韩国青少年的LLM-基于响应生成:使用NAVER知识iN问答数据集与RAG的研究
Junseo Kim1, Seok Jun Kim2, Junseok Ahn3
1Department of Computer Engineering, College of IT Convergence, Gachon University, Seongnam, Korea.
Healthcare informatics research
|May 19, 2025
概括
搜索增强代 (RAG) 大型语言模型 (LLM) 为韩国青少年提供了个性化的支持. 对于青少年心理健康问题,RAG模型比非RAG模型提供了更具体,更富同情心和更可操作的指导.
科学领域:
- 人工智能的人工智能
- 自然语言处理自然语言处理.
- 青少年心理学 青少年心理学
背景情况:
- 韩国青少年面临着独特的心理健康挑战.
- 现有的支持系统可能缺乏文化相关性和个性化.
- 大型语言模型 (LLM) 为可扩展的干预提供了潜力.
研究的目的:
- 为韩国青少年开发和验证基于搜索增强代 (RAG) 的LLM系统.
- 创建一个文化相关的青少年关注的数据集.
- 为了比较基于RAG的与非RAG的LLM响应的有效性.
主要方法:
- 从NAVER Knowledge iN.收集了3,874个青少年帖子和专家回复 (2014-2024年)
- 根据负面情绪和担忧来源处理和分类数据.
- 实施了一个RAG系统,使用FAISS进行检索和GPT-4o mini进行生成,评估响应质量.
主要成果:
- 基于RAG的LLM响应在所有指标上显著超过非RAG响应.
- 根据RAG的回答,提供了更具体,更有同情心和更可行的指导.
- 家庭,学术和同行关系是关键的压力因素,通常与抑郁和焦虑一起发生.
结论:
- 基于RAG的LLM显示出文化定制的青少年心理健康支持的希望.
- 该系统为个性化干预提供了可扩展的方法.
- 未来的工作应该扩展数据并提高全面护理的对话能力.
更多相关视频
08:05Measuring Statistical Learning Across Modalities and Domains in School-Aged Children Via an Online Platform and Neuroimaging Techniques
Published on: June 30, 2020
7.4K
03:14Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
Published on: December 6, 2024
474
相关概念视频
Surveys
Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
Response Surface Methodology
Response Surface Methodology (RSM) is a collection of statistical and mathematical techniques used to develop, improve, and optimize processes. It is particularly valuable when many input variables or factors potentially influence a response variable.
The process of RSM involves several key steps:
The process of RSM involves several key steps:
Types of Surveys
Surveys are essential for marking property boundaries near water bodies. Different types of surveys are defined, each with its own function. Land surveys mark the property boundaries, while route surveys determine the position of properties on nearby highways. Topographic surveys create maps by capturing the three-dimensional features of the land. Hydrographic surveys focus on the shapes of underwater areas and the movement of streams through the properties. Mine surveys determine the relative...
