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Language understanding is a key scientific issue in the fields of cognitive and computer science. However, the two disciplines differ substantially in the specific research questions. Cognitive science focuses on analyzing the specific…

Computation and Language · Computer Science 2023-01-13 Shaonan Wang , Nai Ding , Nan Lin , Jiajun Zhang , Chengqing Zong

Elucidating the language-brain relationship requires bridging the methodological gap between the abstract theoretical frameworks of linguistics and the empirical neural data of neuroscience. Serving as an interdisciplinary cornerstone,…

Neurons and Cognition · Quantitative Biology 2026-02-16 Fudong Zhang , Bo Chai , Yujie Wu , Wai Ting Siok , Nizhuan Wang

The mental lexicon is a complex cognitive system representing information about the words/concepts that one knows. Decades of psychological experiments have shown that conceptual associations across multiple, interactive cognitive levels…

Computation and Language · Computer Science 2022-10-04 Massimo Stella , Salvatore Citraro , Giulio Rossetti , Daniele Marinazzo , Yoed N. Kenett , Michael S. Vitevitch

Do machines and humans process language in similar ways? Recent research has hinted at the affirmative, showing that human neural activity can be effectively predicted using the internal representations of language models (LMs). Although…

Computation and Language · Computer Science 2025-01-15 Yuchen Zhou , Emmy Liu , Graham Neubig , Michael J. Tarr , Leila Wehbe

Recent artificial neural networks that process natural language achieve unprecedented performance in tasks requiring sentence-level understanding. As such, they could be interesting models of the integration of linguistic information in the…

Computation and Language · Computer Science 2023-02-17 Sophie Arana , Jacques Pesnot Lerousseau , Peter Hagoort

Language is crucial for human intelligence, but what exactly is its role? We take language to be a part of a system for understanding and communicating about situations. The human ability to understand and communicate about situations…

Computation and Language · Computer Science 2020-07-07 James L. McClelland , Felix Hill , Maja Rudolph , Jason Baldridge , Hinrich Schütze

Language understanding entails not just extracting the surface-level meaning of the linguistic input, but constructing rich mental models of the situation it describes. Here we propose that because processing within the brain's core…

Computation and Language · Computer Science 2025-11-26 Colton Casto , Anna Ivanova , Evelina Fedorenko , Nancy Kanwisher

Recently, a number of articles have argued that deep learning models such as GPT could also capture key aspects of language processing in the human mind and brain. However, I will argue that these models are not suitable as neural models of…

Computation and Language · Computer Science 2022-10-20 Frank van der Velde

It takes several years for the developing brain of a baby to fully master word repetition-the task of hearing a word and repeating it aloud. Repeating a new word, such as from a new language, can be a challenging task also for adults.…

Computation and Language · Computer Science 2025-06-17 Daniel Dager , Robin Sobczyk , Emmanuel Chemla , Yair Lakretz

This paper is based on our previous work on neural coding. It is a self-organized model supported by existing evidences. Firstly, we briefly introduce this model in this paper, and then we explain the neural mechanism of language and…

Neural and Evolutionary Computing · Computer Science 2014-08-26 Peilei Liu , Ting Wang

Understanding how humans process natural language has long been a vital research direction. The field of natural language processing (NLP) has recently experienced a surge in the development of powerful language models. These models have…

Computation and Language · Computer Science 2023-11-20 Zhengqi He , Taro Toyoizumi

Understanding the neural basis of language comprehension in the brain has been a long-standing goal of various scientific research programs. Recent advances in language modelling and in neuroimaging methodology promise potential…

Computation and Language · Computer Science 2022-03-11 Mostafa Abdou

Humans effortlessly communicate their thoughts through intricate sequences of motor actions. Yet, the neural processes that coordinate language production remain largely unknown, in part because speech artifacts limit the use of…

Neurons and Cognition · Quantitative Biology 2025-02-19 Mingfang Zhang , Jarod Lévy , Stéphane d'Ascoli , Jérémy Rapin , F. -Xavier Alario , Pierre Bourdillon , Svetlana Pinet , Jean-Rémi King

Vision and language are two fundamental capabilities of human intelligence. Humans routinely perform tasks through the interactions between vision and language, supporting the uniquely human capacity to talk about what they see or…

Computer Vision and Pattern Recognition · Computer Science 2020-04-01 Tao Mei , Wei Zhang , Ting Yao

Visual perception and language understanding are - fundamental components of human intelligence, enabling them to understand and reason about objects and their interactions. It is crucial for machines to have this capacity to reason using…

Computer Vision and Pattern Recognition · Computer Science 2022-09-27 Thao Minh Le

Deep Language Models (DLMs) provide a novel computational paradigm for understanding the mechanisms of natural language processing in the human brain. Unlike traditional psycholinguistic models, DLMs use layered sequences of continuous…

Using language makes human beings surpass animals in wisdom. To let machines understand, learn, and use language flexibly, we propose a human-like general language processing (HGLP) architecture, which contains sensorimotor, association,…

Neurons and Cognition · Quantitative Biology 2020-06-01 Feng Qi , Guanjun Jiang

We use language to communicate our thoughts. But is language merely the expression of thoughts, which are themselves produced by other, nonlinguistic parts of our minds? Or does language play a more transformative role in human cognition,…

Computation and Language · Computer Science 2025-09-22 Gary Lupyan , Hunter Gentry , Martin Zettersten

Neural network models of language have long been used as a tool for developing hypotheses about conceptual representation in the mind and brain. For many years, such use involved extracting vector-space representations of words and using…

Artificial Intelligence · Computer Science 2023-11-13 Siddharth Suresh , Kushin Mukherjee , Xizheng Yu , Wei-Chun Huang , Lisa Padua , Timothy T Rogers

The study and understanding of human behaviour is relevant to computer science, artificial intelligence, neural computation, cognitive science, philosophy, psychology, and several other areas. Presupposing cognition as basis of behaviour,…

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