Random-branching parsing agents lose their communication-accuracy advantage on Dyck-k hierarchical meaning spaces and show high surprisal on unseen messages, suggesting they are poor models of human language understanding.
A review of the applications of deep learning-based emergent communication
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Why Are Parsing Actions for Understanding Message Hierarchies Not Random?
Random-branching parsing agents lose their communication-accuracy advantage on Dyck-k hierarchical meaning spaces and show high surprisal on unseen messages, suggesting they are poor models of human language understanding.