Natural Language Processing Challenges and Issues: A Literature Review

IF 1 Q3 MULTIDISCIPLINARY SCIENCES

gazi university journal of science Pub Date : 2022-08-28 DOI:10.35378/gujs.1032517

Abdul Ahad Abro, Mir Sajjad Hussain Talpur, A. Jumani

引用次数: 1

Abstract

Natural Language Processing (NLP) is the computerized approach to analysing text using both structured and unstructured data. NLP is a simple, empirically powerful, and reliable approach. It achieves state-of-the-art performance in language processing tasks like Semantic Search (SS), Machine Translation (MT), Text Summarization (TS), Sentiment Analyser (SA), Named Entity Recognition (NER) and Emotion Detection (ED). NLP is expected to be the technology of the future, based on current technology deployment and adoption. The primary question is: What does NLP have to offer in terms of reality, and what are the prospects? There are several problems to be addressed with this developing method, as it must be compatible with future technology. In this paper, the benefits, challenges and limitations of this innovative paradigm along with the areas open to do research are shown.

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自然语言处理的挑战和问题：文献综述

自然语言处理（NLP）是一种使用结构化和非结构化数据分析文本的计算机化方法。NLP是一种简单、经验强大且可靠的方法。它在语义搜索（SS）、机器翻译（MT）、文本摘要（TS）、情感分析器（SA）、命名实体识别（NER）和情感检测（ED）等语言处理任务中实现了最先进的性能。基于当前技术的部署和采用，NLP有望成为未来的技术。主要问题是：NLP在现实中能提供什么，前景如何？这种开发方法有几个问题需要解决，因为它必须与未来的技术兼容。在本文中，展示了这种创新范式的好处、挑战和局限性，以及开放的研究领域。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

gazi university journal of science MULTIDISCIPLINARY SCIENCES-

CiteScore

1.60

自引率

11.10%

发文量

期刊介绍： The scope of the “Gazi University Journal of Science” comprises such as original research on all aspects of basic science, engineering and technology. Original research results, scientific reviews and short communication notes in various fields of science and technology are considered for publication. The publication language of the journal is English. Manuscripts previously published in another journal are not accepted. Manuscripts with a suitable balance of practice and theory are preferred. A review article is expected to give in-depth information and satisfying evaluation of a specific scientific or technologic subject, supported with an extensive list of sources. Short communication notes prepared by researchers who would like to share the first outcomes of their on-going, original research work are welcome.