Hierarchical Phrase Alignment Harmonized with Parsing
نویسنده
چکیده
In this paper, we propose a hierarchical phrase alignment method that aims to acquire translation knowledge. Previous methods utilize the correspondence of sub-trees between bilingual parsing trees after determining the parsing result. The method described in this paper combines partial tree candidates, and selects the best sequence of partial trees. Then, a structural similarity measure (called a ‘phrase score’) is used for evaluation. A forward DP backward A∗ search algorithm is applied in order to combine partial trees. Using this method, about twice as many as equivalent phrases were extracted experimentally, and almost no deterioration was observed. In addition, we found that a word alignment function with a high recall rate is suitable for this method.
منابع مشابه
(65) Prior Publication Data Yamamoto Et Al, " Acquisition of Phrase-level Bilingual Correspon Dence Using Dependency Structure " in Proceedings of Coling Us a Method Includes Detecting a Syntactic Chunk in a Source
. _ . . . _ Kenji Imamura “Hierarchical Phrase Alignment Harmonized With ( * ) Not1ce. Subject' to any d1scla1mer, the term of this Parsing», in Proceedings of NLPRS 2001, Tokyo}, Patent 15 extended Or adlusted under 35 Ferran Pla, Antonio Molina and Natividad Prieto “Tagging and U~S~C15403) by 939 days' Chunking with bigrams”, ACL Coling 2000, vol. 2, 18th Interna (21) APPL NO. 10/403,862 tion...
متن کاملStatistical Machine Translation Based on Hierarchical Phrase Alignment
This paper describes statistical machine translation improved by applying hierarchical phrase alignment. The hierarchical phrase alignment is a method to align bilingual sentences phrase-by-phrase employing the partial parse results. Based on the hierarchical phrase alignment, a translation model is trained on a chunked corpus by converting hierarchically aligned phrases into a sequence of chun...
متن کاملStructure Alignment Using Bilingual Chunking
A new statistical method called “bilingual chunking” for structure alignment is proposed. Different with the existing approaches which align hierarchical structures like sub-trees, our method conducts alignment on chunks. The alignment is finished through a simultaneous bilingual chunking algorithm. Using the constrains of chunk correspondence between source language (SL)1 and target language (...
متن کاملOn the Elements of an Accurate Tree-to-String Machine Translation System
While tree-to-string (T2S) translation theoretically holds promise for efficient, accurate translation, in previous reports T2S systems have often proven inferior to other machine translation (MT) methods such as phrase-based or hierarchical phrase-based MT. In this paper, we attempt to clarify the reason for this performance gap by investigating a number of peripheral elements that affect the ...
متن کاملPhrase Alignment Based on Combination of Multiple Strategies
Phrase translation pairs are very useful for bilingual lexicography, machine translation system, crosslingual information retrieval and many applications in natural language processing. There is phrase boundary information in parsing trees of sentences. Linguistics knowledge in translation lexicon and semantic lexicon, and statistics results from bilingual corpus can be used to align Chinese wo...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2001