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Table 6: 
The findings from the preliminary experiments that assess the quality of our posterior approximation procedure. We compare three variants against exact inference (bottom row; Eq. 2) as computed from the left-to-right model.
ModelPosterior NLLPosterior Ppl.
MoE 3.28 26.58 
Uniform Approx. 3.18 24.17 
Unigram Approx. 2.68 14.68 
Exact Inference 2.50 12.25 
ModelPosterior NLLPosterior Ppl.
MoE 3.28 26.58 
Uniform Approx. 3.18 24.17 
Unigram Approx. 2.68 14.68 
Exact Inference 2.50 12.25 
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