
pampinhee ardhashaastram

distributional semantics anedi bhasha dayta yokka pedda namoonaalalo vaati pampinhee lakshanaala aadhaaramgaa bhasha amsaala madhya ardha saaruupyatalanu lekkinchadaaniki mariyu vargeekarinchadaaniki siddhaantaalu mariyu paddhatulanu abhivruddhi chesi adhyayanam chese parisoedhanaa rangam. pampinhee ardhashaastram yokka praathamika aalochananu pampinhee parikalpana anie pilavabade daanilo sangrahinchavachhuh "saaruupya pampinheelu kaligina bhasha amsaalu saaruupya ardhaalanu kaligi untaayi."
pampinhee parikalpana.
bhaashaashaastramlo pampinhee parikalpana bhasha viniyogam yokka ardha siddhaantam nundi udbhavinchindi, i.ii. oke sandarbhaalalo upayoginche mariyu sambhavinche padaalu saaruupya ardhaalanu suuchistaayi.
oka padam adhi unche samstha dwara vargeekarinchabadutundi" anae antarleena aalochana 1950laloe firth dwara prachuryam pondindi.
pampinhee parikalpana ganaanka ardhashaastraaniki aadharam. pampinhee parikalpana bhaashaashaastramlo udbhavinchinappatikii, idhi ippudu abhignaa saastramlo mukhyamgaa padha viniyoga sandarbhaaniki sambandhinchi drushtini aakarshistondi.
iteevali samvatsaraalalo, pampinhee parikalpana bhasha abhyaasamlo saaruupyata-aadhaarita saadhaaraneekarana siddhaantaaniki aadharaanni andinchindihi ilanti padaala pampinheela nundi vaati upayogam gurinchi saadhaaraneekarinchadam dwara pillalu intaku mundu arudugaa edurkonna padaalanu elaa upayoginchaalo gurtinchagalaru.
pampinhee parikalpana rendu padaalu ardhaparamgaa entha saruupyamgaa unnayo, avi marinta pampineeparamgaa saruupyamgaa untaayani, tadwara avi saaruupya bhasha sandarbhaallo sambhavistaayani suuchistumdi.
eee suuchana ganana namoonaalo dayta-sparsity samasya rendintikee gananeeyamaina chikkulanu kaligi undaa ledhaa, mariyu saapekshamgaa paedha input icchina pillalu bhashanu elaa vaegamgaa neerchukoogalugutaaru anae prasnaku (dheenini pedarikam yokka samasya anie kooda pilustaaru).
vector pradaesaalaloo pampinhee ardha namuunaa.
pampinhee ardhashaastram leanier beejaganitamnu ganana saadhanamgaa mariyu praatinidhya chatramgaa upayoginchadaaniki anukuulamgaa untundi. praathamika vidhanam adhika-dimensional vectorlalo pampinhee samacharanni sekarinchadam mariyu vector saaruupyata paramgaa pampinhee/ardha saaruupyatanu nirvachinchadam. vahakalu sekarinchadaaniki yea rakamaina pampinhee samacharanni upayogistaarane daanipai aadharapadi vividha rakaala saaruupyatalanu velikiteeyavacchuhu bhasha amsaalu yea vachana praantaalalo sambhavistaayane samaachaaramtho vaahakaalanu janasaandratatoo kalapadam dwara samayochita saaruupyatalanu velikiteeyavacchu; itara bhasha amsaalu, vastuvulu yea samaachaaramtho saha-sambhavistaayo aaa samaachaaramtho vaahakaalanu janasaandratatoo kalapadam dwara namuunaa saaruupyatalanu velikiteeyavacchu. vyaktigata vector bhaagaalanu chudatam dwara vaakyanirmaana saaruupyatalanu velikiteese taruvaati rakam vektarlanu kooda upayoginchavacchani gamaninchandi.
pampinhee mariyu ardha saaruupyata madhya sahasambandham yokka praathamika aalochananu aneka vidhaluga amalu cheyavachu. avyakta ardha vislaeshanha (lsa), hyperspace analog tuu longuage (haall), vaakyanirmaanam-ledhaa dependency-aadhaarita namuunaalu, yaadruchchika suuchika, ardha madata mariyu theem modal yokka vividha rakaalato sahaa pampinhee ardhashaastraanni amalu chese ganana namuunaalu samruddhiga unnaayi.
pampinhee ardha namuunaalu pradhanamgaa eee krindi paaraamitulaku sambandhinchi bhinnamgaa untayih
bhasha amsaalanu sandarbham vale upayoginche pampinhee ardha namuunaalanu vard space ledhaa vector space models anie kooda pilustaaru.
lexical semantics daati.
pampinhee sabdaarthashaastram saadhaaranamgaa lexical amsaalaku-padaalu mariyu bahula-padha padaalaku-gananeeyamaina vijayamtho vartimpajeyabadindi, kaneesam naadii prerita lothaina abhyasa namuunaalaku input poragaa vartinchadam valla kaadu, lexical sabdaarthashaastram, antey.ii. padaala ardham, mottam uchchaarana yokka ardhashaastramlo kontha bhaganni matrame kaligi untundi. oka nibandhana yokka ardham, ii.zii. "pululu kundellanu ishtapadataayi.", idhi kaligi unna moodu lexical amsaala ardhaanni pariseelinchadam dwara paakshikamgaa matrame ardham chesukovacchu. distributional semanticsnu neerugaa nirmaanaalu vanti pedda bhasha amsaanni, aadharam laeni amsaalatoe mariyu lekunda cover cheyadaaniki vistarinchavacchu, conny modal yokka konni praathamika anchanaalanu kontha sardubaatu cheyalsina avasaram undhi. nirmaana vyaakaranam mariyu lexical-syntactic continume yokka daani suutreekarana pampinhee ardha namoonaalo marinta vistrutamaina nirmaanaalanu chaerchadaaniki oka vidhananni andistundi mariyu yaadruchchika suuchika vidhananni upayoginchi konni prayogaalu amalu cheyabaddaayi.
compositional distributional semantic namuunaalu spashtamaina semantic functionla dwara distributional semantic namuunaalanu vistaristaayi, ivi mottam padabandhaalu ledhaa vaakyaala yokka semanticsnu vargeekarinchadaaniki palgone lexical unitla semanticsnu "compositional modal" gaa militam cheyadaaniki vaakyanirmaana aadhaarita niyamaalanu upayogistaayi. eee panini modata oxford vishwavidhyaalayaaniki chendina stephen clark, baab koke mariyu mehranush sadarzade vaari 2008 paperlo pratipaadinchaaru, idhi "ardhaaniki kuurpu pampinhee namuunaa". naadii namuunaalatoe sahaa kuurpuku vividha vidhanalu anveshinchabaddaayi mariyu semival vanti sthaapinchabadina varkshaaplalo charchinchabadutunnaayi.
applications.
pampinhee ardha namuunaalu eee krindi panulaku vijayavantamgaa vartimpajeyabaddaayih

