Paul Scholefield (@drscholefield.bsky.social)

Can we talk to the animals? The ethics of using machine learning to decode animal communication - Topoi There is currently much scientific and public interest in using machine learning to uncover the meaning of animal signals, which could ultimately lead to two-way communication systems between humans and other animals. This paper examines the research ethics that should govern this line of inquiry, and explores the transformative implications if scientists are successful at creating translations between animal signals and human language. We argue that the scientific and philosophical literature on animal communication systems warrants the attempt to engage in these translation projects, and describe the current state of the art of the research. While the ability to translate animal signals has many possible benefits, these come alongside no small number of risks to animal communities. We enumerate the risks that exist in the development of these models in order to help scientists avoid them. Looking ahead, we argue that successful two-way communication with animals would both reveal an existing moral landscape and create a new one. Any successful two-way communication system would require radical translation of animal signals, which in turn entails that animals are rational beings who live in normative communities. Furthermore, the creation of these communicative systems also gives rise to new responsibilities and new demands. As researchers work to transform our social relationships with animals, they must also take on the responsibility to prepare humanity for the challenges that will arise in this novel multi-species landscape. https://link.springer.com/article/10.1007/s11245-026-10409-2