Order-Planning Neural Text Generation From Structured Data
Table 2: Comparison of the overall performance between our model and previous methods. lBest results in wikibio (wikibio).
['[BOLD] Group', '[BOLD] Model', '[BOLD] BLEU', '[BOLD] ROUGE', '[BOLD] NIST']
We see that, modern neural networks are considerably better than traditional KN models with or without templates. Moreover, our base model (with content-attention only) outperforms \citeauthorwikibio (\citeyearwikibio), showing our better engineering efforts. After adding up all proposed components, we obtain +2.5 BLEU and ROUGE improvement and +0.3 NIST improvement, achieving new state-of-the-art results.