Mongolian to Japanese machine translation using ChaSen

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1 Mongolian to Japanese machine translation using ChaSen Ehara Terumasa Tokyo University of Science, Suwa

2 Distribution of languages in the two dimensional word order space Ehara, Terumasa: Relation among word order parameters analyzed by multi-dimensional scaling, Proc. of the first annual meeting of the Association for Natural Language Processing, 2 pp , Mar., 1995 (in Japanese).

3 System architecture lexical transfer morphological analysis target language generation source text target text structural transfer lexical transfer (a) Our system syntactic analysis morphological analysis target language generation source text target text (b) General transfer based system 3

4 Mongolian new character set expressed by Japanese EUC Japanese EUC Russian Cyrillic alphabet + Ө and Ү Japanese EUC Russian Cyrillic alphabet + Greece Θ and English V 4

5 Language resources for ChaSen Grammar table (grammar.cha) Conjugate type table (ctypes.cha) Conjugate form table (cforms.cha) Connection matrix (connect.cha) Content word dictionary Function word dictionary 5

6 Grammar hierarchy (part of speech hierarchy) Top level Second level 5th level verb verb without stem conjugation noun noun without stem conjugation adjective adverb conjunction interjection postposition verb ending noun ending unknown word word space sentence finals comma opened parenthesis closed parenthesis number masculine а masculine о feminine э feminine θ neuter Third level free form affixes 4th level vowel final sonolant consonant final hidden consonant final unsonolant consonant final жчш final ь final vowel sonolant м sonolant н sonolant г sonolant л sonolant б sonolant в sonolant р hidden н hidden г unsonolant т unsonolant з unsonolant ц unsonolant х unsonolant ф unsonolant д unsonolant с unsonolant к unsonolant п unsonolant ж unsonolant ш unsonolant ч consonantь 6

7 Conjugation type table and conjugation form table conjugation type base conjugated conjugated conjugation type base conjugated conjugated base conjugated conjugation type conjugation type base conjugated form form 1 form 2 form form 1 form 2 form form 1 form form 1 hidden θн * н θн vowel яй яй я * vowel v v * unsonolant ис ис с hidden ан * н ан consonantь ь * и vowel θ θ * unsonolant ит ит т hidden г * г consonantя я я vowel а а * unsonolant их их с hidden ин * н ин vowel ий ий и * vowel и и * unsonolant иц иц ц hidden н * н н sonolant н н н * vowel о о * unsonolant ич ич ч hidden он * н он sonolant об об б vowel у у * unsonolant иш иш ш hidden эн * н эн sonolant ов ов в vowel э э * unsonolant од од д sonolant vб vб б sonolant ог ог г unsonolant vд vд д unsonolant ож ож ж sonolant vв vв в sonolant ол ол л о unsonolant vж vж ж unsonolant оз оз з sonolant vг vг г sonolant ом ом м unsonolant vз vз з unsonolant ос ос с sonolant vл vл л v sonolant он он н о unsonolant vс vс с unsonolant от от т sonolant vм vм м sonolant ор ор р о unsonolant vт vт т unsonolant оц оц ц sonolant vн vн н v sonolant р р р * unsonolant vц vц ц unsonolant оч оч ч sonolant vр vр р v sonolant уб уб б unsonolant vч vч ч unsonolant ош ош ш sonolant θб θб б sonolant ув ув в unsonolant vш vш ш unsonolant уд уд д sonolant θв θв в sonolant уг уг г unsonolant θд θд д unsonolant уж уж ж sonolant θг θг г sonolant ул ул л у unsonolant θж θж ж unsonolant уз уз з sonolant θл θл л θ sonolant ум ум м unsonolant θз θз з unsonolant ус ус с sonolant θм θм м sonolant ун ун н у unsonolant θс θс с unsonolant ут ут т sonolant θн θн н θ sonolant ур ур р у unsonolant θт θт т unsonolant уц уц ц sonolant θр θр р θ sonolant эб эб б unsonolant θц θц ц unsonolant уч уч ч sonolant аб аб б sonolant эв эв в unsonolant θч θч ч unsonolant уш уш ш sonolant ав ав в sonolant эг эг г unsonolant θш θш ш unsonolant эд эд д sonolant аг аг г sonolant эл эл л э unsonolant ад ад д unsonolant эж эж ж sonolant ал ал л а sonolant эм эм м unsonolant аж аж ж unsonolant эз эз з sonolant ам ам м sonolant эн эн н э unsonolant аз аз з unsonolant эс эс с sonolant ан ан н а sonolant эр эр р э unsonolant ас ас с unsonolant эт эт т sonolant ар ар р а vowel vй vй v * unsonolant ат ат т unsonolant эц эц ц sonolant иб иб б vowel θй θй θ * unsonolant ац ац ц unsonolant эч эч ч sonolant ив ив в vowel ай ай а * unsonolant ач ач ч unsonolant эш эш ш sonolant иг иг г vowel ей ей е * unsonolant аш аш ш sonolant ил ил л и vowel ёй ёй ё * unsonolant ид ид д sonolant им им м vowel ой ой о * unsonolant иж иж ж sonolant ин ин н и vowel уй уй у * unsonolant из из з sonolant ир ир р и vowel эй эй э * sonolant л л л * * : no character 7

