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#machine learning Preprint Oct 2026

A theory of platonic representations in language models

Representations of translated sentences are similar in the inner layers of multilingual language models -- an observation connected to the platonic representation hypothesis, yet unexplained theoretically. We provide an explanation based on the assumption that data have a hidden hierarchical structure whose abstract le...

Darshil Doshi, Wen-Jie Zhou, C. Wegner et al. · 0 citations
#natural language process... Open access Sep 2026

Translation indeterminacy and the distributional fallacy

Large language models (LLMs) are commonly associated with the distributional hypothesis, according to which (1) semantic meaning is grounded in distributional patterns of linguistic context, and (2) knowledge of cross-linguistic distributional correspondences allows for successful translation. This paper rejects the fi...

Michael Carl · 0 citations
Open access Oct 2026

THE ROLE OF CONTEXT IN INTERPRETING MEANING: A LINGUISTIC PERSPECTIVE

Linguistics is the scientific study of language, its structure, functions, and use in human communication. Traditionally, linguistic research has examined different levels of language, including phonetics, phonology, morphology, syntax, and semantics. However, understanding language requires more than analyzing its str...

M. M. Rahmankulov · 0 citations
#large language models Open access Oct 2026

From Dyadic Reciprocity to Giant Interaction Engines

In this paper, based on posthumanist theory and posthumanist linguistics, we discuss specific elaborations of the term interaction as found in linguistics and sociology, where interactivity, reciprocal awareness and agency are discussed as possible characteristics of human interaction. We problematise to what extent th...

R. Vallentin, Britta Schneider · 1 citation
Review Open access Sep 2026

The Development of Compositionality in Language and Thought

Compositionality is the property of a representational system whereby complex meanings arise from the combination of simpler meaningful elements. Here we take a developmental perspective to understand the origins of compositional representational systems and their relation to language—an issue that bears on longstand...

Eulalie Pequay, I. Dautriche · 0 citations

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