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Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency

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Figure

Figure 1: Two NCE-based estimation algorithms, usingranking objective and binary objective respectively.
Table 1: Perplexity on the test set of Penn Treebank. We show performance for the ranking v.s

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