From Text to Action: NLP Techniques for Washing Machine Manual Processing

Title

From Text to Action: NLP Techniques for Washing Machine Manual Processing

Creator

Biju V.G.; Babu B.; Asghar A.; Prathap B.R.; Reddy V.

Description

This scientific research study focuses on the advancements in Natural Language Processing (NLP) driven by large-scale parallel corpora and presents a comprehensive methodology for creating a parallel, multilingual corpus using NLP techniques and semantic technologies, with a particular focus on washing machine manuals. The study highlights the significant progress made in NLP through the utilization of large-scale parallel corpora and advanced NLP techniques. The successful creation of a parallel, multilingual corpus for washing machine manuals, coupled with the integration of semantic technologies and ontology modeling, demonstrates the broad applicability and potential of NLP in diverse domains.The research covers various aspects, including text extraction, segmentation, and the development of specialized pipelines for question-answering, translation, and text summarization tailored for washing machine manuals. Translation experiments using fine-tuned models demonstrated the feasibility of providing washing machine manuals in local languages, expanding accessibility and understanding for users worldwide. Additionally, the study explored text summarization using a powerful transformer-based model, which exhibited remarkable proficiency in generating concise and coherent summaries from complex input texts. The implementation of a question-answering pipeline showcased the effectiveness of various language models in handling question-answering tasks with high accuracy and effectiveness.Additionally, the article discusses the processes of data collection, information preparation, ontology creation, alignment strategies, and text analytics. Furthermore, the study addresses the challenges and potential future developments in this field, offering insights into the promising applications of NLP in the context of washing machine manuals. 2024 Elsevier B.V.. All rights reserved.

Source

Procedia Computer Science, Vol-235, pp. 1903-1919.

Date

2024-01-01

Publisher

Elsevier B.V.

Subject

BERT; Extraction; Hugging Face; Ontology; Q/A Pipeline; Segmentation of text; Text Summarization; Translation

Coverage

Biju V.G., THWS, Germany, Germany; Babu B., THWS, Germany, Germany; Asghar A., THWS, Germany, Germany; Prathap B.R., CHRIST Deemed to Be University, Bangalore, India; Reddy V., CHRIST Deemed to Be University, Bangalore, India

Rights

All Open Access; Gold Open Access

Relation

ISSN: 18770509

Format

Online

Language

English

Type

Conference paper

Identifier

https://doi.org/10.1016/j.procs.2024.04.181

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85196366834&doi=10.1016%2fj.procs.2024.04.181&partnerID=40&md5=3530a948cdb5c695e7d8189553ac0744