JP2010067021A - Machine translation device and machine translation program - Google Patents

Abstract

<P>PROBLEM TO BE SOLVED: To obtain proper translation of second language by extracting information affecting the determination of translation from a translation non-target text, and using it for translation in translating a document in which a first language sentence and a translation non-target sentence coexist. <P>SOLUTION: A second language sentence analysis processing part 27 extracts words and phrases whose parts of speech are predetermined by analyzing the text data of second language from document data in which first language and second language coexist, and stores the words and phrases in a second language sentence extraction word and phrase database 28 as the extracted words and phrases. When a plurality of words and phrases of second language as the translation candidates of the words and phrases of the first language exist in a translation dictionary part 31, a translation selection processing part 35 narrows down the translation candidates of the words and phrases of the first language into one word and phrase of the second language, and selects it based on the extracted words and phrases stored in the second language sentence extracted word and phrase database 28 and the co-occurrence information or field information of the second language machine translation knowledge database 38. Then, the translation is generated by the translation generation processing part 32, and output through an output processing part 34 to a display device. <P>COPYRIGHT: (C)2010,JPO&INPIT

Description

  The present invention relates to a machine translation device and a machine translation program for translating a document in a first language to be translated into a second language.

  In general, when translating a document in which the first language to be translated and the second language after translation are translated, the portion of the document to be translated written in the target language remains in its original form without passing through the translation process. The part written in the first language to be translated is translated and the translation is output.

  Further, in the translation processing for translating a document of the first language to be translated into the second language, when there are a plurality of translated words for the phrase of the first language, the priority is high in the translation dictionary. The translation is selected in order from the one. Therefore, in the case of a document in a field that is rarely an opportunity to translate or a field of high expertise, the translation priority in that field is often low, and as a result, an incorrect translation is selected. There are many. As a result, a translated sentence having a meaning far from the meaning represented by the original sentence is generated.

  In order to obtain a correct translation, a co-occurrence dictionary that contains co-occurrence information between words in the target language is provided, and when there are a plurality of translation candidates for the original text, the co-occurrence dictionary is referred to, Search the original document for words in the first language that translate into co-occurrence words defined as co-occurrence information. From the frequency, appearance position, and evaluation value of each co-occurrence defined in the co-occurrence dictionary There is one in which a comprehensive evaluation value of the translated word is calculated and used to determine the translated word (for example, see Patent Document 1).

  In addition, when an existing target language document having contents related to the contents of the original text to be translated is stored in advance in the related document storage section, there are a plurality of translation words / phrase candidates for the original text words / phrases. In addition, it is searched whether or not each of these translation words / phrase candidates exists in the target language document stored in the related document storage unit, and if there is a corresponding translation word / phrase candidate in the target language document, Some translation / phrase candidates are preferentially adopted as translations of original words / phrases over other translation / phrase candidates (see, for example, Patent Document 2).

When storing the translation information indicating the correspondence between the original text information and the translated text information obtained during the translation process between the predetermined languages in the storage unit, and translating from the second language to the first language, There is one in which translation information obtained when translation processing is performed from the first language to the second language before this processing is taken out from the storage means and the translation processing is performed (for example, see Patent Document 3).
Japanese Patent No. 3045832 Japanese Patent No. 3034295 Japanese Patent No. 2831647

  However, in Patent Document 1, sentences that are not to be translated are not subject to co-occurrence information, so when translating a document in which a sentence in the first language and a sentence in the second language are mixed, In some cases, the translated words and phrases translated from the sentence and the second language sentence in the document are not unified. Also, in Patent Document 2 and Patent Document 3, since the translation information of the first language is not obtained from the second language included in the same translation target document, information useful for selecting a translation cannot be obtained appropriately. .

  FIG. 8 is an explanatory diagram of an example in which a document in which a sentence in a first language and a sentence in a second language are mixed in a conventional example is translated. FIG. 8 shows a case where the first language is English and the second language is Japanese. As shown in FIG. 8A, the first language sentence (English sentence) and the second language sentence (Japanese sentence) are mixed, and the document shown in FIG. When the Japanese translation is performed, only the central English portion is subjected to a translation process, and a translation as shown in FIG. 8B is obtained.

