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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 5 of 5 1 Masked language models directly encode linguistic uncertainty ... Jacobs, Cassandra; Hubbard, Ryan J.; Federmeier, Kara D.. - : University of Massachusetts Amherst, 2022 BASE Show details 2 Masked language models directly encode linguistic uncertainty Hubbard, Ryan J.; Jacobs, Cassandra; Federmeier, Kara D. In: Proceedings of the Society for Computation in Linguistics (2022) Abstract: Large language models (LLMs) have recently been used as models of psycholinguistic processing, usually focusing on lexical or syntactic surprisal. However, this approach casts away representations of utterance meaning (e.g., hidden states), which are used by LLMs to predict upcoming words. The present work explores whether hidden state representations of LLMs encode human language processing-relevant uncertainty. We specifically assess this possibility using sentences from Federmeier et al. (2007) that are either strongly or weakly predictive of a final word. Using a machine learning approach, we tested and confirmed that LLMs encode uncertainty in their hidden states. Keyword: Computational Linguistics; natural language processing; neural network; prediction; psycholinguistics; Psycholinguistics and Neurolinguistics URL: https://scholarworks.umass.edu/cgi/viewcontent.cgi?article=1237&context=scil https://scholarworks.umass.edu/scil/vol5/iss1/23 BASE Hide details 3 Representational Pattern Similarity of Electrical Brain Activity Reveals Rapid and Specific Prediction during Language Comprehension Hubbard, Ryan J; Federmeier, Kara D In: Cereb Cortex (2021) BASE Show details 4 Downstream Behavioral and Electrophysiological Consequences of Word Prediction on Recognition Memory Hubbard, Ryan J.; Rommers, Joost; Jacobs, Cassandra L.. - : Frontiers Media S.A., 2019 BASE Show details 5 Flexible conceptual combination: Electrophysiological correlates and consequences for associative memory Lucas, Heather D.; Hubbard, Ryan J.; Federmeier, Kara D.. - 2017 BASE Show details

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