WO2006042321A3 - Training for a text-to-text application which uses string to tree conversion for training and decoding - Google Patents

Training for a text-to-text application which uses string to tree conversion for training and decoding Download PDF

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Publication number
WO2006042321A3
WO2006042321A3 PCT/US2005/036930 US2005036930W WO2006042321A3 WO 2006042321 A3 WO2006042321 A3 WO 2006042321A3 US 2005036930 W US2005036930 W US 2005036930W WO 2006042321 A3 WO2006042321 A3 WO 2006042321A3
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WO
WIPO (PCT)
Prior art keywords
training
text
decoding
trees
rules
Prior art date
Application number
PCT/US2005/036930
Other languages
French (fr)
Other versions
WO2006042321A2 (en
Inventor
Kevin Knight
Michel Galley
Mark Hopkins
Daniel Marcu
Ignacio Thayer
Original Assignee
Univ Southern California
Kevin Knight
Michel Galley
Mark Hopkins
Daniel Marcu
Ignacio Thayer
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Univ Southern California, Kevin Knight, Michel Galley, Mark Hopkins, Daniel Marcu, Ignacio Thayer filed Critical Univ Southern California
Priority to DE112005002534T priority Critical patent/DE112005002534T5/en
Priority to JP2007536911A priority patent/JP5452868B2/en
Publication of WO2006042321A2 publication Critical patent/WO2006042321A2/en
Publication of WO2006042321A3 publication Critical patent/WO2006042321A3/en

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Classifications

    • 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
    • G06F40/55—Rule-based translation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/10—Text processing
    • G06F40/12—Use of codes for handling textual entities
    • G06F40/151—Transformation
    • G06F40/154—Tree transformation for tree-structured or markup documents, e.g. XSLT, XSL-FO or stylesheets
    • 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

Abstract

Training and translation using trees and /or subtrees as parts of the rules. A target language is word aligned (251) with a source language (151) and at least one of the languages is parser into trees (255). The trees are used for training (260), by aligning conversion steps, forming a manual set of information representing the conversion steps and then learning rules from that reduced set. The rules include subtrees as parts thereof, and are used for decoding (267), along with an n-gram language model (161) and syntax based language mode.
PCT/US2005/036930 2004-10-12 2005-10-12 Training for a text-to-text application which uses string to tree conversion for training and decoding WO2006042321A2 (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
DE112005002534T DE112005002534T5 (en) 2004-10-12 2005-10-12 Training for a text-to-text application that uses a string-tree transformation for training and decoding
JP2007536911A JP5452868B2 (en) 2004-10-12 2005-10-12 Training for text-to-text applications that use string-to-tree conversion for training and decoding

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US61824404P 2004-10-12 2004-10-12
US61836604P 2004-10-12 2004-10-12
US60/618,366 2004-10-12
US60/618,244 2004-10-12

Publications (2)

Publication Number Publication Date
WO2006042321A2 WO2006042321A2 (en) 2006-04-20
WO2006042321A3 true WO2006042321A3 (en) 2006-08-03

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PCT/US2005/036930 WO2006042321A2 (en) 2004-10-12 2005-10-12 Training for a text-to-text application which uses string to tree conversion for training and decoding

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US (1) US8600728B2 (en)
JP (1) JP5452868B2 (en)
DE (2) DE112005002534T5 (en)
WO (1) WO2006042321A2 (en)

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