  As used herein, “bank” is a multiple word with the words “bank”, “bank”, “bank”, “shore”, etc. A translation determined to be high is defined as a first translation, and if information for special translation cannot be obtained during translation, the translation defined as the first translation is used for translation. Therefore, if “bank” is defined as the first translated word of “bank” in the translation dictionary, if information for determining the translated word cannot be obtained from the original document, “bank” is translated as “bank”. Is done.

  Here, paying attention to the portion of FIG. 8A written in Japanese that does not need to be translated, the words “bank” in this case are words such as “bank”, “embankment”, “shore”. It turns out to be appropriate. In this way, in the conventional example, when translating a document in which a first language sentence and a second language sentence are mixed, information that influences the translation determination such as co-occurrence information and field information from the sentence in the second language. Since it is not extracted and used for translation, a translation of the second language appropriate as a translation of the phrase of the first language may not be obtained.

  It is an object of the present invention to extract information that affects translation determination from a non-translation sentence and use it for translation when translating a document in which a first language sentence and a non-translation sentence are mixed. A machine translation apparatus and a machine translation program capable of obtaining bilingual translations.

  A machine translation apparatus according to the present invention includes a machine translation program and a storage device storing a translation dictionary unit in which one or a plurality of second language words and phrases serving as translation word candidates of a first language are stored; Input device for inputting data in which languages and non-translatable second languages are mixed, a display device for displaying a translation of the second language obtained by translating the first language, and an arithmetic control device for calculating and executing the machine translation program A machine translation knowledge database for a second language that is formed in the storage device and stores at least co-occurrence information and field information of words in the second language, and a first language and a second language. When the mixed data is input from the input device, the input processing unit for inputting the translation target portion of the first language and the non-translation target portion of the second language, and the second language input by the input processing unit Translation Analyzed the target part, extracted from the second language translation non-target part, the second language sentence analysis processing unit that extracts words of the part of speech stored in the storage device in advance, and the second language sentence analysis processing unit A second language sentence extraction phrase database for storing phrases of the second language, a first language analysis processing section for analyzing a translation target portion of the first language input by the input processing section, and the first language analysis processing section A translation dictionary search unit that searches the translation dictionary unit for a second language phrase that is a candidate for a translation of the first language phrase analyzed in step 1, and as a result of searching in the translation dictionary search unit, Co-occurrence of a second language phrase and a second language machine translation knowledge database stored in the second language sentence extraction phrase database when a plurality of second language phrases that are translation candidates exist in the translation dictionary unit Based on information or field information The translation candidate selection processing unit that narrows down and selects the translation candidates of the first language phrase to one second language phrase, and the second language phrase searched by the translation dictionary search unit and the translation selection processing unit A translation generation processing unit that generates a translation based on the phrase of the second language, and an output processing unit that outputs the translation of the second language generated by the translation generation processing unit to the display device. Features.

  According to the present invention, when translating a document in which a first language sentence and a second language sentence are mixed, information that affects translation determination is extracted from a sentence in the second language and used for translation. You can get bilingual translations.

  FIG. 1 is a block configuration diagram showing a hardware configuration of a machine translation apparatus according to an embodiment of the present invention. The machine translation device 11 is realized, for example, by installing a software program such as a machine translation program in a general computer and executing the software program in the processor 13 of the arithmetic control device 12.

  The arithmetic control device 12 performs various arithmetic operations related to machine translation. The arithmetic control device 12 has a processor 13 and a memory 14. A memory translation program 15 is stored in the memory 14, and the processor 13 performs processing. When executed, the work area 16 is used. Calculation results and the like of the calculation control device 12 are displayed and output on the display device 18 that is the output device 17 and also output to the communication network via the communication control device 19.

  The input device 20 is used to input information to the arithmetic control device 12, and includes, for example, a mouse 21, a keyboard 22, a disk drive 23, and a communication control device 19. For example, the mouse 21 and the keyboard 22 are connected via the display device 18. Then, various commands are input to the arithmetic and control unit 12, and the keyboard 22, the disk drive 23, and the communication control unit 19 input a document to be translated.

