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Enriching Transformers with Structured Tensor-Product Representations for Abstractive Summarization


Jun 02, 2021
Yichen Jiang, Asli Celikyilmaz, Paul Smolensky, Paul Soulos, Sudha Rao, Hamid Palangi, Roland Fernandez, Caitlin Smith, Mohit Bansal, Jianfeng Gao

* NAACL 2021 (14 pages) 

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Discovering the Compositional Structure of Vector Representations with Role Learning Networks


Nov 17, 2019
Paul Soulos, Tom McCoy, Tal Linzen, Paul Smolensky


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Learning Hierarchical Visual Representations in Deep Neural Networks Using Hierarchical Linguistic Labels


May 19, 2018
Joshua C. Peterson, Paul Soulos, Aida Nematzadeh, Thomas L. Griffiths

* 6 pages, 4 figures, 1 table. Accepted as a paper to the 40th Annual Meeting of the Cognitive Science Society (CogSci 2018) 

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