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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 Page: 1 2 3 4 Hits 1 – 20 of 73 1 Linguistic communication as (inverse) reward design ... Sumers, Theodore R.; Hawkins, Robert D.; Ho, Mark K.. - : arXiv, 2022 BASE Show details 2 Probing BERT's priors with serial reproduction chains ... Yamakoshi, Takateru; Griffiths, Thomas L.; Hawkins, Robert D.. - : arXiv, 2022 Abstract: Sampling is a promising bottom-up method for exposing what generative models have learned about language, but it remains unclear how to generate representative samples from popular masked language models (MLMs) like BERT. The MLM objective yields a dependency network with no guarantee of consistent conditional distributions, posing a problem for naive approaches. Drawing from theories of iterated learning in cognitive science, we explore the use of serial reproduction chains to sample from BERT's priors. In particular, we observe that a unique and consistent estimator of the ground-truth joint distribution is given by a Generative Stochastic Network (GSN) sampler, which randomly selects which token to mask and reconstruct on each step. We show that the lexical and syntactic statistics of sentences from GSN chains closely match the ground-truth corpus distribution and perform better than other methods in a large corpus of naturalness judgments. Our findings establish a firmer theoretical foundation for ... : Findings of ACL 2022 ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2202.12226 https://arxiv.org/abs/2202.12226 BASE Hide details 3 From partners to populations: A hierarchical Bayesian account of coordination and convention ... Hawkins, Robert D.; Franke, Michael; Frank, Michael C.. - : arXiv, 2021 BASE Show details 4 Shades of confusion: Lexical uncertainty modulates ad hoc coordination in an interactive communication task ... Murthy, Sonia K.; Griffiths, Thomas L.; Hawkins, Robert D.. - : arXiv, 2021 BASE Show details 5 Evaluating Models of Robust Word Recognition with Serial Reproduction ... Meylan, Stephan C.; Nair, Sathvik; Griffiths, Thomas L.. - : arXiv, 2021 BASE Show details 6 Learning Rewards from Linguistic Feedback ... Sumers, Theodore R.; Ho, Mark K.; Hawkins, Robert D.. - : arXiv, 2020 BASE Show details 7 Generalizing meanings from partners to populations: Hierarchical inference supports convention formation on networks ... Hawkins, Robert D.; Goodman, Noah D.; Goldberg, Adele E.. - : arXiv, 2020 BASE Show details 8 Universal linguistic inductive biases via meta-learning ... McCoy, R. Thomas; Grant, Erin; Smolensky, Paul. - : arXiv, 2020 BASE Show details 9 Investigating representations of verb bias in neural language models ... Hawkins, Robert D.; Yamakoshi, Takateru; Griffiths, Thomas L.. - : arXiv, 2020 BASE Show details 10 Intuitive Theories as Grammars for Causal Inference Tenenbaum, Joshua B.; Griffiths, Thomas L.; Niyogi, Sourabh. - : Oxford University Press, 2019 In: MIT web domain (2019) BASE Show details 11 Learning Hierarchical Visual Representations in Deep Neural Networks Using Hierarchical Linguistic Labels ... Peterson, Joshua C.; Soulos, Paul; Nematzadeh, Aida. - : arXiv, 2018 BASE Show details 12 Formalizing Prior Knowledge in Casual Induction Griffiths, Thomas L. In: The Oxford handbook of causal reasoning (2017), S. 115-126 Leibniz-Zentrum Allgemeine Sprachwissenschaft Show details 13 Word forms - not just their lengths- are optimized for efficient communication ... Meylan, Stephan C.; Griffiths, Thomas L.. - : arXiv, 2017 BASE Show details 14 The Hierarchical Cortical Organization of Human Speech Processing de Heer, Wendy A.; Huth, Alexander G.; Griffiths, Thomas L.. - : Society for Neuroscience, 2017 BASE Show details 15 Natural speech reveals the semantic maps that tile human cerebral cortex. Huth, Alexander G; de Heer, Wendy A; Griffiths, Thomas L... In: Nature, vol 532, iss 7600 (2016) BASE Show details 16 The Sapir-Whorf Hypothesis and Probabilistic Inference: Evidence from the Domain of Color Cibelli, Emily; Xu, Yang; Austerweil, Joseph L... In: Cibelli, Emily; Xu, Yang; Austerweil, Joseph L; Griffiths, Thomas L; & Regier, Terry. (2016). The Sapir-Whorf Hypothesis and Probabilistic Inference: Evidence from the Domain of Color. PLOS ONE, 11(7), e0158725. doi:10.1371/journal.pone.0158725. UC Berkeley: UC Berkeley Library. Retrieved from: http://www.escholarship.org/uc/item/1pt8b5dj (2016) BASE Show details 17 The Sapir-Whorf Hypothesis and Probabilistic Inference: Evidence from the Domain of Color. Cibelli, Emily; Xu, Yang; Austerweil, Joseph L... In: PloS one, vol 11, iss 7 (2016) BASE Show details 18 The Sapir-Whorf Hypothesis and Probabilistic Inference: Evidence from the Domain of Color Cibelli, Emily; Xu, Yang; Austerweil, Joseph L.. - : Public Library of Science, 2016 BASE Show details 19 Natural speech reveals the semantic maps that tile human cerebral cortex Huth, Alexander G.; de Heer, Wendy A.; Griffiths, Thomas L.. - 2016 BASE Show details 20 Infant directed speech is consistent with teaching ... Eaves, Baxter S.; Feldman, Naomi H.; Griffiths, Thomas L.. - : arXiv, 2016 BASE Show details Page: 1 2 3 4

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