fMRI reveals language-specific predictive coding during naturalistic sentence comprehension

C Shain, IA Blank, M van Schijndel, W Schuler… - Neuropsychologia, 2020 - Elsevier
Much research in cognitive neuroscience supports prediction as a canonical computation of
cognition across domains. Is such predictive coding implemented by feedback from higher …

Robust effects of working memory demand during naturalistic language comprehension in language-selective cortex

C Shain, IA Blank, E Fedorenko, E Gibson… - Journal of …, 2022 - jneurosci.org
To understand language, we must infer structured meanings from real-time auditory or visual
signals. Researchers have long focused on word-by-word structure building in working …

Comparison of structural parsers and neural language models as surprisal estimators

BD Oh, C Clark, W Schuler - Frontiers in Artificial Intelligence, 2022 - frontiersin.org
Expectation-based theories of sentence processing posit that processing difficulty is
determined by predictability in context. While predictability quantified via surprisal has …

Single‐stage prediction models do not explain the magnitude of syntactic disambiguation difficulty

M Van Schijndel, T Linzen - Cognitive science, 2021 - Wiley Online Library
The disambiguation of a syntactically ambiguous sentence in favor of a less preferred parse
can lead to slower reading at the disambiguation point. This phenomenon, referred to as a …

The Natural Stories corpus: a reading-time corpus of English texts containing rare syntactic constructions

R Futrell, E Gibson, HJ Tily, I Blank… - Language Resources …, 2021 - Springer
It is now a common practice to compare models of human language processing by
comparing how well they predict behavioral and neural measures of processing difficulty …

The linearity of the effect of surprisal on reading times across languages

W Xu, J Chon, T Liu, R Futrell - Findings of the Association for …, 2023 - aclanthology.org
In psycholinguistics, surprisal theory posits that the amount of online processing effort
expended by a human comprehender per word positively correlates with the surprisal of that …

Word frequency and predictability dissociate in naturalistic reading

C Shain - Open Mind, 2024 - direct.mit.edu
Many studies of human language processing have shown that readers slow down at less
frequent or less predictable words, but there is debate about whether frequency and …

The natural stories corpus

R Futrell, E Gibson, HJ Tily, I Blank… - Language Resources …, 2021 - JSTOR
It is now a common practice to compare models of human language processing by
comparing how well they predict behavioral and neural measures of processing difficulty …

A-maze of Natural Stories: Comprehension and surprisal in the Maze task

V Boyce, R Levy - Glossa Psycholinguistics, 2023 - par.nsf.gov
Two chief results of human language processing research are that comprehension is highly
incremental and that comprehension difficulty is differential and localized. Incrementality in …

A large-scale study of the effects of word frequency and predictability in naturalistic reading

C Shain - Proceedings of the 2019 conference of the north …, 2019 - aclanthology.org
A number of psycholinguistic studies have factorially manipulated words' contextual
predictabilities and corpus frequencies and shown separable effects of each on measures of …