Shared computational principles for language processing in humans and deep language models

Direct Fit to Nature: An Evolutionary Perspective on Biological and Artificial Neural Networks

(2020) Uri Hasson et al.   NEURON

Machine translation of cortical activity to text with an encoder–decoder framework

(2020) Joseph G. Makin et al.   NATURE NEUROSCIENCE

Prediction and memory: a predictive coding account

(2020) Helen C. Barron et al.   PROGRESS IN NEUROBIOLOGY

Emergent linguistic structure in artificial neural networks trained by self-supervision

(2020) Christopher D. Manning et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Placing language in an integrated understanding system: Next steps toward human-level performance in neural language models

(2020) James L. McClelland et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Filters: When, Why, and How (Not) to Use Them

(2019) Alain de Cheveigné et al.   NEURON

Cortical Tracking of Surprisal during Continuous Speech Comprehension

(2019) Hugo Weissbart et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

A deep learning framework for neuroscience

(2019) Blake A. Richards et al.   NATURE NEUROSCIENCE

Two Distinct Neural Timescales for Predictive Speech Processing

(2019) Peter W. Donhauser et al.   NEURON

Data-driven re-referencing of intracranial EEG based on independent component analysis (ICA)

(2018) Sebastian Michelmann et al.   JOURNAL OF NEUROSCIENCE METHODS

A primer on encoding models in sensory neuroscience

(2017) Marcel A.J. van Gerven   JOURNAL OF MATHEMATICAL PSYCHOLOGY

Amplification of local changes along the timescale processing hierarchy

(2017) Yaara Yeshurun et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The ERP response to the amount of information conveyed by words in sentences

(2015) Stefan L. Frank et al.   BRAIN AND LANGUAGE

Prediction During Natural Language Comprehension

(2015) Roel M. Willems et al.   CEREBRAL CORTEX

Processing Timescales as an Organizing Principle for Primate Cortex

(2015) Janice Chen et al.   NEURON

Hierarchical process memory: memory as an integral component of information processing

(2015) Uri Hasson et al.   TRENDS IN COGNITIVE SCIENCES

Whatever next? Predictive brains, situated agents, and the future of cognitive science

(2013)   BEHAVIORAL AND BRAIN SCIENCES

Gamma and the Coordination of Spiking Activity in Early Visual Cortex

(2013) Xiaoxuan Jia et al.   NEURON

Localization of dense intracranial electrode arrays using magnetic resonance imaging

(2012) Andrew I. Yang et al.   NEUROIMAGE

Thirty Years and Counting: Finding Meaning in the N400 Component of the Event-Related Brain Potential (ERP)

(2010) Marta Kutas et al.   Annual Review of Psychology

Receiver Operating Characteristic Curve in Diagnostic Test Assessment

(2010) Jayawant N. Mandrekar   Journal of Thoracic Oncology

Encoding and decoding in fMRI

(2010) Thomas Naselaris et al.   NEUROIMAGE

FieldTrip: Open Source Software for Advanced Analysis of MEG, EEG, and Invasive Electrophysiological Data

(2010) Robert Oostenveld et al.   Computational Intelligence and Neuroscience

A Hierarchy of Temporal Receptive Windows in Human Cortex

(2008) U. Hasson et al.   JOURNAL OF NEUROSCIENCE

Speaker identification on the SCOTUS corpus

(2008) Jiahong Yuan et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA