Base on ChatGLM extraction of medication events in aquaculture with few samples

IF 2.2 3区农林科学 Q2 FISHERIES

Aquaculture International Pub Date : 2025-01-01 DOI:10.1007/s10499-024-01686-y

Zhenglin Li, Sijia Zhang, Zongshi An

引用次数: 0

Abstract

This study proposes a fine-tuning method based on a large language model (LLM), aiming to improve the model’s generalization and accuracy in the task of extracting aquaculture medication. Model’s ability to recognize disease prevention and treatment medication events has been enhanced by constructing an instruction tuning (IT) dataset. ChatGLM4-9B model was further optimized using the rank-stable scaling factor with low-rank fine-tuning (rsLoRA) technique and hyper-parameters were adjusted in real-time using a dynamic parameter fine-tuning strategy. Experimental results show that the RSI-Tune method reaches more than 95% on several evaluation metrics, significantly outperforming traditional LoRA and DoRA methods. This research not only provides technical support for intelligent management of aquaculture but also offers new insights for the development of smart agriculture.

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基于ChatGLM的水产养殖少样本用药事件提取

本研究提出了一种基于大型语言模型（LLM）的微调方法，旨在提高模型在水产养殖药物提取任务中的泛化和准确性。通过构建指令调优（IT）数据集，增强了模型对疾病预防和治疗用药事件的识别能力。采用低秩微调（rsLoRA）技术对ChatGLM4-9B模型进行了进一步优化，并采用动态参数微调策略对超参数进行了实时调整。实验结果表明，RSI-Tune方法在多个评价指标上达到95%以上，显著优于传统的LoRA和DoRA方法。本研究不仅为水产养殖的智能化管理提供了技术支撑，也为智慧农业的发展提供了新的见解。

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

Aquaculture International 农林科学-渔业

CiteScore

5.10

自引率

6.90%

发文量

204

审稿时长

1.0 months

期刊介绍： Aquaculture International is an international journal publishing original research papers, short communications, technical notes and review papers on all aspects of aquaculture. The Journal covers topics such as the biology, physiology, pathology and genetics of cultured fish, crustaceans, molluscs and plants, especially new species; water quality of supply systems, fluctuations in water quality within farms and the environmental impacts of aquacultural operations; nutrition, feeding and stocking practices, especially as they affect the health and growth rates of cultured species; sustainable production techniques; bioengineering studies on the design and management of offshore and land-based systems; the improvement of quality and marketing of farmed products; sociological and societal impacts of aquaculture, and more. This is the official Journal of the European Aquaculture Society.