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Spell Once, Summon Anywhere: A Two-Level Open-Vocabulary Language Model

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Figure

Table 1: Bits per character (lower is better) on the dev andtest set of WikiText-2 for our model and baselines, whereFULL refers to our main proposed model and HCLM andHCLMcache refer to Kawakami, Dyer, and Blunsom (2017)’sproposed models
Figure 2: Bits-per-character (lower is better) on WikiText-2 dev data as a function of vocabulary size
Table 2: Bits per character (lower is better) on the dev and test sets of the MWC for our model (FULL) and Kawakami, Dyer, andBlunsom (2017)’s HCLM and HCLMcache, both on the space-split version used by Kawakami, Dyer, and Blunsom (2017) andthe more sensib

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