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To address the challenge of quantifying uncertainty in the outputs generated by language models, we propose a novel measure of semantic uncertainty, semantic spectral entropy, that is statistically consistent under mild assumptions. This…

计算与语言 · 计算机科学 2025-05-27 Yi Liu

Measuring what linguistic information is encoded in neural models of language has become popular in NLP. Researchers approach this enterprise by training "probes" - supervised models designed to extract linguistic structure from another…

计算与语言 · 计算机科学 2020-05-13 Rowan Hall Maudslay , Josef Valvoda , Tiago Pimentel , Adina Williams , Ryan Cotterell

Most fuzzy systems including fuzzy decision support and fuzzy control systems provide out-puts in the form of fuzzy sets that represent the inferred conclusions. Linguistic interpretation of such outputs often involves the use of linguistic…

人工智能 · 计算机科学 2013-01-30 Ryszard Kowalczyk

Word embeddings are computed by a class of techniques within natural language processing (NLP), that create continuous vector representations of words in a language from a large text corpus. The stochastic nature of the training process of…

计算与语言 · 计算机科学 2020-08-03 Lucas Rettenmeier

Human language has a distinct systematic structure, where utterances break into individually meaningful words which are combined to form phrases. We show that natural-language-like systematicity arises in codes that are constrained by a…

计算与语言 · 计算机科学 2025-11-19 Richard Futrell , Michael Hahn

The purpose of this paper is twofold: (i) we argue that the structure of commonsense knowledge must be discovered, rather than invented; and (ii) we argue that natural language, which is the best known theory of our (shared) commonsense…

人工智能 · 计算机科学 2007-06-13 Walid S. Saba

We present a model of pragmatic language understanding, where utterances are produced and understood by searching for regularized equilibria of signaling games. In this model (which we call ReCo, for Regularized Conventions), speakers and…

计算与语言 · 计算机科学 2023-11-17 Athul Paul Jacob , Gabriele Farina , Jacob Andreas

Despite the inherently fuzzy nature of reconstructions in historical linguistics, most scholars do not represent their uncertainty when proposing proto-forms. With the increasing success of recently proposed approaches to automating certain…

计算与语言 · 计算机科学 2023-10-20 Johann-Mattis List , Nathan W. Hill , Robert Forkel , Frederic Blum

In this paper, we explore applications of combinatorics on words across various domains, including data compression, error detection, cryptographic protocols, and pseudorandom number generation. The examination of the theoretical…

组合数学 · 数学 2025-06-17 Duaa Abdullah , Jasmem Hamoud

We investigate combinatorial properties of a kind of insets we defined in an earlier paper, interpreting them now in terms of restricted ternary words. This allows us to give new combinatorial interpretations of a number of known integer…

组合数学 · 数学 2019-05-14 Milan Janjic

In his pioneering research, G. K. Zipf formulated a couple of statistical laws on the relationship between the frequency of a word with its number of meanings: the law of meaning distribution, relating the frequency of a word and its…

计算与语言 · 计算机科学 2022-01-19 Neus Català , Jaume Baixeries , Ramon Ferrer-Cancho , Lluís Padró , Antoni Hernández-Fernández

Existing reasoning benchmarks for large language models (LLMs) frequently fail to capture authentic creativity, often rewarding memorization of previously observed patterns. We address this shortcoming with Sudoku-Bench, a curated benchmark…

人工智能 · 计算机科学 2025-05-23 Jeffrey Seely , Yuki Imajuku , Tianyu Zhao , Edoardo Cetin , Llion Jones

Corpus-based statistical analysis plays a significant role in linguistic research, and ample evidence has shown that different languages exhibit some common laws. Studies have found that letters in some alphabetic writing languages have…

计算与语言 · 计算机科学 2020-06-03 Qinghua Chen , Yan Wang , Mengmeng Wang , Xiaomeng Li

We formulate a stochastic process, FiLex, as a mathematical model of lexicon entropy in deep learning-based emergent language systems. Defining a model mathematically allows it to generate clear predictions which can be directly and…

计算与语言 · 计算机科学 2023-03-27 Brendon Boldt , David Mortensen

Language is a social phenomenon and variation is inherent to its social nature. Recently, there has been a surge of interest within the computational linguistics (CL) community in the social dimension of language. In this article we present…

计算与语言 · 计算机科学 2016-04-07 Dong Nguyen , A. Seza Doğruöz , Carolyn P. Rosé , Franciska de Jong

As the etymology of the word shows, logic is intimately related to language, as exemplified by the work of philosophers from Antiquity and from the Middle-Age. At the beginning of the XX century, the crisis of the foundations of mathematics…

逻辑 · 数学 2013-11-11 Christian Retoré

It is known that humans can easily read words where the letters have been jumbled in a certain way. This paper examines this problem by associating a distance measure with the jumbling process. Modifications to text were generated according…

信息检索 · 计算机科学 2011-01-05 Venkata Ravinder Paruchuri

Specific to Math Information Retrieval is combining text with mathematical formulae both in documents and in queries. Rigorous evaluation of query expansion and merging strategies combining math and standard textual keyword terms in a query…

信息检索 · 计算机科学 2015-08-11 Martin Líška , Petr Sojka , Michal Růžička

We present results from our quantitative study of statistical and network properties of literary and scientific texts written in two languages: English and Polish. We show that Polish texts are described by the Zipf law with the scaling…

物理与社会 · 物理学 2013-12-16 Iwona Grabska-Gradzinska , Andrzej Kulig , Jaroslaw Kwapien , Stanislaw Drozdz

In this paper, we study the ability of large language models to learn specific mathematical rules such as distributivity or simplifying equations. We present an empirical analysis of their ability to generalize these rules, as well as to…

计算与语言 · 计算机科学 2024-10-28 Antoine Gorceix , Bastien Le Chenadec , Ahmad Rammal , Nelson Vadori , Manuela Veloso
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