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Challenges for a Computational Explanation of Flexible Linguistic Inference

Authors
Dr. Marieke Woensdregt
Radboud University, Nijmegen ~ Donders Institute for Brain, Cognition, and Behaviour
Mark Blokpoel
Radboud University, Nijmegen ~ Donders Institute for Brain, Cognition and Behaviour
Iris van Rooij
Radboud University, Nijmegen ~ Donders Centre for Cognition, Department of Artificial Intelligence
Andrea Martin
Max Planck Institute for Psycholinguistics
Abstract

We identify theoretical challenges for developing a computational explanation of flexible linguistic inference. Specifically, the human ability to interpret a novel linguistic expression (like mask-shaming), where inferring plausible meanings requires integrating relevant background knowledge (e.g., COVID-19 pandemic). We lay out (i) the core properties of the phenomenon that together make up our construal of the explanandum, (ii) explanatory desiderata to help make sure a theory explains the explanandum, and (iii) cognitive constraints to ensure a theory can be plausibly realised by human cognition and the brain. By doing so, we lay bare the ‘force field’ that theories of this explanandum will have to navigate, and we give examples of tensions that arise between different components of this force field. This is an important step in theory-development because it allows researchers who aim to solve one part of the puzzle of flexible linguistic inference to keep in clear view the other parts.

Tags

Keywords

language comprehension
inference
theory-development
computational explanation
meta-theory
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Cite this as:

Woensdregt, M., Blokpoel, M., van Rooij, I., & Martin, A. (2024, July). Challenges for a Computational Explanation of Flexible Linguistic Inference. Abstract published at MathPsych / ICCM 2024. Via mathpsych.org/presentation/1522.