A Sentence Meaning Based Alignment Method for Parallel Text Corpora Preparation

09/30/2015
by   Krzysztof Wołk, et al.
0

Text alignment is crucial to the accuracy of Machine Translation (MT) systems, some NLP tools or any other text processing tasks requiring bilingual data. This research proposes a language independent sentence alignment approach based on Polish (not position-sensitive language) to English experiments. This alignment approach was developed on the TED Talks corpus, but can be used for any text domain or language pair. The proposed approach implements various heuristics for sentence recognition. Some of them value synonyms and semantic text structure analysis as a part of additional information. Minimization of data loss was ensured. The solution is compared to other sentence alignment implementations. Also an improvement in MT system score with text processed with described tool is shown.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/15/2015

Noisy-parallel and comparable corpora filtering methodology for the extraction of bi-lingual equivalent data at sentence level

Text alignment and text quality are critical to the accuracy of Machine ...
research
12/13/2016

Vicinity-Driven Paragraph and Sentence Alignment for Comparable Corpora

Parallel corpora have driven great progress in the field of Text Simplif...
research
05/30/2023

Where's the Point? Self-Supervised Multilingual Punctuation-Agnostic Sentence Segmentation

Many NLP pipelines split text into sentences as one of the crucial prepr...
research
07/06/2019

Evolutionary Algorithm for Sinhala to English Translation

Machine Translation (MT) is an area in natural language processing, whic...
research
11/11/2020

The Impact of Text Presentation on Translator Performance

Widely used computer-aided translation (CAT) tools divide documents into...
research
03/19/2019

compare-mt: A Tool for Holistic Comparison of Language Generation Systems

In this paper, we describe compare-mt, a tool for holistic analysis and ...
research
05/18/2022

PreQuEL: Quality Estimation of Machine Translation Outputs in Advance

We present the task of PreQuEL, Pre-(Quality-Estimation) Learning. A Pre...

Please sign up or login with your details

Forgot password? Click here to reset