  That is, the disk drive 23 inputs / outputs a file of a document to be translated to / from a storage medium, and the communication control device 19 connects the machine translation device 11 to a communication network such as the Internet or a LAN. The communication control device 19 is a device such as a LAN card or a modem, and data transmitted / received to / from the communication network via the communication control device 19 is transmitted / received to / from the arithmetic control device 12 as an input signal or an output signal. Further, a hard disk drive (HDD) 24 is provided for storing a calculation dictionary of the calculation control device 12 and a translation dictionary storing knowledge and rules necessary for translation.

  FIG. 2 is a functional block diagram of the machine translation apparatus 11 according to the embodiment of the present invention. Each functional block in the arithmetic and control unit 12 shown in FIG. 2 corresponds to each program constituting the machine translation program 15 described above. That is, when the processor 13 executes each program constituting the machine translation program 15, the arithmetic control device 12 functions as each functional block. Each block of the storage device 25 corresponds to a storage area of the memory 14 and the hard disk drive 24 in the arithmetic control device 12.

  The input processing unit 26 takes in document data in which a sentence in the first language and a sentence in the second language input from the input device 20 are mixed, and a sentence portion to be translated in the document (that is, in the first language before translation). And a sentence portion that does not need to be translated (ie, a portion written in the second language after translation).

  The second language sentence analysis processing unit 27 analyzes sentence data of a part written in the second language after translation in the document, and extracts a phrase of a predetermined part of speech from the sentence data of the second language. . For example, in order to obtain co-occurrence of words and field information contained in a sentence in the first language to be translated, words for obtaining co-occurrence and field information such as nouns and verbs from sentences in the second language in the document. Extract. Of course, as long as it is useful for obtaining co-occurrence and field information, the part of speech of the extracted word may be a part of speech other than a noun or a verb. The predetermined part of speech is stored in the storage device 25 in advance. The second language sentence analysis processing unit 27 stores the extracted word in the second language sentence extraction word / phrase database 28.

  The first language sentence analysis processing unit 29 divides the sentence of the first language, which is the original text to be translated in the document input from the input processing unit 26, into units for performing morphological analysis and dictionary lookup, and sends them to the translation dictionary search unit 30. Output. Hereinafter, the words obtained by the first language sentence analysis processing unit 29 are referred to as original words.

  Next, the translation dictionary search unit 30 inputs a sentence written in the translated second language in the document passed from the input processing unit 26 together with the language divided by the first language sentence analysis processing unit 29. In order to obtain a parallel translation of the original language, the translation dictionary unit 31 is examined. If an entry having the same word as the original word is found in this list, the process proceeds to the translated sentence generation processing unit 32 with the translation defined for the entry word. At this time, the machine translation knowledge database 33 for the first language is used as necessary. The first language machine translation knowledge database 33 stores not only the spelling of the original language but also a huge amount of various types of information such as meaning, part of speech, co-occurrence, and field.

  When the translation dictionary search unit 30 replaces the original word with a single translation, the translation generation processing unit 32 generates a translation from the sentence replaced with the translation, and the translation generated by the translation generation processing unit 32 Output from the translation output processing unit 34.

  If a plurality of translations corresponding to the original language are found in the translation dictionary unit 31 and the first language machine translation knowledge database 33 cannot be narrowed down to one translation, the translation dictionary search unit 30 Activates the translation selection processing unit 35.

  The translation selection processing unit 35 includes a second language knowledge search unit 36 and a parallel translation determination processing unit 37. The second language knowledge search unit 36 includes a second language sentence extraction phrase database 28, a second language machine translation knowledge database 38, The parallel word determination processing unit 37 narrows down the translation word to one from the search result of the second language knowledge search unit 36 and outputs it to the translation generation processing unit 32.

  Next, detailed processing contents of the translation word selection processing unit 35 will be described. Now, an example will be described in which a sentence in the first language of a document in which a sentence in the first language (English) and a sentence in the second language (Japanese) shown in FIG. 8 are mixed is translated. First, the second language sentence analysis processing unit 27 analyzes the sentence of the portion written in the second language (Japanese) in the document of FIG. 8, and from the sentence of the second language (Japanese) to FIG. As shown, it is assumed that the words “article”, “canal”, “high ground”, “tent”, and “establishment” are extracted and stored in the second language sentence extraction word / phrase database 28.

