EXTRACTING PARALLEL PHRASES FROM ENGLISH-PUNJABI CORPORA

EXTRACTING PARALLEL PHRASES FROM ENGLISH-PUNJABI CORPORA

AN INTEGRATED APPROACH

LAP Lambert Academic Publishing ( 2024-10-25 )

€ 79,90

Buy at the MoreBooks! Shop

This study presents a novel approach to extract parallel data from a comparable English-Punjabi corpus, addressing the scarcity of parallel corpora for this language pair. Unlike previous research, this approach focuses on creating high-precision parallel data using minimal resources. The data is sourced from diverse domains, including Wikipedia articles, TDIL’s noisy parallel sentences, and Gyan Nidhi reports. The methodology consists of three phases: extracting and aligning documents, translating Punjabi texts into English using OpenNMT-py, and calculating content similarity through three measures—Euclidean Distance, Cosine, and Jaccard. These algorithms are run individually, and then their results are integrated to improve accuracy. By combining the scores of all three measures, the system achieves a precision of 93% and an accuracy of 86%. This integrated approach significantly enhances parallel data extraction for English-Punjabi corpora and holds potential for improving Statistical Machine Translation (SMT) models.

Book Details:

ISBN-13:

978-620-8-22541-4

ISBN-10:

6208225418

EAN:

9786208225414

Book language:

English

By (author) :

Manpreet Singh Lehal

Number of pages:

204

Published on:

2024-10-25

Category:

Technology