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We present a taxonomy of the variability mechanisms offered by modeling languages. The definition of a formal language encompasses a syntax and a semantic domain as well as the mapping that relates them, thus language variabilities are…

Software Engineering · Computer Science 2014-09-24 Maria Victoria Cengarle , Hans Grönninger , Bernhard Rumpe

Interpreting the effects of variants within the human genome and proteome is essential for analysing disease risk, predicting medication response, and developing personalised health interventions. Due to the intrinsic similarities between…

Computation and Language · Computer Science 2025-03-17 Megha Hegde , Jean-Christophe Nebel , Farzana Rahman

Human history leaves fingerprints in human languages. Little is known over language evolution and its study is of great importance. Here, we construct a simple stochastic model and compare its results to statistical data of real languages.…

Physics and Society · Physics 2015-05-13 V. Schwämmle , P. M. C. de Oliveira

This chapter critically examines the potential contributions of modern language models to theoretical linguistics. Despite their focus on engineering goals, these models' ability to acquire sophisticated linguistic knowledge from mere…

Computation and Language · Computer Science 2024-08-15 Raphaël Millière

Large Language Models (LLMs) display notable variation in multilingual behavior, yet the role of genealogical language structure in shaping this variation remains underexplored. In this paper, we investigate whether LLMs exhibit sensitivity…

Computation and Language · Computer Science 2025-10-27 Sandra Mitrović , David Kletz , Ljiljana Dolamic , Fabio Rinaldi

Molecular phenotypes are important links between genomic information and organismic functions, fitness, and evolution. Complex phenotypes, which are also called quantitative traits, often depend on multiple genomic loci. Their evolution…

Populations and Evolution · Quantitative Biology 2015-06-12 Armita Nourmohammad , Stephan Schiffels , Michael Laessig

Semantic feature models have become a popular tool for prediction and interpretation of fMRI data. In particular, prior work has shown that differences in the fMRI patterns in sentence reading can be explained by context-dependent changes…

Computation and Language · Computer Science 2021-01-14 N. Aguirre-Celis , R. Miikkulainen

Linguistic similarity is multi-faceted. For instance, two words may be similar with respect to semantics, syntax, or morphology inter alia. Continuous word-embeddings have been shown to capture most of these shades of similarity to some…

Computation and Language · Computer Science 2019-07-05 Ryan Cotterell , Hinrich Schütze

This paper presents the first unsupervised approach to lexical semantic change that makes use of contextualised word representations. We propose a novel method that exploits the BERT neural language model to obtain representations of word…

Computation and Language · Computer Science 2020-10-21 Mario Giulianelli , Marco Del Tredici , Raquel Fernández

Lexical semantic change detection is a new and innovative research field. The optimal fine-tuning of models including pre- and post-processing is largely unclear. We optimize existing models by (i) pre-training on large corpora and refining…

Computation and Language · Computer Science 2021-01-28 Jens Kaiser , Sinan Kurtyigit , Serge Kotchourko , Dominik Schlechtweg

Distributional semantics is the linguistic theory that a word's meaning can be derived from its distribution in natural language (i.e., its use). Language models are commonly viewed as an implementation of distributional semantics, as they…

Computation and Language · Computer Science 2024-10-21 Zhang Enyan , Zewei Wang , Michael A. Lepori , Ellie Pavlick , Helena Aparicio

Multilingual representations have mostly been evaluated based on their performance on specific tasks. In this article, we look beyond engineering goals and analyze the relations between languages in computational representations. We…

Computation and Language · Computer Science 2020-11-18 Lisa Beinborn , Rochelle Choenni

The processes leading to change in languages are manifold. In order to reduce ambiguity in the transmission of information, agreement on a set of conventions for recurring problems is favored. In addition to that, speakers tend to use…

Physics and Society · Physics 2015-06-17 Cristina-Maria Pop , Erwin Frey

The evolution of language has been a hotly debated subject with contradicting hypotheses and unreliable claims. Drawing from signalling games, dynamic population mechanics, machine learning and algebraic topology, we present a method for…

Computation and Language · Computer Science 2021-02-25 Abhinav Tamaskar , Roy Rinberg , Sunandan Chakraborty , Bud Mishra

The recent dramatic increase in online data availability has allowed researchers to explore human culture with unprecedented detail, such as the growth and diversification of language. In particular, it provides statistical tools to explore…

When we speak, write or listen, we continuously make predictions based on our knowledge of a language's grammar. Remarkably, children acquire this grammatical knowledge within just a few years, enabling them to understand and generalise to…

Computation and Language · Computer Science 2024-11-26 Jaap Jumelet

All living languages change over time. The causes for this are many, one being the emergence and borrowing of new linguistic elements. Competition between the new elements and older ones with a similar semantic or grammatical function may…

Computation and Language · Computer Science 2020-06-17 Andres Karjus , Richard A. Blythe , Simon Kirby , Kenny Smith

Studies of morphological processing have shown that semantic transparency is crucial for word recognition. Its computational operationalization is still under discussion. Our primary objectives are to explore embedding-based measures of…

Computation and Language · Computer Science 2025-05-12 M. Maziyah Mohamed , R. H. Baayen

The term Language Models (LMs) as a time-specific collection of models of interest is constantly reinvented, with its referents updated much like the $\textit{Ship of Theseus}$ replaces its parts but remains the same ship in essence. In…

Computation and Language · Computer Science 2025-02-11 Shengqi Zhu , Jeffrey M. Rzeszotarski

Transformer-based language models have recently achieved remarkable results in many natural language tasks. However, performance on leaderboards is generally achieved by leveraging massive amounts of training data, and rarely by encoding…

Computation and Language · Computer Science 2022-07-21 Bai Li