Table 2. BLEU Scores Based on k-grams (k = 2, 3, 4, and 5) for Three Baseline Models (MLE, CVAE, and SeqGAN) and Three Variants of PepGAN (λ = 0, 0.5, and 1)a.
MLE | CVAE | SeqGAN | λ = 0 | λ = 0.5 | λ = 1.0 | |
---|---|---|---|---|---|---|
BLEU-2 | 0.939 | 0.975 | 0.947 | 0.922 | 0.938 | 0.930 |
BLEU-3 | 0.711 | 0.714 | 0.729 | 0.759 | 0.778 | 0.776 |
BLEU-4 | 0.374 | 0.331 | 0.388 | 0.469 | 0.487 | 0.493 |
BLEU-5 | 0.182 | 0.149 | 0.188 | 0.246 | 0.257 | 0.264 |
average | 0.551 | 0.542 | 0.563 | 0.599 | 0.615 | 0.616 |
The best method is highlighted.