  FIG. 3 is a flowchart showing the processing contents of the machine translation apparatus 11. When a plurality of translations corresponding to the original language are found in the translation dictionary unit 31 and the first language machine translation knowledge database 33 cannot be used for the translation dictionary search unit 30, The original word and the translation word candidate are passed to the translation word selection processing unit 35.

  The second language knowledge search unit 36 of the translation word selection processing unit 35 inputs the source word and the translation word candidate having a plurality of translation word candidates from the translation dictionary search unit 30 (S11). The original word with multiple translation candidates is “bank”, and the translation candidates are “bank”, “reservoir”, “bank”, “embankment”, “shore”, “deposition”, “layer”, “state” ”,“ Ashase ”..., The second language knowledge search unit 36 inputs source words and translation word candidates having a plurality of translation word candidates, as shown in FIG.

  Then, the second language knowledge search unit 36 reads an extracted phrase stored in the second language sentence extracted phrase database 28 (S12). In the case of the document in FIG. 8, the extracted words (“article”, “canal”, “high ground”, “tent”, “setting”) shown in FIG. 4 are read.

  Next, the second language knowledge search unit 36 checks whether the extracted word / phrase exists in the second language machine translation knowledge database 38 (S13), and the extracted word / phrase exists in the second language machine translation knowledge database 38. In this case, the co-occurrence information of the extracted word / phrase is checked (S14), and the field information of the extracted word / phrase is checked (S15). Then, the second language knowledge search unit 36 determines whether or not there is an extracted word / phrase (S16). If there is still an extracted word / phrase, the process returns to step S13 and repeats steps S13 to S15. As a result, the co-occurrence information and the field information are examined for all the extracted words.

  FIG. 6 is an explanatory diagram of an example of phrase co-occurrence information and field information stored in the machine translation knowledge database 38 for the second language. The second language machine translation knowledge database 38 stores at least co-occurrence information and field information of words in the second language (Japanese). For example, for “article”, the co-occurrence information “news, news reports” is stored. , Newspapers, "business" is stored as field information, "canal" is stored with co-occurrence information "embankment, bank", field information "architectural engineering" is stored, and "highland" is stored with co-occurrence information "view" , Bank ”, field information“ architectural engineering ”,“ tent ”for co-occurrence information“ installation ”, field information“ outdoor, construction ”,“ construction ”for co-occurrence information, field The information “architectural engineering” is stored, the “bank” is co-occurrence information “gold, deposit, balance”, the field information “finance, economy” is stored, and the “bank” is co-occurrence information “canal”, Field information "architectural engineering" is stored It shows a case that is.

  The second language knowledge search unit 36 examines the co-occurrence information and the field information for the extracted words (“article”, “canal”, “high plate”, “tent”, “installation”) through the processing of steps S13 to S15. Then, a score is assigned to each field in which the extracted word / phrase registered as co-occurrence and the extracted word / phrase are included, and a knowledge search result is obtained as a result of searching the second language machine translation knowledge database 38 (S17).

  For example, when a word registered as a co-occurrence is the same as one of the candidate translations, 10 points are added to the co-occurrence word as a co-occurrence score (A), and one is added to the field containing the extracted word / phrase. One point is added (B) to obtain a knowledge search result as shown in FIG. As shown in FIG. 7, since “bank” is a co-occurrence word of two extracted phrases “canal” and “high plateau”, 20 points are given, and “dyke” is a co-occurrence word of one extracted word “canal” Therefore, 10 points are given. The field of the extracted word “article” is business, the field of the extracted word “canal” is architectural civil engineering, the field of the extracted word “high plate” is architectural civil engineering, the field of the extracted word “tent” is outdoor and construction, and the extracted word “setting” Since the field of “Architecture” is architectural civil engineering, “Architecture civil engineering” is given 3 points, “Outdoor” is 1 point, “Construction” is 1 point, and “Business” is 1 point. Co-occurrence scores and field scores are stored in the storage device 25 in advance.

  Based on the knowledge search result obtained by the second language knowledge search unit 36, the parallel word determination processing unit 37 of the translation selection processing unit 35 determines whether there is one word with the highest score of the translation word candidate (S18). If there is only one word with the highest score, the word with the highest score is determined (S19). On the other hand, when the highest score is not one, the words are determined in the order of the candidate word strings (S20). In this way, the translated word determination processing unit 37 narrows down the parallel translation word to one from the knowledge search result of the second language knowledge search unit 36.

