Parameter-efficient fine-tuning of large language models using semantic knowledge tuning

Parameter-efficient fine-tuning of large language models using semantic knowledge tuning

Abstract Large Language Models (LLMs) are gaining significant popularity in recent years for specialized tasks using prompts due to their low computational cost. Standard methods like prefix tuning utilize special, modifiable tokens that lack semantic meaning and require extensive training for best...

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Main Authors: Nusrat Jahan Prottasha, Asif Mahmud, Md. Shohanur Islam Sobuj, Prakash Bhat, Md Kowsher, Niloofar Yousefi, Ozlem Ozmen Garibay
Format: Article
Language:English
Published: Nature Portfolio 2024-12-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-75599-4
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https://doi.org/10.1038/s41598-024-75599-4

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