Joining the Conversation: Towards Language Acquisition for Ad Hoc Team PlayDownload PDF

Published: 25 Mar 2022, Last Modified: 05 May 2023EmeCom Workshop at ICLR 2022Readers: Everyone
Keywords: Emergent Communication, Language Acquisition, Ad Hoc Team Play
TL;DR: We define a model for learning how language is used within a community, in order to become an effective ad hoc team player.
Abstract: In this paper, we propose and consider the problem of cooperative language acquisition as a particular form of the ad hoc team play problem. We then present a probabilistic model for inferring a speaker's intentions and a listener's semantics from observing communications between a team of language-users. This model builds on the assumptions that speakers are engaged in positive signalling and listeners are exhibiting positive listening, which is to say the messages convey hidden information from the listener, that then causes them to change their behaviour. Further, it accounts for potential sub-optimality in the speaker's ability to convey the right information (according to the given task). Finally, we discuss further work for testing and developing this framework.
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