cyangwa nats. Kuberako biterwa nurugero rwukuri rwamagambo hamwe na tokenizer, indangagaciro zo kugereranywa ziragereranywa gusa hagati yicyitegererezo gisangiye icyerekezo kimwe - kugereranya ijambo-urwego rwicyitegererezo na sub-jambo ryerekana bitaziguye ntacyo bivuze.
Kumenya Perplexity n'ibipimo by'ururimi
Perplexity ni amanota ya kera yerekana uburyo 'gutungurwa' icyitegererezo cyururimi ninyandiko nyayo - bivuze ko bihanura amagambo wizeye. Nibipimo nka BLEU na ROUGE nuburyo abashakashatsi bapima niba icyitegererezo kigenda neza. Perplexity na Metrics Metrics ni igice cyururimi-AI rukoreshwa mugusoma, kubyara, gushyira mubyiciro, no guhindura inyandiko nimvugo murwego. Kugira ngo wubake byimbitse, fata Perplexity na Metrics Metrics nkurugero rwimikorere, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Perplexity hamwe nubushakashatsi bwururimi rwibipimo byerekana, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. 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.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. 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
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. 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
Gukurikirana kwemeza urujijo mugihe cyo kwitegura kwemeza icyitegererezo kiracyiga no kumenya igihe gitangiye gukwira
Koresha amanota ya BLEU kugirango ugereranye sisitemu nshya yo guhindura imashini hamwe nubusobanuro bwabantu
Raporo ROUGE-L ihuzagurika kugirango igenzure amakuru-incamake yerekana kurwanya zahabu-isanzwe
Ugereranije ibyitegererezo bibiri byerekana kuri corpus imwe kugirango uhitemo umwe uhanura inyandiko wizeye
Uburyo bwo Gushyira mu bikorwa
Perplexity n'ibipimo by'ururimi mubikorwa
Gukurikirana kwemeza urujijo mugihe cyo kwitegura kwemeza icyitegererezo kiracyiga no kumenya igihe gitangiye gukwira.
Gukurikirana kwemeza urujijo mugihe cyo kwitegura kwemeza icyitegererezo kiracyiga no kumenya igihe gitangiye gukwirakwira Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Perplexity n'ibipimo by'ururimi mubikorwa
Koresha amanota ya BLEU kugirango ugereranye sisitemu nshya yo guhindura imashini hamwe nubusobanuro bwabantu.
Gukoresha amanota ya BLEU kugirango ugereranye sisitemu nshya yo guhindura imashini hamwe nubusobanuro bwabantu buvugwa Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Perplexity n'ibipimo by'ururimi mubikorwa
Raporo ROUGE-L ihuzagurika kugirango igenzure amakuru-incamake yerekana kurwanya zahabu-isanzwe.
Raporo ROUGE-L ihuzagurika kugirango igaragaze amakuru-yerekana incamake yerekana incamake ya zahabu-Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Perplexity n'ibipimo by'ururimi mubikorwa
Ugereranije ibyitegererezo bibiri byerekana kuri corpus imwe kugirango uhitemo umwe uhanura inyandiko wizeye.
Ugereranije ibirindiro bibiri by'icyitegererezo kumurongo umwe wafashwe kugirango uhitemo umwe uhanura inyandiko yizeye cyane Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.