11 citations · 48 across the 10 of their papers we have counts for
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cs.CL2020★ 6 cited
Language Modeling with Reduced Densities
Tai-Danae Bradley, Yiannis Vlassopoulos
This work originates from the observation that today's state-of-the-art statistical language models are impressive not only for their performance, but also - and quite crucially -…
cs.CL2017★ 9 cited
Language as a matrix product state
Vasily Pestun, John Terilla, Yiannis Vlassopoulos
We propose a statistical model for natural language that begins by considering language as a monoid, then representing it in complex matrices with a compatible translation invarian…
cs.CL2017★ 11 cited
Tensor network language model
Vasily Pestun, Yiannis Vlassopoulos
We propose a new statistical model suitable for machine learning of systems with long distance correlations such as natural languages. The model is based on directed acyclic graph…