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Pretrained language models have been shown to significantly predict brain recordings of people comprehending language.
Distilbert, a distilled version of bert: smaller, faster, cheaper and lighter
Victor Sanh, Lysandre Debut, Julien Chaumond, and Thomas Wolf. 2019 · 1910
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Huggingface’s transformers: State-of-the-art natural language processing
Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Rémi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, and Alexander M. Rush. 2020b · 1910
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A simple sequentially rejective multiple test procedure
Sture Holm. 1979 · 1979
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Harry Potter and the Sorcerer’s Stone
J.K. Rowling, M. GrandPre, M. GrandPré, T. Taylor, Arthur A. Levine Books, and Scholastic Inc. 1998 · 1998
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The role of left inferior frontal and superior temporal cortex in sentence comprehension: localizing syntactic and semantic processes
Angela D Friederici, Shirley-Ann Rüschemeyer, Anja Hahne, and Christian J Fiebach. 2003 · 2003
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Where is the semantic system? a critical review and meta-analysis of 120 functional neuroimaging studies
Jeffrey R Binder, Rutvik H Desai, William W Graves, and Lisa L Conant. 2009 · 2009
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New method for fMRI investigations of language: Defining ROIs functionally in individual subjects
E. Fedorenko, P.-J. Hsieh, A. Nieto-Castanon, S. Whitfield-Gabrieli, and N. Kanwisher. 2010 · 2010
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Topographic mapping of a hierarchy of temporal receptive windows using a narrated story
Yulia Lerner, Christopher J Honey, Lauren J Silbert, and Uri Hasson. 2011 · 2011
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Reconstructing visual experiences from brain activity evoked by natural movies
Shinji Nishimoto, An T Vu, Thomas Naselaris, Yuval Benjamini, Bin Yu, and Jack L Gallant. 2011 · 2011
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The cortical language circuit: from auditory perception to sentence comprehension
Angela D Friederici. 2012 · 2012
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Reworking the language network
Evelina Fedorenko and Sharon L Thompson-Schill. 2014 · 2014
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Aligning context-based statistical models of language with brain activity during reading
Leila Wehbe, Ashish Vaswani, Kevin Knight, and Tom Mitchell. 2014b · 2014
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Pycortex: an interactive surface visualizer for fmri
James S Gao, Alexander G Huth, Mark D Lescroart, and Jack L Gallant. 2015 · 2015
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Natural speech reveals the semantic maps that tile human cerebral cortex
Alexander G Huth, Wendy A De Heer, Thomas L Griffiths, Frédéric E Theunissen, and Jack L Gallant. 2016 · 2016
Cited alongside, same era.
Incorporating context into language encoding models for fMRI
Shailee Jain and Alexander Huth. 2018 · 2018
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Rethinking the role of the angular gyrus in remembering the past and imagining the future: the contextual integration model
Siddharth Ramanan, Olivier Piguet, and Muireann Irish. 2018 · 2018
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Linking artificial and human neural representations of language
Jon Gauthier and Roger Levy. 2019 · 2019
Cited alongside, same era.
Language models are unsupervised multitask learners
A unifying account of angular gyrus contributions to episodic and semantic cognition
Gina F Humphreys, Matthew A Lambon Ralph, and Jon S Simons. 2021 · 2021
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Lalchand Pandia and Allyson Ettinger. 2021 · 2021
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Can fmri reveal the representation of syntactic structure in the brain?
Aniketh Janardhan Reddy and Leila Wehbe. 2021 · 2021
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The neural architecture of language: Integrative modeling converges on predictive processing
Martin Schrimpf, Idan Asher Blank, Greta Tuckute, Carina Kauf, Eghbal A Hosseini, Nancy Kanwisher, Joshua B Tenenbaum, and Evelina Fedorenko. 2021 · 2021
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UnNatural Language Inference
Koustuv Sinha, Prasanna Parthasarathi, Joelle Pineau, and Adina Williams. 2021 · 2021
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Alec Radford, Jeffrey Wu, Rewon Child, David Luan, Dario Amodei, Ilya Sutskever, et al. 2019 · 2019
Cited alongside, same era.
Interpreting and improving natural-language processing (in machines) with natural language-processing (in the brain)
Mariya Toneva and Leila Wehbe. 2019 · 2019
Cited alongside, same era.
Language processing in brains and deep neural networks: computational convergence and its limits
Charlotte Caucheteux and Jean-Rémi King. 2020 · 2020
Cited alongside, same era.
Composition is the Core Driver of the Language-selective Network
Francis Mollica, Matthew Siegelman, Evgeniia Diachek, Steven T. Piantadosi, Zachary Mineroff, Richard Futrell, Hope Kean, Peng Qian, and Evelina Fedorenko. 2020 · 2020
Cited alongside, same era.
Transformers: State-of-the-art natural language processing
Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Remi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, and Alexander Rush. 2020a · 2020
Cited alongside, same era.
Mostafa Abdou, Ana Valeria González, Mariya Toneva, Daniel Hershcovich, and Anders Søgaard. 2021 · 2021
Cited alongside, same era.
Decomposing lexical and compositional syntax and semantics with deep language models
Charlotte Caucheteux, Alexandre Gramfort, and Jean-Remi King. 2021 · 2021
Cited alongside, same era.
Shared computational principles for language processing in humans and deep language models
Ariel Goldstein, Zaid Zada, Eliav Buchnik, Mariano Schain, Amy Price, Bobbi Aubrey, Samuel A Nastase, Amir Feder, Dotan Emanuel, Alon Cohen, et al. 2022 · 2022
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When classifying grammatical role, bert doesn’t care about word order… except when it matters
Isabel Papadimitriou, Richard Futrell, and Kyle Mahowald. 2022 · 2022
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Meaning without reference in large language models
Steven Piantadosi and Felix Hill. 2022 · 2022
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Training language models to summarize narratives improves brain alignment
Khai Loong Aw and Mariya Toneva. 2023 · 2023
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Lexical semantic content, not syntactic structure, is the main contributor to ann-brain similarity of fmri responses in the language network
Carina Kauf, Greta Tuckute, Roger Levy, Jacob Andreas, and Evelina Fedorenko. 2023 · 2023
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Byung-Doh Oh and William Schuler. 2023 · 2023
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Artificial Neural Network Language Models Predict Human Brain Responses to Language Even After a Developmentally Realistic Amount of Training
Eghbal A. Hosseini, Martin Schrimpf, Yian Zhang, Samuel Bowman, Noga Zaslavsky, and Evelina Fedorenko. 2024 · 2024
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