Incremental learning algorithm for dynamic evolution of domain specific vocabulary with its stability and plasticity analysis

Incremental learning algorithm for dynamic evolution of domain specific vocabulary with its stability and plasticity analysis

Abstract Domain-specific vocabulary, which is crucial in fields such as Information Retrieval and Natural Language Processing, requires continuous updates to remain effective. Incremental Learning, unlike conventional methods, updates existing knowledge without retraining from scratch. This paper pr...

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Bibliographic Details
Main Authors: Mansi Jain, Harmeet Kaur, Bhavna Gupta, Jaya Gera, Vandana Kalra
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Unigrams
Bigrams
Incremental learning
n-grams
Text analytics
Natural language processing
Online Access:https://doi.org/10.1038/s41598-024-78785-6
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https://doi.org/10.1038/s41598-024-78785-6

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