  Here, as a method of scoring a translation word candidate, it may be a parallel translation word for obtaining a phrase having the highest co-occurrence score among translation word candidates registered as co-occurrence of extracted words. Or it is good also as a parallel translation which calculates | requires the translation candidate contained in the field (architectural engineering) which obtained the highest field score. In this way, the final translation is determined as one bilingual word.

  In the above description, the first language is English and the second language is Japanese. However, not only English-Japanese translation, but the first language before translation and the second language after translation are Chinese and Korean. Other languages such as Russian and Russian are also acceptable.

  The present invention can also be applied to a case where a document in which sentences in a plurality of languages are mixed is translated. In addition, when there are three types of mixed languages, not only the second language of the translation target language but also the third language that is a non-translation language, a predetermined part-of-speech phrase is extracted from the third language sentence, Based on the co-occurrence information and field information of the extracted words / phrases, it is also possible to determine one translation of the first language.

  In this case, a machine translation knowledge database for the third language is prepared instead of the machine translation knowledge database for the second language, and a third language sentence extraction phrase database is prepared instead of the second language sentence extraction phrase database. A third language sentence analysis processing unit is provided instead of the bilingual sentence analysis processing unit, and the third language phrase extracted by the third language sentence analysis processing unit is stored in the third language sentence extraction phrase database. .

  Then, as a result of the search by the translation dictionary search unit 30, the translation word selection processing unit 35 extracts a third language sentence when a plurality of second language phrases that are translation word candidates of the first language phrase exist in the translation dictionary unit. Based on co-occurrence information or field information in the third language stored in the phrase database and the third language machine translation knowledge database, candidate translations of the first language phrase are narrowed down to one second language phrase. . The translated word selection processing unit 35 has a second language knowledge search unit instead of the second language knowledge search unit 36.

  According to the embodiment of the present invention, even if the phrase of the first language included in the document to be translated cannot be narrowed down to one of a plurality of candidate translations, it is the translated language that is not the translation target. It is possible to obtain co-occurrence information and field information information from the phrases included in the bilingual and non-translated language sentences, and to select a translation that is more suited to the meaning of the sentence. For example, it is effective when translating e-mail texts in multiple languages. Reply sentences to the original e-mail are highly related to each other, and contain useful information by selecting a translated word compared to pre-registered sentences. Therefore, even if a small amount of non-translation sentences included in the same document, it can be used for selecting a translation.

The block block diagram which shows the hardware constitutions of the machine translation apparatus which concerns on embodiment of this invention. The functional block diagram of the machine translation apparatus concerning embodiment of this invention. The flowchart which shows the processing content of the machine translation apparatus in embodiment of this invention. Explanatory drawing of an example of the extraction word / phrase stored in the 2nd language sentence extraction word / phrase database in embodiment of this invention. Explanatory drawing of an example of the original word with a several translation word candidate sent from the translation dictionary search part in embodiment of this invention, and a translation word candidate. Explanatory drawing of an example of the co-occurrence information and field information of the phrase accumulate | stored in the machine translation knowledge database for 2nd languages in embodiment of this invention. Explanatory drawing of an example of the knowledge search result as a result of having searched the machine translation knowledge database for 2nd languages in the translation word selection process part in embodiment of this invention. Explanatory drawing of an example which translated the document in which the sentence of the 1st language in the conventional example and the sentence of the 2nd language were mixed.

Explanation of symbols

DESCRIPTION OF SYMBOLS 11 ... Machine translation apparatus, 12 ... Operation control apparatus, 13 ... Processor, 14 ... Memory, 15 ... Machine translation program, 16 ... Work area, 17 ... Output device, 18 ... Display apparatus, 19 ... Communication control apparatus, 20 ... Input Device: 21 ... Mouse, 22 ... Keyboard, 23 ... Disk drive, 24 ... Hard disk drive, 25 ... Storage device, 26 ... Input processing unit, 27 ... Second language sentence analysis processing unit, 28 ... Second language sentence extraction phrase database , 29 ... first language sentence analysis processing section, 30 ... translation dictionary search section, 31 ... translation dictionary section, 32 ... translation generation processing section, 33 ... first language machine translation knowledge database, 34 ... translation output processing section, 35 ... translation word selection processing unit, 36 ... second language knowledge search unit, 37 ... translation word determination processing unit, 38 ... second language machine translation knowledge database

