Context-dependent communication under environmental constraints

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Krzysztof Główka, Julian Zubek, Joanna Rączaszek-Leonardi
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引用次数: 0

Abstract

There is significant evidence that real-world communication cannot be reduced to sending signals with context-independent meaning. In this work, based on a variant of the classical Lewis (1969) signalling model, we explore the conditions for the emergence of context-dependent communication in an agent-based situated model. In particular, we demonstrate that pressure to minimise the vocabulary size is sufficient for such emergence. At the same time, we study the environmental conditions and cognitive capabilities that enable contextual disambiguation of symbol meanings. We show that (a) regularities in the context are not necessary for context-dependent communication and that (b) environmental constraints on the receiver’s referent choice can be unilaterally exploited by the sender, without disambiguation capabilities on the receiver’s end. Consistent with common assumptions, the sender’s awareness of the context appears to be required for contextual communication. Our results further demonstrate the crucial role of the environment in the seemingly multilayered phenomenon of context-dependent communication — where language is influenced not only by the distribution of objects in the context, as indicated by previous studies, but also by the very presence of environmental constraints on referent choice. The computational model developed in this work is a demonstration of how signals may be ambiguous out of context, but still allow for near-perfect communication accuracy.
环境制约下的语境依赖型通信
有大量证据表明,现实世界中的交流不能简化为发送与语境无关的信号。在这项研究中,我们基于经典的刘易斯(1969 年)信号模型的变体,探讨了在基于代理的情景模式中出现与语境相关的交流的条件。特别是,我们证明了将词汇量最小化的压力足以导致这种情况的出现。同时,我们还研究了环境条件和认知能力,以实现符号含义的上下文消歧。我们证明:(a) 上下文中的规律性并不是依赖上下文进行交流的必要条件;(b) 接收者在选择指代时受到的环境限制可以被发送者单方面利用,而接收者并不具备歧义辨析能力。与通常的假设一致,发送者对语境的认知似乎是语境交流的必要条件。我们的研究结果进一步证明了环境在语境依赖性交际这一看似多层次的现象中所起的关键作用--在语境依赖性交际中,语言不仅会受到语境中对象分布的影响(如之前的研究所示),而且还会受到环境对指代选择的制约。这项工作中开发的计算模型展示了信号在语境之外可能是模糊的,但仍能实现近乎完美的交流准确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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