Enhancing Plant Protection Knowledge with Large Language Models: A Fine-Tuned Question-Answering System Using LoRA

Enhancing Plant Protection Knowledge with Large Language Models: A Fine-Tuned Question-Answering System Using LoRA

To enhance the accessibility and accuracy of plant protection knowledge for agricultural practitioners, this study develops an intelligent question-answering (QA) system based on a large language model (LLM). A local knowledge base was constructed by vectorizing 7000 research papers and books in the...

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Bibliographic Details
Main Authors: Jie Xiong, Lingmin Pan, Yanjiao Liu, Lei Zhu, Lizhuo Zhang, Siqiao Tan
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Applied Sciences
Subjects:
plant protection
QA system
LLMs
low-rank adaptive
retrieval-augmented generation
Online Access:https://www.mdpi.com/2076-3417/15/7/3850
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