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As recursion has been underlying any linguistic work for the last 60 years, the acquisition of recursive structures by children during language learning has become a focal point of inquiry. This study delves into the developmental…

计算与语言 · 计算机科学 2025-09-03 Chenxi Fu , Xiaoyi Wang , Zaijiang Man , Caimei Yang

Human language acquisition is an efficient, supervised, and continual process. In this work, we took inspiration from how human babies acquire their first language, and developed a computational process for word acquisition through…

计算与语言 · 计算机科学 2024-09-20 Yuwei Bao , Barrett Martin Lattimer , Joyce Chai

There is much debate over the degree to which language learning is governed by innate language-specific biases, or acquired through cognition-general principles. Here we examine the probabilistic language acquisition hypothesis on three…

计算与语言 · 计算机科学 2010-06-17 Anne S. Hsu , Nick Chater , Paul M. B. Vitanyi

During language acquisition, children follow a typical sequence of learning stages, whereby they first learn to categorize phonemes before they develop their lexicon and eventually master increasingly complex syntactic structures. However,…

计算与语言 · 计算机科学 2023-06-07 Linnea Evanson , Yair Lakretz , Jean-Rémi King

This thesis presents a computational theory of unsupervised language acquisition, precisely defining procedures for learning language from ordinary spoken or written utterances, with no explicit help from a teacher. The theory is based…

cmp-lg · 计算机科学 2008-02-03 Carl de Marcken

The learning trajectories of linguistic phenomena in humans provide insight into linguistic representation, beyond what can be gleaned from inspecting the behavior of an adult speaker. To apply a similar approach to analyze neural language…

计算与语言 · 计算机科学 2022-04-07 Leshem Choshen , Guy Hacohen , Daphna Weinshall , Omri Abend

How do humans learn language, and can the first language be learned at all? These fundamental questions are still hotly debated. In contemporary linguistics, there are two major schools of thought that give completely opposite answers.…

计算与语言 · 计算机科学 2023-02-16 Kishore Surendra , Achim Schilling , Paul Stoewer , Andreas Maier , Patrick Krauss

For the complex human brain that enables us to communicate in natural language, we gathered good understandings of principles underlying language acquisition and processing, knowledge about socio-cultural conditions, and insights about…

计算与语言 · 计算机科学 2018-02-08 Stefan Heinrich , Stefan Wermter

Children's acquisition of filler-gap dependencies has been argued by some to depend on innate grammatical knowledge, while others suggest that the distributional evidence available in child-directed speech suffices. Unfortunately, the…

计算与语言 · 计算机科学 2026-05-29 Zhenghao Herbert Zhou , William Dai , Maya Viswanathan , Simon Charlow , R. Thomas McCoy , Robert Frank

Children learn their native language by exposure to their linguistic and communicative environment, but apparently without requiring that their mistakes are corrected. Such learning from positive evidence has been viewed as raising logical…

计算与语言 · 计算机科学 2013-01-21 Anne S. Hsu , Nick Chater , Paul M. B. Vitányi

The impressive ability of children to acquire language is a widely studied phenomenon, and the factors influencing the pace and patterns of word learning remains a subject of active research. Although many models predicting the age of…

计算与语言 · 计算机科学 2017-09-28 Lea Frermann , Michael C. Frank

Children learning their first language face multiple problems of induction: how to learn the meanings of words, and how to build meaningful phrases from those words according to syntactic rules. We consider how children might solve these…

计算与语言 · 计算机科学 2018-05-15 Jon Gauthier , Roger Levy , Joshua B. Tenenbaum

In what ways might statistical signals in linguistic input assist with the acquisition of syntax? Here we hypothesize a mechanism called collocational bootstrapping, in which regularities in word co-occurrence patterns can provide cues to…

计算与语言 · 计算机科学 2026-05-21 Claire Hobbs , R. Thomas McCoy

This paper reviews the main perspectives of language acquisition and language comprehension. In language acquisition, we have reviewed the different types of language acquisitions like first language acquisition, second language…

神经元与认知 · 定量生物学 2020-05-13 Kailsah Nath Tripathi , Anand Bihari , Sudhakar Tripathi , R. B. Mishra

The success of neural language models (LMs) on many technological tasks has brought about their potential relevance as scientific theories of language despite some clear differences between LM training and child language acquisition. In…

计算与语言 · 计算机科学 2026-03-30 Héctor Javier Vázquez Martínez , Annika Lea Heuser , Charles Yang , Jordan Kodner

We investigate how neural language models acquire individual words during training, extracting learning curves and ages of acquisition for over 600 words on the MacArthur-Bates Communicative Development Inventory (Fenson et al., 2007).…

计算与语言 · 计算机科学 2021-10-07 Tyler A. Chang , Benjamin K. Bergen

Infants, adults, non-human primates and non-primates all learn patterns implicitly, and they do so across modalities. The biological evidence supports the hypothesis that the mechanism for this learning is general but computationally local.…

神经元与认知 · 定量生物学 2021-08-16 John Rohrlich , Randall C. O'Reilly

An ability that underlies human syntactic knowledge is determining which words can appear in the similar structures (i.e. grouping words by their syntactic categories). These groupings enable humans to combine structures in order to…

计算与语言 · 计算机科学 2023-12-19 Niels Dickson

Recursive neural network models and their accompanying vector representations for words have seen success in an array of increasingly semantically sophisticated tasks, but almost nothing is known about their ability to accurately capture…

计算与语言 · 计算机科学 2014-02-18 Samuel R. Bowman

Here we study polysemy as a potential learning bias in vocabulary learning in children. Words of low polysemy could be preferred as they reduce the disambiguation effort for the listener. However, such preference could be a side-effect of…

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