Word-Level Language Model (LM) Training Algorithm

A Word-Level Language Model (LM) Training Algorithm is a word-level language modeling algorithm that ...

• • …
• Counter-Example(s):
  • a Character-Level LM Algorithm.
• See: MaxLikelihood-based Word-Level LM Algorithm, Neural Word-Level LM Algorithm.

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References

2017

• (Merity et al., 2017) ⇒ Stephen Merity, Nitish Shirish Keskar, and Richard Socher. (2017). “Regularizing and Optimizing LSTM Language Models.” In: arXiv preprint arXiv:1708.02182.
  • QUOTE: ... In this paper, we consider the specific problem of word-level language modeling and investigate strategies for regularizing and optimizing LSTM-based models. ...

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