语义空间:弥合认知科学、信息处理技术和量子力学之间的鸿沟

P. Bruza
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引用次数: 5

摘要

人类擅长在广泛的情况下,从世俗到导致科学发现的创造性推理,建立上下文敏感的联系和推理。这种推理具有很强的语用性,并且涉及到相对稀缺的认知资产。问题是如何让技术可靠地复制这一点?对这种技术的需求是迫切的。矛盾的是,信息爆炸正在导致意识的减弱。专业知识正变得越来越专业化:个人、团体、社区、企业正变得越来越孤立。我们需要有能力增强我们意识的计算系统,例如,通过提示我们可以建立的上下文关联,但越来越多地没有,因为我们通常缺乏这样做的认知资源。本文背后的前提是,该技术必须操纵上下文敏感的意义,以符合我们所拥有的意义。换句话说,技术操纵的“意义”应该是社会认知驱动的。介绍了一类经过认知验证的计算模型“语义空间”及其计算词间关联的方法。有人认为,这种关联可以有效地用于支持人类的语用推理。这篇论文总结了语义空间和量子力学之间一些有趣的、高度推测性的联系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Semantic space: Bridging the divide between cognitive science, information processing technology and quantum mechanics
Human beings are adept and drawing context-sensitive associations and inferences across a broad range of situations ranging from the mundane to the creative inferences that lead to scientific discovery. Such reasoning has a strong pragmatic character and is transacted with comparatively scarce cognitive assets. The question is how to get technology to reliably replicate this? The need for such technology is pressing. Paradoxically, the information explosion is leading to diminished awareness. Expertise is becoming ever more specialized: Individuals, groups, communities, enterprises are becoming increasingly insular. We need computational systems which have the capability to enhance our awareness, for example, by suggesting associations in context that we could make, but increasingly don’t, as we generally lack the cognitive resources to do so. The premiss behind this paper is that the technology has to manipulate context sensitive meanings which accord with those that we harbour. In other words, the “meanings” manipulated by the technology should be socio-cognitively motivated. A class of cognitively validated computational model called “semantic space” is introduced together with means for computing associations between words. It is argued that such associations can be usefully deployed to underpin human pragmatic reasoning. The paper concludes with some intriguing, highly speculative connections between semantic space and quantum mechanics.
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