-) ← (D , D 2 ) if r di s t (D 1 ) > r di s t (D 2 ) els e (D 2 , D 1 ). 3: f o r i = 0 , 1 , . . . , n d o 4:

At st e p i, s w a p t h e i t h g e n er ati o n p air i n D

5 4 2. 8 % 4 7. 8 % 6 1. 9 % 5 9. 4 % 0. 0 % 0. 2 % D at a s et C L A P-F A D A LI M-A u di o 7 3. 6 % . 2 1 4 /. 2 0 7 5 8. 3 % 4 5. 7 % 6 1. 5 % 5 0. 2 % 7 3. 5 % 2 9. 9 % D at a s et C L A P-F A D S D N V-A u di o 8 3. 2 % . 2 6 0 /. 2 5 1 4 7. 7 % 4 8. 8 % 0. 0 % 0. 0 % 4 2. 4 % 8 3. 2 % D at a s et C L A P-F A D A LI M-Te xt 8 5. 4 % . 9 8 3 /. 9 6 7 6 8. 8 % 5 9. 5 % 8 8. 2 % 8 4. 7 % 2. 1 % 0. 9 % D at a s et C L A P-F A D S D N V-Te xt 8 1. 6 % . 7 9 9 /. 7 8 8 4 1. 4 % 5 2. 4 % 1. 2 % 1. 9 % 6. 2 % 5. 8 % D at a s et C L A P-F A D H u m a n-Te xt 9 8. 4 % . 8 3 7 /. 8 1 3 5 7. 4 % 5 5. 8 % 2 6. 5 % 3 8. 9 % 2 6. 2 % 1 4. 1 % D at a s et C L A P-F A D Mi xt r al-Te xt 9 9. 8 % . 8 3 2 /. 7 8 6 6 4. 6 % 6 1. 1 % 8. 3 % 1 4. 1 % 1. 3 % 0. 0 % O n a v er a g e, D R A G O N a c hi e v es a n 8 1. 4 % wi n r at e a cr oss all p er-s o n g F A D r u ns. M a n y r u ns ( es p e ci all y t h os e usi n g A LI M as t h e r ef er e n c e) i m pr o v e t h e pr e di ct e d a est h eti cs s c or e, r e a c hi n g a n a v er a g e a est h eti cs wi n r at e of 5 9. 9 % wit h o ut a n y h u m a n r ati n g.

(

w h er e A θ (x 0 , x t , t) := x 0 -f r ef (x t , t)

r al H u m a n A LI M S D N V P e r-S o n g F A D R ef e r e n c e St ati sti c s -0.

-0.

-0.

-0. R ef e r e n c e ( 4 0 i nf e r e n c e st e p s) 0. 2 1 4 0. 2 6 0 0. 9 8 3 0. 7 9 9 0. 8 3 7 0. 8 3 2 8. 2 6 1 8. 2 9 7 1 2. 7 0 5 R ef e r e n c e ( 1 0 i nf e r e n c e st e p s) 0. 3 4 4 0. 3 7 4 1. 0 6 9 0. 8 7 6 0. 9 0 4 0. 9 2 5 1 3. 3 6 0 1 2. 5 0 2 1 0. 4 0 1 K T O A e st h eti c s 0. 2 4 3 0. 3 1 1 1. 0 0 4 0. 8 3 1 0. 8 6 3 0. 8 5 9 9. 1 3 5 9. 1 8 2 1 0. 9 6 8 D P O A e st h eti c s ( 4 0 / 4 0 t r ai n /i nf e r e n c e st e p s) 0. 2 1 6 0. 2 6 2 0. 9 8 7 0. 8 2 6 0. 8 6 4 0. 8 4 8 9. 6 1 6 9. 2 8 8 1 0. 6 0 1 D P O A e st h eti c s ( 4 0 / 1 0 t r ai n /i nf e r e n c e st e p s) 0. 2 9 5 0. 3 2 1 1. 0 2 9 0. 8 7 6 0. 9 0 6 0. 8 9 9 1 2. 6 0 4 1 1. 8 4 4 8. 7 3 6 D P O A e st h eti c s ( 1 0 / 4 0 t r ai n /i nf e r e n c e st e p s) 0. 2 1 7 0. 2 6 5 0. 9 6 9 0. 8 3 2 0. 8 6 5 0. 8 4 3 9. 2 4 5 9. 0 2 2 1 0. 7 3 1 D P O A e st h eti c s ( 1 0 / 1 0 t r ai n /i nf e r e n c e st e p s) 0. 2 6 2 0. 2 9 7 1. 0 0 6 0. 8 7 6 0. 9 0 4 0. 8 8 8 1 3. 6 5 7 1 2. 7 9 8 8. 7 1 0 K T O-U n p ai r e d A e st h eti c s 0. 2 4 2 0. 3 0 3 0. 9 6 3 0. 8 0 6 0. 8 5 0 0. 8 1 9 9. 7 0 3 9. 5 6 0 1 0. 6 6 4 K T O C L A P S c o r e 0. 2 2 2 0. 3 0 9 0. 9 2 6 0. 8 0 4 0. 8 3 8 0. 8 0 6 6. 9 5 5 8. 1 3 5 1 0. R ef e r e n c e ( 4 0 i nf e r e n c e st e p s) 0. 1 0 7 0. 1 5 5 0. 9 0 1 0. 6 8 4 0. 7 1 6 0. 7 3 4 7. 4 7 0 7. 5 0 3 1 2. 2 3 0 R ef e r e n c e ( 1 0 i nf e r e n c e st e p s) 0. 2 6 7 0. 2 9 7 1. 0 0 2 0. 7 8 1 0. 8 0 4 0. 8 4 5 1 2. 8 9 8 1 2. 0 2 5 8. 7 0 2 K T O A e st h eti c s 0. 1 2 9 0. 1 9 8 0. 9 2 2 0. 7 1 6 0. 7 4 0 0. 7 6 1 8. 3 9 9 8. 4 4 3 1 0. 7 8 2 D P O A e st h eti c s ( 4 0 / 4 0 t r ai n /i nf e r e n c e st e p s) 0. 1 1 8 0. 1 6 4 0. 9 1 2 0. 7 2 1 0. 7 5 3 0. 7 5 8 8. 9 6 5 8. 6 3 5 9. 6 4 8 D P O A e st h eti c s ( 4 0 / 1 0 t r ai n /i nf e r e n c e st e p s) 0. 2 2 1 0. 2 4 7 0. 9 6 6 0. 7 8 9 0. 8 1 3 0. 8 2 5 1 2. 2 5 5 1 1. 4 7 5 7. 0 5 9 D P O A e st h eti c s ( 1 0 / 4 0 t r ai n /i nf e r e n c e st e p s) 0. 1 1 0 0. 1 6 1 0. 8 9 1 0. 7 2 3 0. 7 4 9 0. 7 4 9 8. 5 2 8 8. 2 9 1 1 0. 0 6 8 D P O A e st h eti c s ( 1 0 / 1 0 t r ai n /i nf e r e n c e st e p s) 0. 1 8 4 0. 2 1 9 0. 9 4 1 0. 7 8 6 0. 8 0 9 0. 8 1 1 1 3. 2 6 7 1 2.