cs.AI updates on arXiv.org 07月15日 12:24
Perspective Dial: Measuring Perspective of Text and Guiding LLM Outputs
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本文探讨了大型语言模型输出中视角或偏见的问题,提出视角-Dial模型,包括视角空间和系统提示工程,以实现视角控制。此模型可量化不同视角,并通过测量反馈调整输出,应用于检测、跟踪和减轻LLM偏见等。

arXiv:2506.23377v2 Announce Type: replace-cross Abstract: Large language models (LLMs) are used in a variety of mission-critical roles. Due to the rapidly developing nature of LLMs, there is a lack of quantifiable understanding of the bias and perspective associated with LLM output. Inspired by this need, this paper considers the broader issue of perspective or viewpoint of general text and perspective control of large-language model (LLM) output. Perspective-Dial consists of two main components: a (1) metric space, dubbed Perspective Space, that enables quantitative measurements of different perspectives regarding a topic, and the use of (2) Systematic Prompt Engineering that utilizes greedy-coordinate descent to control LLM output perspective based on measurement feedback from the Perspective Space. The empirical nature of the approach allows progress to side step a principled understanding of perspective or bias -- effectively quantifying and adjusting outputs for a variety of topics. Potential applications include detection, tracking and mitigation of LLM bias, narrative detection, sense making and tracking in public discourse, and debate bot advocating given perspective.

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大型语言模型 视角控制 LLM偏见 视角空间 提示工程
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