TY - JOUR
T1 - Neural representation of words within phrases
T2 - Temporal evolution of coloradjectives and object-nouns during simple composition
AU - Honari-Jahromi, Maryam
AU - Chouinard, Brea
AU - Blanco-Elorrieta, Esti
AU - Pylkkänen, Liina
AU - Fyshe, Alona
N1 - Funding Information:
This research was supported by the NYUAD Research Institute (https://nyuad.nyu.edu/ en/) under Grant G1001 (LP), by the Natural Sciences and Engineering Research Council of Canada (NSERC, https://www.nserc-crsng.gc.ca/ index_eng.asp) through a Discovery Grant (AF), and the Canada CIFAR (Canadian Institute for Advanced Research, https://www.cifar.ca/) AI Chair program (AF). The computational work was supported in part by infrastructure made available by WestGrid (https://www.westgrid.ca/) and Compute Canada (https://www.computecanada.ca/) (AF). These funders played no role in the study design, data collection and analysis, decision to publish, nor preparation of the manuscript.
Publisher Copyright:
© 2021 Honari-Jahromi et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
PY - 2021/3
Y1 - 2021/3
N2 - In language, stored semantic representations of lexical items combine into an infinitude of complex expressions. While the neuroscience of composition has begun to mature, we do not yet understand how the stored representations evolve and morph during composition. New decoding techniques allow us to crack open this very hard question: we can train a model to recognize a representation in one context or time-point and assess its accuracy in another. We combined the decoding approach with magnetoencephalography recorded during a picture naming task to investigate the temporal evolution of noun and adjective representations during speech planning. We tracked semantic representations as they combined into simple two-word phrases, using single words and two-word lists as noncombinatory controls. We found that nouns were generally more decodable than adjectives, suggesting that noun representations were stronger and/or more consistent across trials than those of adjectives. When training and testing across contexts and times, the representations of isolated nouns were recoverable when those nouns were embedded in phrases, but not so if they were embedded in lists. Adjective representations did not show a similar consistency across isolated and phrasal contexts. Noun representations in phrases also sustained over time in a way that was not observed for any other pairing of word class and context. These findings offer a new window into the temporal evolution and context sensitivity of word representations during composition, revealing a clear asymmetry between adjectives and nouns. The impact of phrasal contexts on the decodability of nouns may be due to the nouns' status as head of phrase - an intriguing hypothesis for future research.
AB - In language, stored semantic representations of lexical items combine into an infinitude of complex expressions. While the neuroscience of composition has begun to mature, we do not yet understand how the stored representations evolve and morph during composition. New decoding techniques allow us to crack open this very hard question: we can train a model to recognize a representation in one context or time-point and assess its accuracy in another. We combined the decoding approach with magnetoencephalography recorded during a picture naming task to investigate the temporal evolution of noun and adjective representations during speech planning. We tracked semantic representations as they combined into simple two-word phrases, using single words and two-word lists as noncombinatory controls. We found that nouns were generally more decodable than adjectives, suggesting that noun representations were stronger and/or more consistent across trials than those of adjectives. When training and testing across contexts and times, the representations of isolated nouns were recoverable when those nouns were embedded in phrases, but not so if they were embedded in lists. Adjective representations did not show a similar consistency across isolated and phrasal contexts. Noun representations in phrases also sustained over time in a way that was not observed for any other pairing of word class and context. These findings offer a new window into the temporal evolution and context sensitivity of word representations during composition, revealing a clear asymmetry between adjectives and nouns. The impact of phrasal contexts on the decodability of nouns may be due to the nouns' status as head of phrase - an intriguing hypothesis for future research.
KW - Adult
KW - Brain/physiology
KW - Female
KW - Humans
KW - Magnetoencephalography
KW - Male
KW - Psycholinguistics
KW - Semantics
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U2 - 10.1371/journal.pone.0242754
DO - 10.1371/journal.pone.0242754
M3 - Article
C2 - 33661954
AN - SCOPUS:85102445879
SN - 1932-6203
VL - 16
JO - PloS one
JF - PloS one
IS - 3
M1 - e0242754
ER -