8 Connection matrix table Number of entries of the table : 6,207 ((( (( verb masculineа free form ))) ((( verb masculineа verb to verb affix )))) 300) ((( (( verb masculineа free form ))) ((( verb without stem conjugation masculineа verb to verb affix )))) 300) ((( (( verb masculineа free form ))) ((( noun masculineа verb to noun affix )))) 300) A sample of connection table data 8

9 Dictionaries base form (entry) grammar categories (i.e. part-of-speech, from top to 5th level) conjugation type (only for verb and noun) Japanese translation (semantic information field) morpheme cost for the morphological analysis dictionary items Content word dictionary* : 8,485 entries Function word dictionary : 1,635 entries * Shimizu, Mikio: Electronic Japanese Mongolian word index (dictionary),

10 Sample of content word dictionary entry ( pos ( noun feminineэ free form sonolant consonant final )) (( entry (vзэг 1000)) ( conjugation type sonolant consonantэг ) ( semantic information { ペン / ボールペン }) ) ( pos ( verb without stem conjugation feminineэ free form unsonolant consonant final unsonolantс )) (( entry (vvс 1000)) ( semantic information { 生まれる / 生じる / 成り立つ / 発生する }) ) 10

11 Sample of function word dictionary entry ( pos ( noun ending feminineθ )) (( entry (ийг 100)) ( semantic information 普通格変化対格 を ) ) ( pos ( verb ending masculineо )) (( entry (ох 100)) ( semantic information 形動詞形現在と未来 するところの ) ) 11

12 хааны_зургийг_зурна хаан хаан noun masculine а free form sonorant consonant final sonorant ан c-form 1 王様 ы ы noun ending masculine а 普通格変化属格 の _ _ space _ зург зураг noun masculine а free form sonorant consonant final sonorant аг c-form 1 { 絵 / 写真 / 図 } ийг ийг noun ending masculine а 普通格変化対格 を _ _ space _ зур зур verb masculine а free form sonorant consonant final sonorant р base form { 描く / 写生する } на на verb ending masculine а 終止形現在単純 する EOS 王様の絵を描く (Somebody) paint the picture of the king. 描画大王的画儿 Experimental results morpheme form morpheme form(base form) part of speech conjugation type conjugation form semantic information(japanese translation) 12 cost of the morpheme cost of the path from the beginning of the sentence.

13 ахынхаа_ирснийг_мэдсэнгvй ах ах noun wo-s-c masculine а free form unsonolant consonant final unsonolant х 兄 ын ын noun ending masculine а 普通格変化属格 の хаа хаа noun ending masculine а 非人称再帰所有格変化属格 自分の _ _ space _ ир ир verb feminine э free form sonorant consonant final sonorant р base form { 来る / 見える / 翌 ~} сн с noun feminine э verb-noun affix hidden consonant final hidden эн base form 結果 сан したもの ийг ийг noun ending feminine э 普通格変化対格 を _ _ space _ мэд мэд verb wo-s-c feminine э free form unsonolant consonant final unsonolant д { 感じる / 知っている / 知る / 解る } сэн сэн verb ending feminine э 形動詞形過去 したところの гvй гvй verb ending feminine э 形動詞形否定 しないところの EOS 自分の兄が来たのを知らなかった (I) don't know that my brother has come. 没知道自己的哥哥来 13

14 амттай_идээг_гашгалахад_маш_амархан амттай амттай adjective masculine а free form { 旨い / 美味しい } _ _ space _ идээ идээ noun feminine э free form vowel final hidden н base form { 食物 / 飯 } г г noun ending feminine э 普通格変化対格 を _ _ space _ гашгал гашгал verb masculine а free form sonorant consonant final sonorant л c-form 1 まずくする ах ах verb ending masculine а 形動詞形現在と未来 するところの ад ад noun ending masculine а 普通格変化与位格 に へ で _ _ space _ маш маш adverb masculine а free form { 極度に / 大変 / とても / 非常に } _ _ space _ амархан амархан adjective masculine а free form { あっさり / 簡単な / 単純な / 平易な / 易しい / 易い } EOS 美味しい食物をまずくするのは大変易しい It is very easy to make good taste to bad taste. 不好吃美味强迫食物非常容易 14

15 Conclusion Present the structure of the translation system from Mongolian to Japanese which is based on Japanese morphological analyzer ChaSen. Some translation results are also presented. 15

16 Future plan Construction of Japanese generation part small word order change verb+tense+negation verb+negation+tense to resolve lexical ambiguity statistical method using bi-lingual corpus Japanese conjugation control path algebra Extension the method for other languages 16

17 Distribution of languages in the two dimensional word order space 17

18 Languages that have similar word order with Japanese Quechua Bengali Turkish Hungarian Aymara 18

19 Thank you for your attention This material is in my web site: 19

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