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There is a group that is attempting to communicate with whales by training a transformer based model on whale sounds.

Animals have been highly underestimated, and it’s encouraging to see this work being done. This article discusses their use of vowels and diphthongs. https://ls.berkeley.edu/news/uc-berkeley-and-project-ceti-st...