Hauv kev tsim kho thiab kev saib xyuas ntawm tagging system, kev xav thiab cov txheej txheem ib leeg feem ntau tsis txaus los daws qhov nyuaj thiab puas tau - hloov pauv kev xav tau kev lag luam. Cov txheej txheem distilled los ntawm kev ua tau zoo dhau los ua qhov tseem ceeb rau kev txhim kho kom zoo thiab ua haujlwm zoo. Kev siv tau yooj yim ntawm cov txheej txheem no tuaj yeem txhim kho kev siv tau thiab kev ruaj khov ntawm cov cim npe thaum ua kom cov lus tseeb thiab cov qauv pom meej, muab kev txhawb nqa zoo rau kev tswj cov ntaub ntawv, kev siv ntse, thiab kev sib koom ua ke hla - sau npe.
Firstly, mastering granularity tswj cov txheej txheem. Overly granular tags ua rau cov txheej txheem nyuaj thiab nce retrieval lub nra; Cov ntawv ntxhib dhau heev ua rau nws nyuaj rau kev paub qhov txawv thiab ua rau tsis muaj peev xwm lees paub. Hauv kev xyaum, qhov tsim nyog granularity yuav tsum tau txiav txim siab raws li daim ntawv thov scenario: coarser tags tuaj yeem siv rau macro- qib kev faib tawm kom yooj yim rau kev tshawb nrhiav sai; rau qhov zoo - cov lim dej zoo, lawv yuav tsum tau ua kom zoo zoo kom paub meej qhov txawv. Hierarchical tag tsim tuaj yeem ua raws li qib sib txawv ntawm cov kev xav tau, tsim txoj kev rov qab los ntawm qhov dav mus rau nqaim.
Qhov thib ob, kev siv cov semantic sib xws thiab cov txheej txheem scalability zoo. Txhawm rau kom tsis txhob muaj kev sib xyaw ntawm cov lus sib txuas lossis ze ntawm - cov lus sib txuas, cov ntsiab lus tseem ceeb yuav tsum tau tsim thiab khaws cia, thiab cov cim npe tshiab yuav tsum tau muab sib koom ua ke thiab qhov tsis meej meej daws los ntawm kev sib koom ua ke. Nyob rau tib lub sijhawm, nws khaws qhov chaw nthuav dav thiab siv cov kev cai naming modular los xyuas kom meej tias cov cim npe tshiab tuaj yeem raug muab tso rau hauv cov txheej txheem uas twb muaj lawm yam tsis muaj kev cuam tshuam cov qauv, lav qhov kev hloov pauv ntawm cov txheej txheem raws li kev lag luam tsim.
Thib peb, nws hais txog ntau- qhov chaw fusion thiab suab nrov txo cov txheej txheem. Nyob rau hauv rooj plaub uas sib txuas tsis siv neeg rho tawm thiab phau ntawv annotation, pom tseeb cov neeg sib tw nrov yuav tsum xub muab tshem tawm siv cov cai lossis cov qauv, thiab tom qab ntawd cov cim tseem ceeb yuav tsum tau tshuaj xyuas los ntawm cov kws tshaj lij. Cov cim npe los ntawm cov tshuab sib txawv yuav tsum tau muab sib xyaw ua ke thiab tsim tawm kom tshem tawm cov lus sib txawv los ntawm qhov sib txawv ntawm cov peev txheej thiab ua tiav cov khoom zoo sib xws.
Thib plaub, nws ntxiv dag zog rau kev pom thiab koom nrog kev tsim qauv. Siv cov ntsiab lus pom xws li xim, duab, lossis txoj hauj lwm los qhia tag pawg thiab cov xeev tuaj yeem txhim kho cov neeg siv kev paub ceev; tsim hierarchical lossis network kev sib raug zoo ntawm cov cim npe pab qhia txog kev sib raug zoo tsis zoo thiab txhawb nqa ntau yam - rov qab. Hauv kev tsim kev sib cuam tshuam, kev tswj kom muaj kev sib raug zoo ntawm kev sib txuas ntawm cov cim npe thiab cov khoom sib xws tuaj yeem txo cov nqi dhia dhia.
Fifthly, nws tsim cov txheej txheem rau dynamic txij nkawm thiab tawm tswv yim loops. Tsis tu ncua tshuaj xyuas kev siv tag, ua kom zoo raws li kev tshawb fawb ntaus nqi, tus neeg siv nyem-los ntawm tus nqi, thiab kev hloov pauv ntawm kev lag luam, tam sim ntawd sib koom ua ke tsis tu ncua thiab tshem tawm cov cim tsis zoo, thiab suav nrog cov neeg siv cov lus tawm tswv yim rau hauv cov txheej txheem kho kom tswj tau lub sijhawm thiab kev hloov pauv ntawm cov cim npe.
Hauv cov ntsiab lus, tagging cov txheej txheem suav nrog granular tswj, semantic sib xws, ntau - qhov chaw fusion, kev sib koom ua ke, thiab kev saib xyuas zoo. Kev paub thiab ua tiav kev siv cov tswv yim tseem ceeb no tuaj yeem txhim kho kev tsim kho kom zoo thiab kev ua haujlwm ntawm kev siv tagging, ua kom nws ua lub luag haujlwm tseem ceeb hauv cov ntaub ntawv ib puag ncig nyuaj.
