An Age of Limits

In this paper, we sketch a programme for AI-driven social theory. We begin by defining what we mean by artificial intelligence (AI) in this context. We then lay out our specification for how AI-based models can draw on the growing availability of digital data to help test the validity of different social theories based on their predictive power. In doing so, we use the work of Randall Collins and his state breakdown model to exemplify that, already today, AI-based models can help synthesise knowledge from a variety of sources, reason about the world, and apply what is known across a wide range of problems in a systematic way. However, we also find that AI-driven social theory remains subject to a range of practical, technical, and epistemological limitations. Most critically, existing AI-systems lack three essential capabilities needed to advance social theory in ways that are cumulative, holistic, open-ended, and purposeful. These are (1) semanticisation, i.e., the ability to develop and operationalize verbal concepts to represent machine-manipulable knowledge; (2) transferability, i.e., the ability to transfer what has been learned in one context to another; and (3) generativity, i.e., the ability to independently create and improve on concepts and models. We argue that if the gaps identified here are addressed by further research, there is no reason why, in the future, the most advanced programme in social theory should not be led by AI-driven cumulative advances.

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Digital Transformations of the Public Arena

Jungherr

Schroeder

2021

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Digital technologies have changed the public arena, but there is little scholarly consensus about how they have done so. This Element lays out a new framework for the digitally mediated public arena by identifying structural changes and continuities with the pre-digital era. It examines three country cases – the United States, Germany, and China. In these countries and elsewhere, the emergence of new infrastructures such as search engines and social media platforms increasingly mediate and govern the visibility and reach of information, and thus reconfigure the transmission belt between citizens and political elites. This shift requires a rethinking of the workings and dysfunctions of the contemporary public arena and ways to improve it.

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An Age of Limits

Cited by 12 publications

References 41 publications

Computational and Data-Driven Gellnerian Social Theory: From the Transition to Modernity to a Disenchanted Future

Computational and Data-Driven Gellnerian Social Theory: From the Transition to Modernity to a Disenchanted Future

AI and social theory

Digital Transformations of the Public Arena

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