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In the last few years, conditional language models have been used to generate pre-trained contextual representations, which are much richer and more powerful than plain embeddings.
Model of Pavlovian fear conditioning and extinction (due to neuromodulator-controlled LTP on principal cells and inhibory interneurons)occur in amygdala and contextual representations are learned in hippocampus.
[Feb 2019] My work with Chris Manning on methods for finding syntax trees embedded in contextual representations of language has been accepted to NAACL 2019! [Oct 2018] I've started offering office hours for research-interested Stanford undergraduates!
Implicit in those statements are the reservations against some of the actual systemic contextual representations as well as the proposals for future directions.
(Note that our model does not exclude deficient maintenance and use of poorly bound contextual representations in later mental operations).
Therefore, one might explain our results as showing that proactive control mechanisms promote controlled access to episodic memory (i.e., contextual representations), and reactive control mechanisms perform selection among activated and competing representations.
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Gronau, N., Neta, M. & Bar, M. Integrated contextual representation for objects' identities and their locations.
Sedivy, J.C., Tanenhaus, M.K., Chambers, C.G. & Carlson, G.N. Achieving incremental semantic interpretation through contextual representation.
Our results provide the first characterization of mossy cells in the behaving animal and demonstrate their active participation in spatial coding and contextual representation.
For example, if the most likely object representations in PFC include a computer, a television set, and a microwave, and the most likely contextual representation in the PHC correspond to informatics, the computer alternative is selected in the ITC, and all other candidates are suppressed.
Here, we present SBUS as a proof-of-concept to indicate of the concepts, considerations, and design processes for a policy-based approach.e The focus is on policy for directly controlling components and their interactions; in moving to wider solutions, such functionality will complement other work, e.g. that concerning contextual representation.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com