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Can Transformers Process Recursive Nested Constructions, Like Humans?

Y. Lakretz, T. Desbordes, D. Hupkes, and S. Dehaene. COLING, page 3226-3232. International Committee on Computational Linguistics, (2022)

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Yair Schiftan

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Probabilistic Graphical Models of Dyslexia.Y. Lakretz, G. Chechik, N. Friedmann, and M. Rosen-Zvi. KDD, page 1919-1928. ACM, (2015)Metric Learning for Phoneme Perception.Y. Lakretz, G. Chechik, E. Cohen, A. Treves, and N. Friedmann. CoRR, (2018)Can Transformers Process Recursive Nested Constructions, Like Humans?Y. Lakretz, T. Desbordes, D. Hupkes, and S. Dehaene. COLING, page 3226-3232. International Committee on Computational Linguistics, (2022)Language acquisition: do children and language models follow similar learning stages?L. Evanson, Y. Lakretz, and J. King. ACL (Findings), page 12205-12218. Association for Computational Linguistics, (2023)Causal Transformers Perform Below Chance on Recursive Nested Constructions, Unlike Humans.Y. Lakretz, T. Desbordes, D. Hupkes, and S. Dehaene. CoRR, (2021)Information-Restricted Neural Language Models Reveal Different Brain Regions' Sensitivity to Semantics, Syntax and Context.A. Pasquiou, Y. Lakretz, B. Thirion, and C. Pallier. CoRR, (2023)Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language modelsA. Srivastava, A. Rastogi, A. Rao, A. Shoeb, A. Abid, A. Fisch, A. Brown, A. Santoro, A. Gupta, A. Garriga-Alonso and 441 other author(s). (2022)cite arxiv:2206.04615Comment: 27 pages, 17 figures + references and appendices, repo: https://github.com/google/BIG-bench.Single-cell activity in human STG during perception of phonemes is organized according to manner of articulation.Y. Lakretz, O. Ossmy, N. Friedmann, R. Mukamel, and I. Fried. NeuroImage, (2021)Can RNNs learn Recursive Nested Subject-Verb Agreements?Y. Lakretz, T. Desbordes, J. King, B. Crabbé, M. Oquab, and S. Dehaene. CoRR, (2021)Distinguishing between Different Syntactic Roles of Identical Words in Normal Reading: an ERP Study.Y. Lakretz, K. Marjanovic, Y. Gu, and A. Treves. EAPCogSci, volume 1419 of CEUR Workshop Proceedings, CEUR-WS.org, (2015)

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Can Transformers Process Recursive Nested Constructions, Like Humans?

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Yair Schiftan

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Yair Schiftan

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Can Transformers Process Recursive Nested Constructions, Like Humans?