Two-Step Flow in Bilingual Lexicon Extraction from Unrelated Corpora

نویسندگان

  • Rogelio Nazar
  • Leo Wanner
  • Jorge Vivaldi
چکیده

This paper presents a language independent methodology for automatically extracting bilingual lexicon entries from the web without the need of resources like parallel or comparable corpora, POS tagging, nor an initial bilingual lexicon. It is suitable for specialized domains where bilingual lexicon entries are scarce. The input for the process is a corpus in the source language to use as example of real usage of the units we need to translate. It is a two-step flow process because first we extract single-word units from the source language and then the multi-word units where the initial single units are instantiated. For each of the multi-word units, we see if they appear in texts from the web in the target language. The unit of the target language that appears more frequently across the sets of multi-word units is usually the correct translation of the initial single-word source language entry.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Towards a Generic Approach for Bilingual Lexicon Extraction from Comparable Corpora

This paper presents an approach that extends the standard approach used for bilingual lexicon extraction from comparable corpora. We focus on the problem associated to polysemous words found in the seed bilingual lexicon when translating source context vectors. To improve the adequacy of context vectors, the use of a WordNetbased Word Sense Disambiguation process is tested. Experimental results...

متن کامل

Context Vector Disambiguation for Bilingual Lexicon Extraction from Comparable Corpora

This paper presents an approach that extends the standard approach used for bilingual lexicon extraction from comparable corpora. We focus on the unresolved problem of polysemous words revealed by the bilingual dictionary and introduce a use of a Word Sense Disambiguation process that aims at improving the adequacy of context vectors. On two specialized FrenchEnglish comparable corpora, empiric...

متن کامل

A Combination of Models for Bilingual Lexicon Extraction from Comparable Corpora

In this paper we present a method to extract bilingual terminologies from comparable non-aligned corpora, by using multiple linguistic knowledge sources, such as: non-parallel corpora, bilingual thesauri, a preliminary bilingual dictionary, etc... We focus on two core technologies: bilingual lexicon extraction from comparable corpora and expansion through thesauri categories based on different ...

متن کامل

Iterative Bilingual Lexicon Extraction from Comparable Corpora Using Topic Model and Context Based Methods

In the literature, two main categories of methods have been proposed for bilingual lexicon extraction from comparable corpora, namely topic model and context based methods. In this paper, we present a bilingual lexicon extraction system that is based on a novel combination of these two methods in an iterative process. Our system does not rely on any prior knowledge and the performance can be it...

متن کامل

A Statistical View on Bilingual Lexicon Extraction: From Parallel Corpora to Non-parallel Corpora

We present two problems for statistically extracting bilingual lexicon: (1) How can noisy parallel corpora be used? (2) How can non-parallel yet comparable corpora be used? We describe our own work and contribution in relaxing the constraint of using only clean parallel corpora. DKvec is a method for extracting bilingual lexicons, from noisy parallel corpora based on arrival distances of words ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2008