从常识的角度来看

P. Bruza, D. Song, Kam-Fai Wong
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引用次数: 59

摘要

信息检索(IR)由一个流程驱动,该流程决定文档是否与查询有关。最近从基于逻辑的信息检索理论衍生出来的尝试已经形式化了描述“关于性”的属性,但尚未达成共识。建议的属性在很大程度上由定义有关性的底层框架决定。此外,有些属性仅在给定IR模型的上下文中是合理的,但从用户的角度来看并不合理。例如,一种常见的关于性形式,即重叠关于性,意味着精度降低的属性,如组合单调性。因此,本文的激励问题是:独立于任何给定的IR模型,并在基于信息的抽象框架中进行检查,关于性(及其双重非关于性)的常识性属性是什么?我们从常识性的角度提出了一组表征有关性和非有关性的属性。特别注意的是关于信息构成的保守性行为的规则。关于和非关于之间的相互作用通过规范规则建模。对相关证明系统的完备性、可靠性和一致性进行了分析和讨论。基于单调性的实例分析表明,当前许多红外系统要么是单调的,要么是非单调的。识别出一类有趣的IR模型,即那些保守单调的模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Aboutness from a commonsense perspective
Information retrieval (IR) is driven by a process that decides whether a document is about a query. Recent attempts spawned from a logic-based information retrieval theory have formalized properties characterizing “aboutness,” but no consensus has yet been reached. The proposed properties are largely determined by the underlying framework within which aboutness is defined. In addition, some properties are only sound within the context of a given IR model, but are not sound from the perspective of the user. For example, a common form of aboutness, namely overlapping aboutness, implies precision degrading properties such as compositional monotonicity. Therefore, the motivating question for this article is: independent of any given IR model, and examined within an information-based, abstract framework, what are commonsense properties of aboutness (and its dual, nonaboutness)? We propose a set of properties characterizing aboutness and nonaboutness from a commonsense perspective. Special attention is paid to the rules prescribing conservative behavior of aboutness with respect to information composition. The interaction between aboutness and nonaboutness is modeled via normative rules. The completeness, soundness, and consistency of the aboutness proof systems are analyzed and discussed. A case study based on monotonicity shows that many current IR systems are either monotonic or nonmonotonic. An interesting class of IR models, namely those that are conservatively monotonic, is identified.
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