CA2125200A1 - Language Translation Apparatus and Method Using Context-Based Translation Models - Google Patents

Language Translation Apparatus and Method Using Context-Based Translation Models

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Publication number
CA2125200A1
CA2125200A1 CA2125200A CA2125200A CA2125200A1 CA 2125200 A1 CA2125200 A1 CA 2125200A1 CA 2125200 A CA2125200 A CA 2125200A CA 2125200 A CA2125200 A CA 2125200A CA 2125200 A1 CA2125200 A1 CA 2125200A1
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CA
Canada
Prior art keywords
target
word
hypothesis
source
words
Prior art date
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Granted
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CA2125200A
Other languages
French (fr)
Other versions
CA2125200C (en
Inventor
Adam L. Berger
Peter F. Brown
Stephen A. Della Pietra
Vincent J. Della Pietra
Andrew Scott Kehler
Robert L. Mercer
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International Business Machines Corp
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International Business Machines Corp
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Application filed by International Business Machines Corp filed Critical International Business Machines Corp
Publication of CA2125200A1 publication Critical patent/CA2125200A1/en
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Publication of CA2125200C publication Critical patent/CA2125200C/en
Anticipated expiration legal-status Critical
Expired - Fee Related legal-status Critical Current

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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/40—Processing or translation of natural language
    • G06F40/42—Data-driven translation
    • G06F40/44—Statistical methods, e.g. probability models
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/40—Processing or translation of natural language
    • G06F40/42—Data-driven translation
    • G06F40/45—Example-based machine translation; Alignment

Abstract

An apparatus for translating a series of source words in a first language to a series of target words in a second language. For an input series of source words, at least two target hypotheses, each comprising a series of target words, are generated. Each target word has a context comprising at least one other word in the target hypothesis. For each target hypothesis, a language model match score comprises an estimate of the probability of occurrence of the series of words in the target hypothesis.
At least one alignment connecting each source word with at least one target word in the target hypothesis is identified. For each source word and each target hypothesis, a word match score comprises an estimate of the conditional probability of occurrence of the source word, given the target word in the target hypothesis which is connected to the source word and given the context in the target hypothesis of the target word which is connected to the source word. For each target hypothesis, a translation match score comprises a combination of the word match scores for the target hypothesis and the source words in the input series of source words. A target hypothesis match score comprises a combination of the language model match score for the target hypothesis and the translation match score for the target hypothesis The target hypothesis having the best target hypothesis match score is output.
CA002125200A 1993-10-28 1994-06-06 Language translation apparatus and method using context-based translation models Expired - Fee Related CA2125200C (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US08/144,913 1993-10-28
US08/144,913 US5510981A (en) 1993-10-28 1993-10-28 Language translation apparatus and method using context-based translation models

Publications (2)

Publication Number Publication Date
CA2125200A1 true CA2125200A1 (en) 1995-04-29
CA2125200C CA2125200C (en) 1999-03-02

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
CA002125200A Expired - Fee Related CA2125200C (en) 1993-10-28 1994-06-06 Language translation apparatus and method using context-based translation models

Country Status (6)

Country Link
US (1) US5510981A (en)
EP (1) EP0651340B1 (en)
AT (1) ATE187564T1 (en)
CA (1) CA2125200C (en)
DE (1) DE69421999T2 (en)
ES (1) ES2139690T3 (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111402864A (en) * 2020-03-19 2020-07-10 北京声智科技有限公司 Voice processing method and electronic equipment

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