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Situation assessment in computational semiotics

机译:计算符号学中的情境评估

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This paper is about a particular technical problem in the study of autonomy in computational systems: how can a computing system invent and use its own symbols and symbol construction mechanisms? We think this invention is necessary for intelligent behavior in any organism, artificial or otherwise, since it has been observed repeatedly that systems with fixed symbol sets get stuck. This observation is well-known in computing circles, and has been observed in "extensible" languages, large and growing knowledge bases, content-based filing systems for technical literature, and inheritance hierarchies for large object-oriented systems: no matter what elaboration mechanisms are used, no matter what initial structures are used, the structures eventually become too constrained by what is already there, and stagnate. To change that phenomenon, we need construction mechanisms that can themselves be changed and elaborated. We think that if we can change the construction mechanisms (which include the alphabet, as the mechanisms for constructing expressions from nothing), that is, the basic units that combine or are combined to make the structures, then we have another way to escape the trap of creeping rigidity: we can elaborate the units out from underneath the existing structures. This brings us directly to computational semiotics, which for us is the study of the treatment and use of symbols in computing systems. This paper is primarily intended to stimulate discussion and further research in these areas, since the questions are very hard and have no easy answers.
机译:本文是关于计算系统自治研究中的一个特定技术问题:计算系统如何发明和使用自己的符号和符号构造机制?我们认为本发明对于任何生物,人工或其他生物的智能行为都是​​必需的,因为已经反复观察到具有固定符号集的系统会卡住。这种观察在计算界是众所周知的,并且已经在“可扩展”语言,庞大且不断增长的知识库,技术文献的基于内容的归档系统以及大型面向对象的系统的继承层次结构中进行了观察:无论采用何种详细说明机制无论使用什么初始结构,这些结构最终都会因已经存在的结构而变得过于受限,并停滞不前。为了改变这种现象,我们需要可以改变和阐述自己的构造机制。我们认为,如果我们可以更改构造机制(包括字母,作为从无到有的构造表达式的机制),即,可以组合或组合以构成结构的基本单元,那么我们还有另一种方法可以逃脱蠕变刚度的陷阱:我们可以从现有结构的下方精心设计出单元。这直接将我们带到了计算符号学上,对我们来说,这是对计算系统中符号的处理和使用的研究。本文的主要目的是激发这些领域的讨论和进一步的研究,因为这些问题非常困难且没有简单的答案。

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