Claims (8)

A storage device storing a translation dictionary unit storing a machine translation program and one or a plurality of second language words that are translation candidates of a first language word, and a second language to be translated and a second non-translated word In a machine translation apparatus comprising: an input device that inputs data in which languages are mixed; a display device that displays a translation of a second language obtained by translating the first language; and an arithmetic control device that executes the machine translation program A second language machine translation knowledge database formed in the storage device and storing at least co-occurrence information and field information of words in the second language, and data in which the first language and the second language are mixed is the input device. The input processing unit for inputting the translation target part of the first language and the translation non-target part of the second language, and analyzing the translation non-target part of the second language input by the input processing unit. ,second A second language sentence analysis processing unit that extracts a part-of-speech phrase stored in advance in the storage device from a non-translational part of a word, and a second language phrase extracted by the second language sentence analysis processing unit is stored A second language sentence extraction phrase database, a first language analysis processing unit for analyzing a translation target portion of the first language input by the input processing unit, and a first language analyzed by the first language analysis processing unit A translation dictionary search unit that searches the translation dictionary unit for a phrase in the second language that is a candidate word translation, and a result of the search in the translation dictionary search unit that results in a candidate for the second language that is a candidate for the first language phrase When a plurality of words / phrases exist in the translation dictionary unit, based on the co-occurrence information or field information of the second language word / phrase stored in the second language sentence extraction word / phrase database and the second language machine translation knowledge database The first language phrase A translation selection processing unit that narrows down and selects word candidates into one second language phrase, a second language phrase searched by the translation dictionary search unit, and a second language phrase selected by the translation selection processing unit A machine translation device, comprising: a translation generation processing unit that generates a translation based on a translation, and an output processing unit that outputs a translation of a second language generated by the translation generation processing unit to the display device.   The translation selection processing unit examines a phrase registered as co-occurrence information in the second language machine translation knowledge database for a second language phrase stored in the second language sentence extraction phrase database, and co-occurrence When a word registered as information is a word in a second language that is a translation candidate for the word in the first language, a predetermined co-occurrence score stored in advance in a storage device is added to each word, 2. The machine translation apparatus according to claim 1, wherein a phrase having the highest co-occurrence score is selected as a parallel translation phrase.   The translated word selection processing unit examines field information registered in the second language machine translation knowledge database for the second language phrase stored in the second language sentence extracted phrase database, and the second language sentence Predetermined field score stored in the storage device is added to one field information registered in the second language word stored in the extracted word / phrase database, and the candidate word of the field with the highest field score is selected as the parallel word / phrase. The machine translation apparatus according to claim 1, wherein: A storage device storing a translation dictionary unit storing a machine translation program and one or a plurality of second language and third language words that are candidates for translation of a first language word, a first language to be translated, and a non-translation target An input device for inputting data in which a target third language is mixed, a display device for displaying a translated sentence in the second language obtained by translating the first language, and an arithmetic control device for calculating and executing the machine translation program In a machine translation device, a third language machine translation knowledge database that stores at least co-occurrence information and field information of a third language phrase that is not to be translated and is an untranslated language, formed in the storage device, An input processing unit that inputs a translation target portion of a first language and a non-translation target portion of a third language when data in which one language and a third language are mixed is input from the input device; and the input processing unit By A third language sentence analysis processing unit that analyzes an input non-target part of the third language and extracts a part-of-speech phrase stored in the storage device in advance from the third language non-target part; A third language sentence extraction phrase database that stores words of the third language extracted by the language sentence analysis processing section, and a first language that analyzes the translation target part of the first language of the translation target part input by the input processing section A language analysis processing unit, a translation dictionary search unit that searches the translation dictionary unit for a second language phrase that is a translation candidate for the first language phrase analyzed by the first language analysis processing unit, and the translation dictionary search As a result of the search in the section, when there are a plurality of second language phrases that are translation candidates for the first language phrase in the translation dictionary section, the third language sentence stored in the third language sentence extraction phrase database is stored. Words and machine translation knowledge for third languages A translation selection processing unit for narrowing down and selecting a translation candidate of the first language word to one second language word based on the database co-occurrence information or field information; and the second language searched by the translation dictionary search unit And a translation generation processing unit that generates a translation based on the phrase of the second language selected by the translation selection processing unit, and a translation of the second language generated by the translation generation processing unit is output to the display device A machine translation device comprising: an output processing unit that performs the processing.   