State-Of-The-Art Named Entity Recognition and Related Extraction: A Review
Journal Title: Engineering and Technology Journal - Year 2025, Vol 10, Issue 03
Abstract
Named Entity Recognition (NER) has evolved significantly as a key component in the field of Natural Language Processing (NLP). This review paper encapsulates the progress and trends in NER by exploring state-of-the-art techniques and methodologies employed across various domains. It highlights the shift from traditional rule-based models to advanced machine learning approaches, including deep learning and transformers, which have markedly enhanced the performance of NER systems. Particular emphasis is given to the adaptation of NER for specific needs such as biomedical information extraction, cybersecurity, and multilingual entity recognition, reflecting the growing complexity and diversity of application fields. Recent advances demonstrate the integration of sophisticated technologies like graph attention networks and multimodal frameworks, which leverage both contextual and syntactic features to address the challenges of polysemy and entity disambiguation. The review also discusses the crucial role of domain-specific adaptations, the importance of large, annotated datasets, and ongoing efforts to mitigate limitations related to data scarcity in low-resource languages. This comprehensive overview not only sheds light on the technological advancements but also sets the stage for future explorations aimed at further refining the accuracy and applicability of NER systems across more diverse and challenging datasets.
Authors and Affiliations
Firdaws Rizgar Tato , Ibrahim Mahmood Ibrahim,
Keywords
Related Articles
- EP ID EP762258
- DOI 10.47191/etj/v10i03.38
- Views 11
- Downloads 0
FACTORS AFFECTING THE WILLINGNESS OF USING PARKING AREA IN SHOPPING AREA IN BANJARMASIN
This study aims to find out and analyze what factors influence the drivers' willingness to use the parking lot in a shopping area in Banjarmasin City and to propose a discussion about fulfilling parking eligibility in ac...
Wireless Power Transfer for Electric Vehicles with ANFIS Based MPPT for Solar System
Wireless Power Transfer (WPT) for Electric Vehicles (EVs) represents an new approach to convenient and efficient EV charging. Integrating WPT with a PV powered charging system can further enhance sustainability by reduci...
Static, Rigid Dynamics and Computational Fluid Dynamic Simulation of a Zero Co2 and Zero Heat Pollution Compressed Air Engine for the Urban Transport Sector
This article presents major findings created during a research work for sustainable solutions towards the ozone layer depletion and global warming in the name of modeling and simulating a zero CO2 and zero heat pollution...
A COMPREHENSIVE REVIEW ON CREATING AUTONOMOUS CAR SYSTEMS
Autonomous vehicles are around us and are finding trillions of recent developed applications, starting from driverless cars to automatically observation in critical areas. Continual progress in these technologies within...
An Experimental Study on Hard Turning Performance of DIN 17350 Tool Steel
The main objective is to investigate the effects of cutting speed, feed rate and depth of cut on surface roughness Rz in hard turning process of DIN 17350-tool steel (60รท62HRC) under dry condition. The full factorial exp...