English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

Communication is compositional if complex signals can be represented as acombination of simpler subparts. In this paper, we theoretically show thatinductive biases on both the training framework and the data are needed todevelop a compositional communication. Moreover, we prove that compositionalityspontaneously arises in the signaling games, where agents communicate over anoisy channel. We experimentally confirm that a range of noise levels, whichdepends on the model and the data, indeed promotes compositionality. Finally,we provide a comprehensive study of this dependence and report results in termsof recently studied compositionality metrics: topographical similarity,conflict count, and context independence.

Catalytic Role Of Noise And Necessity Of Inductive Biases In The Emergence Of Compositional Communication