ECE594: Mathematical models of Language
Here is a set of resources that you may find useful.
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A good overview of the state of NLP is available at NLP progress, thanks to the extremely laudable efforts of Sebastian Ruder.
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If you are looking for models with implementations to experiment with, check out the papers with code.
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All *NLP/*CL papers from the major NLP conferences are available here.
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For quick and easy hacky solutions, you could try this site.
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