Forgetting Our Way to Shared Meaning: Effects of Forgetting on Conceptual Alignment in a Non-Partnership Coordination Game
Shared meaning in language requires people to learn and agree on categories. We ask how characteristics of agents' memories change the emergence and evolution of shared meaning. Without a coordination game, models of conceptual semantics cannot explain how shared meaning emerges and changes in groups of people; however, existing games assume that players share payoffs in a partnership setting. We model conceptual alignment as a non-partnership game and illustrate differences in actual and perceived conceptual convergence from counterfactual simulations using agents with varying levels of adaptiveness and memory degradation. We found that adaptive players achieved actual convergence faster and had closer final conceptual regions than non-adaptive players, while non-adaptive players perceived convergence earlier. Weighing novel information less over time resulted in more stable agreements than fixing the weight of novel information. Memory features are critical to the emergence and evolution of actual and perceived convergence.
遗忘如何影响共享意义的形成与演变
- 核心方法
- 建模概念对齐为非合作协调游戏,使用具有不同适应性和记忆退化水平的代理进行反事实模拟
- 适合谁读
- 研究者
- 要解决的问题
- 探讨记忆特性如何改变共享意义的出现和进化
- 关键实验
- 使用不同水平的适应性和记忆退化的代理进行模拟实验,比较实际与感知的概念收敛差异
- 主要贡献
- 揭示适应性代理更快实现实际收敛,非适应性代理更早感知收敛,以及随着时间减少新信息权重导致更稳定的协议
- 意义与局限
- 强调记忆特性在实际和感知收敛中的重要性,对理解语言和社会互动的基本机制有重要影响