The translation selection processing unit examines a phrase registered as co-occurrence information in the third language machine translation knowledge database for a third language phrase stored in the third language sentence extraction phrase database, and co-occurrence When a word registered as information is a word in a second language that is a translation candidate for the word in the first language, a predetermined co-occurrence score stored in advance in a storage device is added to each word, 5. The machine translation apparatus according to claim 4, wherein a phrase having the highest co-occurrence score is selected as a parallel translation phrase.   The translated word selection processing unit examines field information registered in the third language machine translation knowledge database for a third language phrase stored in the third language sentence extracted phrase database, and extracts the third language sentence. Predetermined field score stored in the storage device is added to one field information registered in the third language word stored in the extracted word database, and the candidate word of the field with the highest field score is selected as the parallel word The machine translation apparatus according to claim 4, wherein: A storage device storing a translation dictionary unit storing a machine translation program and one or a plurality of second language words that are translation candidates of a first language word, and a second language to be translated and a second non-translated word A machine translation apparatus comprising: an input device that inputs data in which languages are mixed; a display device that displays a translation of a second language obtained by translating the first language; and an arithmetic control device that executes and executes the machine translation program In the machine translation program to be used, the storage device has a second language machine translation knowledge database storing at least co-occurrence information and field information of phrases in the second language, and the computer stores the first language and the second language. A procedure for inputting a translation target part of a first language and a translation non-target part of a second language when data mixed with a language is input from the input device, and the translation of the input second language A procedure for analyzing a target part and extracting a part of speech word stored in advance in the storage device from a second language translation non-target part, and a second language sentence extraction phrase of the storage device for the extracted second language phrase A procedure for storing in a database, and a procedure for searching the translation dictionary unit for a second language phrase that is a translation candidate for the first language phrase analyzed by analyzing the first language translation target part of the input translation target part And the second language stored in the second language sentence extraction word / phrase database when there are a plurality of second language words / phrases as translation candidates of the first language word / phrase as a result of the search. A method of narrowing down and selecting candidate words of the first language to one second language based on co-occurrence information or field information of the machine translation knowledge database for the second language and the second language Bilingual A step of generating a translation based on the word phrases and the second language said selected machine translation program for executing the steps of outputting the translated sentence of the second language the generated on the display device. A storage device storing a translation dictionary unit storing a machine translation program and one or a plurality of second language and third language words that are candidates for translation of a first language word, a first language to be translated, and a non-translation target A machine comprising an input device for inputting data in which a target third language is mixed, a display device for displaying a translated sentence in a second language obtained by translating the first language, and an arithmetic control device for executing the machine translation program In a machine translation program used in a translation apparatus, the storage device stores at least co-occurrence information and field information of a third language phrase that is not a translation target and is a non-translated language, and a third language machine translation knowledge database And when the mixed data of the first language and the third language is input to the computer from the input device, the first language translation target part and the third language non-translation part A step of inputting, a step of analyzing a third language translation non-target portion of the input non-target translation portion and extracting a part-of-speech phrase stored in advance in the storage unit from a third language sentence; A procedure for storing three-language phrases in a third-language sentence extraction phrase database in the storage device, and a translation candidate for a first-language phrase analyzed by analyzing a first-language translation target part of the input translation-target part; When a plurality of second language phrases that are candidates for translation of the first language word are present in the translation dictionary part as a result of the search from the translation dictionary part, Based on the co-occurrence information or the field information of the third language phrase stored in the third language sentence extracted phrase database and the third language machine translation knowledge database, one second translation candidate of the first language phrase is selected. Focus on language phrases A procedure for generating a translation based on the searched second language phrase and the selected second language phrase, and outputting the generated second language translation to the display device And a machine translation program for executing the procedure.

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