Our goal was to explicitly model each actor's fluency in different languages, using a model with sim-ple, interpretable parameters that can be used to encode well-motivated assumptions about the data.
we want to bias the model towards the belief that actors typically speak a small number of languages, and encode the belief that all actors participating in a message are highly likely to be fluent in its language.