The Representation Of Chinese Semantic Knowledge And Its Application In The Chinese-English MT System | Posted on:2003-01-04 | Degree:Doctor | Type:Dissertation | Country:China | Candidate:X Qi | Full Text:PDF | GTID:1118360065961521 | Subject:Computer Science and Technology | Abstract/Summary: | PDF Full Text Request | Inthls thesis,we researchthe semmä¹Ic level ofnatuxal language processing."ä¹propose a hierarchy to represent Chinese sem四万Icä»™owledge,design a method toacquire ltanduse It Inthe Interlinguaï¼basedChlneseto Engllshmachlnetranslatlonsystem called ICENTll. Semantic analysis lsthebasls ofnatural language understanding.他 discussdiè‚šrent semå±±uIc theories andåŠowledge representation methods,and then we proposeand construct a frameï¼based Chinese semantic knowledge hierarchy.The hierarchy Iscomposed ofsemå’–Ic units and semå’–Ic rules.The semå’–Ic unit Is composedofsemantic prlmltlves,senses and semantic chunks.The semantic prlmltlve Is the basicunit of the hierarchy and describes all kinds of semantic features.The sense expressesconcepts and Is descrlbedbyprlmltlves.The semantic chuå°¬ expresses compoundconcepts and Is decrlbedbynested fraxnes.In semantic rames,semå’–Ic relations ofeach componemare expressed by semå’–Ic roles.Semantic rules are theåŠstract ofsemttlchowledge and are composedofwellï¼formed sem出方Ic 11讪s and generatedchu业 templets.Weiï¼formed semantic 11讪s descnbe the semantic restriction amongsemantic units.Generated oh帆 templets describe the semantic structure which Isgenerated by wellï¼formed semanlc links.Based on the semanlc hierarchy we designand lmplemeè¡€ an algorlthln ofsem8lltlc ule acquiring,which acquires wellï¼formedsemantic 11冰s fromthe combination Instance corpus 用nomatlcally and acquiresgeneratedchunktemplets semiï¼automatlcany The system ICENTll Is an Interlinguaï¼basedMT system,whlchls lmplemefltdbyadding semå±±iIcAnowledge Inthe preceding system ICENT The Interlingua design Isthe key Inthe design of*the system.All results ofChlnese analysis are expressed Inthelè¡€erlingua and all Information ofEngllsh generation can be got In It.We discussdlfferentphenomenabetween Chinese andEngllsh,design and lmplemeniasyntactlcally and semanilcally combined Interlingua.Theè¡€erlingua Is experessed byframe structures,which contains some slotï¼value pairs to describe syntactic andsemantic attributes.The Interlingua ofIC刚Tll emphasizes semantic represefltatlon,Which contains the sense ofa word and the semantic relations ofapä»·ase or a sentence.The Interlingua ofICENTll combines syntactic and semå’–Ic Information,conceptgranularltyls well situated,expression lspersplcuous and implementation Is simple.The illterlingua ofICmTll Is complemellted and IWroved In the process of*thes designof*the一一 system,and Is provedto beåŠleto meetthe needs ofthetranslatlon. Segmentation and tagging Is the6rst step of1CENENTn.V厄 design and IInpkment anaå·omatlc sem山上Ictagging algorulllTI to tag sense forthe resultofsegmeniatlon.hesemanlc tagging deals with monoseme, polyseme and unknown word respectively anduses syè¡€actlc and semanticä»–owledge to determine the sense tagging set for eachword.The resultcanbe nonï¼single and sense dlsamblguatlon canbe done Inthe semanticanalysis.Ifthe sense tagging setconialnsthe correct sense,semantlctagginghltsthe 第*页target. If the sense tagging set only contains the correct sense, semantic tagging is correct. The experiment is done and proves the algorithm can get a very high hit rate and a higher correctness rate. Usually, the size of hit sets will become rather small.The relation between Syntax and semantic meaning is very close. Syntax is the form and semantic meaning is the content. We combine syntactic parsing and semantic analysis, use the extended context free grammar to analyze Chinese. Each syntactic production has a precondition judge function. When the analyzer needs to use a production to do reducing, the precondition judge function corresponding to the production is activated and in it the corresponding semantic analysis is performed. The reduction can be done only if the semantic analysis is reasonable, otherwise the current analysis tree should be termin...
| Keywords/Search Tags: | natural language processing, machine translation, semantic knowledge hierarchy, semantic rule, well-formed semantic link, interlingua, semantic tagging, semantic analysis, disambiguation | PDF Full Text Request | Related items |
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