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How Generalized Language Models outperform Modified Kneser Ney Smoothing by a Perplexity drop of up to 25%

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Excerpt: After 2 years of hard work I can finally proudly present the core of my PhD thesis. Starting from Till Speicher and Paul Georg Wagner implementing one of my ideas for next work prediction as an award winning project for the Young Scientists competition and several iterations over this idea which resulted in gaining a deeper understanding of what I am actually doing, I have developed the theory of Generalized Language Models and evaluated its strength together with Martin Körner over the last years. As I will present in this blog article and as you can read in my publication…

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