逻辑驱动的间接监督:应用于危机咨询的应用.
Mattia Medina Grespan1, Meghan Broadbent2, Xinyao Zhang2
1Kahlert School of Computing, University of Utah.
Proceedings of the conference. Association for Computational Linguistics. Meeting
|April 30, 2025
概括
这项研究引入了一种基于逻辑的新方法,以改进危机咨询对话的自动化分析. 通过使用廉价的会话级数据,它提高了发言级预测的准确性,支持辅导员并改善了患者护理.
科学领域:
- 自然语言处理自然语言处理.
- 计算语言学 计算语言学
- 人与计算机的交互
背景情况:
- 基于文本的危机咨询需要手动分析以确保质量,这耗时且昂贵.
- 分析对话的现有方法通常依赖于昂贵的,事后 hoc 发言级别的注释.
- 虽然会话级别的注释不那么详细,但更容易获得,并且获得的成本更低.
研究的目的:
- 调查廉价,潜在的杂的会话级别注释是否可以提高危机咨询对话中发言级别预测的准确性.
- 提出和评估一种基于逻辑的新型间接监督方法,以增强对话分析.
- 为了改善建模,利用会话和发言水平之间的结构依赖关系.
主要方法:
- 开发了一个基于逻辑的间接监督框架,以利用会话级别和发言级别注释之间的关系.
- 利用声明式陈述的结构依赖来改进发言建模.
- 进行实验,将拟议的方法与强大的多任务基线进行比较.
主要成果:
- 建议的间接监督方法实现了3.5%的f-score比发言水平预测的基线提高.
- 废除研究证实,通过逻辑规则进行间接监督可以提高系统的一致性和稳定性.
- 证明了使用随时可用的,尽管噪音很大,会话级数据来改进详细的对话分析的有效性.
结论:
- 低成本的会话级别注释,当与基于逻辑的间接监督相结合时,可以显著提高基于文本的自动化危机咨询分析的性能.
- 拟议的方法提供了一种更有效和更强大的方式来支持辅导员,并提高护理质量.
- 这种方法为数字心理健康干预中质量保证和辅导员支持提供了一个可扩展的解决方案.
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