MilChat: A Large Language Model and Application for Military Equipment

To offer the military personnel a good service of assisting them to get information about enemy's equipment outside Internet, we build a system named MilChat which includes a large language model that has the ability to generate texts and an application which is easy to use. The model of MilChat is fine-tuned by the method of LoRA with military datasets from the basic model, Qwen-7B-Chat which is opensource and has good performance. After fine-tuning, the new model has higher scores than the basic one. Besides, we use the method of Prompt Learning to limit the answers into a standard format. Therefore, it is more accurate and professional than the basic model. This study has also a value of industrial application.

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Publication Details

Published
2024-10-18
DOI
https://doi.org/10.1109/mlnlp63328.2024.10800008
Citations
3
Primary Topic
Advanced Data Processing Techniques
Type
article
Field-Weighted Citation Impact
0.98

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article

MilChat: A Large Language Model and Application for Military Equipment

Peipei Zhu, Tao Xiang, Xue Liu, Jie Liu
3 citations
Advanced Data Processing Techniques
0.98
article

MilChat: A Large Language Model and Application for Military Equipment

Peipei Zhu, Tao Xiang, Xue Liu, Jie Liu
article en
3 citations

Abstract

To offer the military personnel a good service of assisting them to get information about enemy's equipment outside Internet, we build a system named MilChat which includes a large language model that has the ability to generate texts and an application which is easy to use. The model of MilChat is fine-tuned by the method of LoRA with military datasets from the basic model, Qwen-7B-Chat which is opensource and has good performance. After fine-tuning, the new model has higher scores than the basic one. Besides, we use the method of Prompt Learning to limit the answers into a standard format. Therefore, it is more accurate and professional than the basic model. This study has also a value of industrial application.

Southwest China Institute of Electronic Technology
National Natural Science Foundation of China
Openalex Percentile: Top 22%
Advanced Data Processing Techniques
0.98
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